From ba147461d96142f810567ef6258062782beee8ce Mon Sep 17 00:00:00 2001
From: erelsgl <erelsgl@gmail.com>
Date: Tue, 28 May 2013 14:53:09 +0300
Subject: [PATCH 1/9] Add associative perceptron and custom feature extractor

---
 .gitignore                                    |   2 +
 demos/and.js                                  |  32 ++++
 package.json                                  |   2 +-
 perceptron_associative.js                     | 172 ++++++++++++++++++
 tests/test-perceptron_associative.js          |  51 ++++++
 ...erceptron_associative_feature_extractor.js |  35 ++++
 6 files changed, 293 insertions(+), 1 deletion(-)
 create mode 100644 .gitignore
 create mode 100644 demos/and.js
 create mode 100644 perceptron_associative.js
 create mode 100644 tests/test-perceptron_associative.js
 create mode 100644 tests/test-perceptron_associative_feature_extractor.js

diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..a116156
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,2 @@
+/node_modules
+/.project
diff --git a/demos/and.js b/demos/and.js
new file mode 100644
index 0000000..1ab4a3e
--- /dev/null
+++ b/demos/and.js
@@ -0,0 +1,32 @@
+var perceptron = require('../perceptron')
+
+var and = perceptron()
+
+and.train([1, 1], 1)
+and.train([0, 1], 0)
+and.train([1, 0], 0)
+and.train([0, 0], 0)
+
+// practice makes perfect (we hope...)
+while(!and.retrain()) {}
+
+console.log("2 FEATURES: ");
+console.log(and.perceive([1, 1])) // 1
+console.log(and.perceive([0, 1])) // 0
+console.log(and.perceive([1, 0])) // 0
+console.log(and.perceive([0, 0])) // 0
+console.log(and.perceive([2, 0])) // ?
+console.log(and.perceive([0, 2])) // ?
+
+console.log("3 FEATURES: ");
+console.log(and.perceive([0, 0, 0])) // 0
+console.log(and.perceive([0, 0, 1])) // 0
+console.log(and.perceive([0, 1, 0])) // 0
+console.log(and.perceive([1, 0, 0])) // 0
+console.log(and.perceive([1, 1, 0])) // 0
+console.log(and.perceive([1, 0, 1])) // 0
+console.log(and.perceive([0, 1, 1])) // 0
+console.log(and.perceive([1, 1, 1])) // 0
+
+console.dir(and);
+
diff --git a/package.json b/package.json
index 5d7fce6..f715b97 100644
--- a/package.json
+++ b/package.json
@@ -18,7 +18,7 @@
   },
   "dependencies": {},
   "devDependencies": {
-    "specify": "~1.1.2"
+    "specify": "*"
   },
   "keywords": [
     "machine learning",
diff --git a/perceptron_associative.js b/perceptron_associative.js
new file mode 100644
index 0000000..728de70
--- /dev/null
+++ b/perceptron_associative.js
@@ -0,0 +1,172 @@
+/**
+ * A version of Perceptron where the weights vector is an associative array (not a numeric array), 
+ * so the features can be any objects (not just nubmers).
+ * @author Erel Segal-haLevi
+ * @since 2013-05-27
+ * 
+ * @param opts optional parameters: <ul>
+ *	<li>debug 
+ *	<li>weights: initial weights (if not given, initialized to default_weight).
+ *  <li>default_weight: default weight for a newly discovered feature (default = 0).
+ *	<li>threshold: defaults to 1.
+ *	<li>bias: initial weight of threshold. defaults to 1. 
+ *	<li>learningrate: defaults to 0.1.
+ *	<li>feature_extractor: function that converts input samples to feature arrays. If not given, the input sample itself is treated as an associative array of features.
+ * 
+ */
+function PerceptronAssociative(opts) {
+	if (this === global) return new PerceptronAssociative(opts);
+	if (!opts) opts = {}
+
+	var debug = 'debug' in opts 
+		? opts.debug 
+		: false;
+	var weights = 'weights' in opts
+		? opts.weights			 /* should be an associative array */
+		: {}
+	var default_weight = 'default_weight' in opts
+		? opts.default_weight
+		: 0;
+	var threshold = 'threshold' in opts
+		? opts.threshold
+		: 1
+	var bias = 'bias' in opts	
+		? opts.bias 
+		: 1
+	var learningrate = 'learningrate' in opts
+		? opts.learningrate
+		: 0.1
+	var feature_extractor = 'feature_extractor' in opts
+		? opts.feature_extractor
+		: undefined;
+
+	/**
+	 * Keep track of ALL training samples, their perceived values and their correct (target) values. 
+	 */
+	var data = []
+
+	var api = {
+		weights: weights,
+		
+		/**
+		 * Run through all past training samples, and use them for training once more.
+		 * @return true if ALL samples got their correct classification (i.e. no change made).
+		 */
+		retrain: function() {
+			var length = data.length
+			var success = true
+			for(var i=0; i<length; i++) {
+				var training = data.shift()
+				success = api.train_features(training.input, training.target) && success
+			}
+			return success
+		},
+		
+		/**
+		 * @param inputs a SINGLE training sample; an associative array (feature => value).
+		 * @param expected the classification value for that sample (0 or 1)
+		 * @return true if the input sample got its correct classification (i.e. no change made).
+		 */
+		train_features: function(inputs, expected) {
+			//if (debug) console.log('train_features: ', inputs, ' weights: ',weights);
+			for (feature in inputs) {
+				if (!(feature in weights)) {
+					weights[feature] = default_weight;
+				}
+			}
+
+			if (!('threshold' in weights)) {
+				weights['threshold'] = bias;
+			}
+
+			var result = api.perceive_features(inputs)
+			data.push({input: inputs, target: expected, prev: result})
+
+			if (debug) console.log('> training ',inputs,', expecting: ',expected, ' got: ', result)
+
+			if (result == expected) {
+				return true;	// Current model is correct - no adjustment needed!
+			}
+			else {
+				if (debug) console.log('> adjusting weights...', weights, inputs);
+				for (var feature in inputs) 
+					api.adjust(result, expected, inputs[feature], feature);
+				api.adjust(result, expected, threshold, 'threshold');
+				if (debug) console.log(' -> weights:', weights)
+				return false
+			}
+		},
+
+		
+		/**
+		 * @param inputs a SINGLE training sample; converted to a feature array with feature_extractor (if available).
+		 * @param expected the classification value for that sample (0 or 1)
+		 * @return true if the input sample got its correct classification (i.e. no change made).
+		 */
+		train: function(inputs, expected) {
+			if (feature_extractor)	{
+				var features = {};
+				feature_extractor(inputs, features);
+			} else {
+				var features = inputs;
+			} 
+			return api.train_features(features, expected);
+		},
+
+
+		adjust: function(result, expected, input, feature) {
+			if (!input) throw new Error('input is undefined! result='+result+" expected="+expected+" feature="+feature);
+			var delta = api.delta(result, expected, input, learningrate);
+			if (isNaN(delta)) throw new Error('delta is NaN!! result='+result+" expected="+expected+" input="+input+" feature="+feature);
+			weights[feature] += delta;
+			if (isNaN(weights[feature])) throw new Error('weights['+feature+'] went to NaN!! delta='+d);
+		},
+
+		delta: function(actual, expected, input, learnrate) {
+			return (expected - actual) * learnrate * input;
+		},
+		
+
+		/**
+		 * @param inputs a SINGLE sample; an associative array (feature => value).
+		 * @param net if true, return the net classification value. If false [default], return 0 or 1.
+		 * @return the classification of the sample.
+		 */
+		perceive_features: function(inputs, net) {
+			var result = 0
+			for (var feature in inputs) {
+				if (feature in weights) {
+					result += inputs[feature] * weights[feature]
+				} else {
+					/* the sample contains a feature that was never seen in training - ignore it for now */ 
+				}
+			}
+			result += threshold * weights['threshold']
+			if (debug) console.log("perceive_features ",inputs," = ",result);
+			return net
+				? result
+				: result > 0 ? 1 : 0
+		},
+
+		/**
+		 * @param inputs a SINGLE sample; converted to a feature array with feature_extractor (if available).
+		 * @param net if true, return the net classification value. If false [default], return 0 or 1.
+		 * @return the classification of the sample.
+		 */
+		perceive: function(inputs, net) {
+			if (feature_extractor)	{
+				var features = {};
+				feature_extractor(inputs, features);
+			} else {
+				var features = inputs;
+			}
+			return api.perceive_features(features, net);
+		},
+		
+		
+	}
+
+	return api;
+}
+
+module.exports = PerceptronAssociative
diff --git a/tests/test-perceptron_associative.js b/tests/test-perceptron_associative.js
new file mode 100644
index 0000000..966ad99
--- /dev/null
+++ b/tests/test-perceptron_associative.js
@@ -0,0 +1,51 @@
+var specify = require('specify')
+  , perceptron = require('../perceptron_associative')
+
+specify('basic training', function(test) {
+  var opts = {
+    weights: {'a': 0, 'b': 0, 'c': 0, 'threshold': 0},
+    learningrate: 1
+  }
+  var p = perceptron(opts)
+
+  p.train({'a': 0, 'b': 0, 'c': 1}, 0)
+  // weights should have remained the same
+  test.equal(p.weights['a'], 0)
+  test.equal(p.weights['b'], 0)
+  test.equal(p.weights['c'], 0)
+
+  // weights should change now
+  p.train({'a': 1, 'b': 1, 'c': 1}, 1)
+  test.equal(p.weights['a'], 1)
+  test.equal(p.weights['b'], 1)
+  test.equal(p.weights['c'], 1)
+
+  p.train({'a': 1, 'b': 0, 'c': 1}, 1)
+  p.train({'a': 0, 'b': 1, 'c': 1}, 0)
+
+  // with this data set only one round of training is needed
+  test.equal(p.perceive({'a': 0, 'b': 0, 'c': 1}), 0)
+  test.equal(p.perceive({'a': 1, 'b': 1, 'c': 1}), 1)
+  test.equal(p.perceive({'a': 1, 'b': 0, 'c': 1}), 1)
+  test.equal(p.perceive({'a': 0, 'b': 1, 'c': 1}), 0)
+})
+
+specify('Bird perceptron', function(test) {
+  var bird = perceptron()
+  bird.train({'wings': 2, 'legs': 2}, 1)
+  bird.train({'wings': 0, 'legs': 2}, 0)
+  bird.train({'wings': 2, 'legs': 4}, 0)
+  bird.train({'wings': 0, 'legs': 4}, 0)
+  var count = 0
+  while(!bird.retrain()) {
+    count++
+  }
+  // retraining shouldn't take more than a few iterations, really
+  test.ok(count < 20)
+  test.equal(bird.perceive({'wings': 2, 'legs': 2}), 1)
+  test.equal(bird.perceive({'wings': 0, 'legs': 2}), 0)
+  test.equal(bird.perceive({'wings': 2, 'legs': 4}), 0)
+  test.equal(bird.perceive({'wings': 0, 'legs': 4}), 0)
+})
+
+specify.run()
diff --git a/tests/test-perceptron_associative_feature_extractor.js b/tests/test-perceptron_associative_feature_extractor.js
new file mode 100644
index 0000000..70d62ee
--- /dev/null
+++ b/tests/test-perceptron_associative_feature_extractor.js
@@ -0,0 +1,35 @@
+var specify = require('specify')
+	, perceptron = require('../perceptron_associative')
+specify('Text categorization - feature extractor', function(test) {
+	var opts = {
+		feature_extractor: function(input, features) { // a simple 1-gram word extractor:
+			var words = input.split(" ");
+			for (var i=0; i<words.length; ++i)
+				features[words[i]]=1;
+		},
+		learningrate: 1,
+		debug: 0
+	};
+
+	var news = perceptron(opts)
+	news.train("This is a very new information", 1)
+	news.train("This is a very old information", 0)
+	news.train("I bring you the new relevant fantastic story", 1)
+	news.train("Did you hear the old story ?", 0)
+	var count = 0
+	while(!news.retrain() && count<20) {
+		count++
+	}
+
+	//console.dir(news.weights);
+	
+	// binary test:
+	test.equal(news.perceive("There is some new information in the pub"), 1);
+	test.equal(news.perceive("This story is too old to be interesting"), 0);
+
+	// net test:	
+	test.ok(news.perceive("There is some new information in the pub", true) > 0);
+	test.ok(news.perceive("This story is too old to be interesting",  true) < 0);
+})
+
+specify.run()

From 0fd935e43fa99d7a003257c925981d76aa9a52b0 Mon Sep 17 00:00:00 2001
From: erelsgl <erelsgl@gmail.com>
Date: Tue, 28 May 2013 15:26:22 +0300
Subject: [PATCH 2/9] fix bug with feature=0

---
 perceptron_associative.js            | 3 +--
 tests/test-perceptron_associative.js | 3 ++-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/perceptron_associative.js b/perceptron_associative.js
index 728de70..3d246b7 100644
--- a/perceptron_associative.js
+++ b/perceptron_associative.js
@@ -115,7 +115,6 @@ function PerceptronAssociative(opts) {
 
 
 		adjust: function(result, expected, input, feature) {
-			if (!input) throw new Error('input is undefined! result='+result+" expected="+expected+" feature="+feature);
 			var delta = api.delta(result, expected, input, learningrate);
 			if (isNaN(delta)) throw new Error('delta is NaN!! result='+result+" expected="+expected+" input="+input+" feature="+feature);
 			weights[feature] += delta;
@@ -142,7 +141,7 @@ function PerceptronAssociative(opts) {
 				}
 			}
 			result += threshold * weights['threshold']
-			if (debug) console.log("perceive_features ",inputs," = ",result);
+			if (debug) console.log("> perceive_features ",inputs," = ",result);
 			return net
 				? result
 				: result > 0 ? 1 : 0
diff --git a/tests/test-perceptron_associative.js b/tests/test-perceptron_associative.js
index 966ad99..7178547 100644
--- a/tests/test-perceptron_associative.js
+++ b/tests/test-perceptron_associative.js
@@ -4,7 +4,8 @@ var specify = require('specify')
 specify('basic training', function(test) {
   var opts = {
     weights: {'a': 0, 'b': 0, 'c': 0, 'threshold': 0},
-    learningrate: 1
+    learningrate: 1,
+    debug:0
   }
   var p = perceptron(opts)
 

From 4fcfabe0f74dc3566795732407bb32cdfc8eefcf Mon Sep 17 00:00:00 2001
From: erelsgl <erelsgl@gmail.com>
Date: Thu, 30 May 2013 13:18:57 +0300
Subject: [PATCH 3/9] add load and save

---
 package.json              |  5 ++-
 perceptron_associative.js | 64 ++++++++++++++++++++++++++++++++++++---
 tests/test-save_load.js   | 39 ++++++++++++++++++++++++
 3 files changed, 102 insertions(+), 6 deletions(-)
 create mode 100644 tests/test-save_load.js

diff --git a/package.json b/package.json
index f715b97..8ee6793 100644
--- a/package.json
+++ b/package.json
@@ -16,7 +16,10 @@
   "directories": {
     "test": "tests"
   },
-  "dependencies": {},
+  "dependencies": {
+    "mkpath": "~0.1.0",
+    "should": "~1.2.2"
+  },
   "devDependencies": {
     "specify": "*"
   },
diff --git a/perceptron_associative.js b/perceptron_associative.js
index 3d246b7..80528b8 100644
--- a/perceptron_associative.js
+++ b/perceptron_associative.js
@@ -1,3 +1,4 @@
+
 /**
  * A version of Perceptron where the weights vector is an associative array (not a numeric array), 
  * so the features can be any objects (not just nubmers).
@@ -38,7 +39,9 @@ function PerceptronAssociative(opts) {
 		: 0.1
 	var feature_extractor = 'feature_extractor' in opts
 		? opts.feature_extractor
-		: undefined;
+		: 0;
+
+	var fs = require('fs'), mkpath = require('mkpath');
 
 	/**
 	 * Keep track of ALL training samples, their perceived values and their correct (target) values. 
@@ -47,7 +50,32 @@ function PerceptronAssociative(opts) {
 
 	var api = {
 		weights: weights,
-		
+
+		save: function(folder) {
+			mkpath.sync(folder);
+			fs.writeFileSync(folder+"/opts.json", "{\n"+
+				'"weights": '+JSON.stringify(weights)+",\n"+
+				'"default_weight": '+default_weight+",\n"+
+				'"threshold": '+threshold+",\n"+ 
+				'"learningrate": '+learningrate+",\n"+ 
+				'"debug": '+debug+",\n"+ 
+				'"feature_extractor": '+feature_extractor+"\n"+
+				"}\n"
+			);
+			fs.writeFileSync(folder+"/data.json", JSON.stringify(data));
+		},
+
+		load: function(folder) {
+			data = JSON.parse(fs.readFileSync(folder+"/data.json"));
+			opts = JSON.parse(fs.readFileSync(folder+"/opts.json"));
+			api.weights = weights = opts.weights;
+			default_weight = opts.default_weight;
+			threshold = opts.threshold;
+			learningrate = opts.learningrate;
+			debug = opts.debug;
+			feature_extractor = opts.feature_extractor;
+		},
+
 		/**
 		 * Run through all past training samples, and use them for training once more.
 		 * @return true if ALL samples got their correct classification (i.e. no change made).
@@ -61,7 +89,34 @@ function PerceptronAssociative(opts) {
 			}
 			return success
 		},
-		
+
+		/**
+		 * Run through all past training samples, and use them for testing.
+		 * @return .
+		 */
+		testOnTrainingData: function() {
+			var length = data.length
+			var TP=0, FP=0, TN=0, FN=0;
+			for (var i=0; i<length; i++) {
+				var training = data[i];
+				var expected = training.target;
+				var actual = api.perceive_features(training.input);
+				if (expected && actual) TP++;
+				if (!expected && actual) FP++;
+				if (expected && !actual) FN++;
+				if (!expected && !actual) TN++;
+			}
+			return {
+				TP: TP,
+				FP: FP,
+				TN: TN,
+				FN: FN,
+				Accuracy:  (TP+TN)/length,
+				Precision: TP/(TP+FP),
+				Recall:    TP/(TP+FN),
+			};
+		},
+
 		/**
 		 * @param inputs a SINGLE training sample; an associative array (feature => value).
 		 * @param expected the classification value for that sample (0 or 1)
@@ -80,7 +135,7 @@ function PerceptronAssociative(opts) {
 			}
 
 			var result = api.perceive_features(inputs)
-			data.push({input: inputs, target: expected, prev: result})
+			data.push({input: inputs, target: expected/*, prev: result*/})
 
 			if (debug) console.log('> training ',inputs,', expecting: ',expected, ' got: ', result)
 
@@ -97,7 +152,6 @@ function PerceptronAssociative(opts) {
 			}
 		},
 
-		
 		/**
 		 * @param inputs a SINGLE training sample; converted to a feature array with feature_extractor (if available).
 		 * @param expected the classification value for that sample (0 or 1)
diff --git a/tests/test-save_load.js b/tests/test-save_load.js
new file mode 100644
index 0000000..24066f1
--- /dev/null
+++ b/tests/test-save_load.js
@@ -0,0 +1,39 @@
+var perceptron = require('../perceptron_associative')
+  , should = require('should')
+
+{ /* start test: */
+  var opts = {
+    weights: {'a': 0, 'b': 0, 'c': 0, 'threshold': 0},
+    learningrate: 1,
+    debug:0
+  }
+  var p = perceptron(opts);
+
+  p.train({'a': 1, 'b': 0, 'c': 1}, 1)
+  p.train({'a': 0, 'b': 1, 'c': 1}, 0)
+  console.dir(p.weights);
+
+  // Test results before save:
+  p.perceive({'a': 1, 'b': 0, 'c': 1}).should.equal(1);
+  p.perceive({'a': 0, 'b': 1, 'c': 1}).should.equal(0);
+  p.perceive({'a': 0, 'b': 1, 'c': 0}).should.equal(0);
+  p.perceive({'a': 1, 'b': 0, 'c': 0}).should.equal(1);
+
+  p.save("abc");
+
+  // Test results after load:
+  q = perceptron();
+  q.load("abc");
+  console.dir(q.weights);
+  q.perceive({'a': 1, 'b': 0, 'c': 1}).should.equal(1);
+  q.perceive({'a': 0, 'b': 1, 'c': 1}).should.equal(0);
+  q.perceive({'a': 0, 'b': 1, 'c': 0}).should.equal(0);
+  q.perceive({'a': 1, 'b': 0, 'c': 0}).should.equal(1);
+  
+  // Test train after load:
+  q.train({'a': 1, 'b': 0, 'c': 0}, 0);
+  console.dir(q.weights);
+  q.perceive({'a': 1, 'b': 0, 'c': 0}).should.equal(0);
+  
+  console.log("OK!");
+}

From d2a207de039e3ec38575a5fcc486d636d4cc2a4d Mon Sep 17 00:00:00 2001
From: erelsgl <erelsgl@gmail.com>
Date: Thu, 30 May 2013 16:35:49 +0300
Subject: [PATCH 4/9] add load, save and tests

---
 demos/and.js              |   4 ++
 demos/rtedemo.js          |  54 +++++++++++++++++++
 perceptron_associative.js | 107 ++++++++++++++++++++++++--------------
 3 files changed, 125 insertions(+), 40 deletions(-)
 create mode 100644 demos/rtedemo.js

diff --git a/demos/and.js b/demos/and.js
index 1ab4a3e..8985a11 100644
--- a/demos/and.js
+++ b/demos/and.js
@@ -1,3 +1,7 @@
+/**
+ * A perceptron that calculates the boolean "and" function
+ */
+
 var perceptron = require('../perceptron')
 
 var and = perceptron()
diff --git a/demos/rtedemo.js b/demos/rtedemo.js
new file mode 100644
index 0000000..ee1dde9
--- /dev/null
+++ b/demos/rtedemo.js
@@ -0,0 +1,54 @@
+/**
+ * A perceptron for recognizing textual entailment, based on BIUTEE's proofs 
+ */
+
+var perceptron = require('../perceptron_associative')
+  , fs = require('fs');
+
+var opts = {
+		feature_extractor: function(pair, features) {
+			if (pair.task)
+				features[pair.task]=1; 
+			//console.dir(pair.proof);
+			for (var iStep=0; iStep<pair.proof.length; ++iStep) {
+				var step = pair.proof[iStep];
+				for (var feature in step) {
+					if (!(feature in features))
+						features[feature]=0;
+					features[feature] += step[feature];
+				}
+			}
+			//console.dir(features);
+		},
+		learningrate: 0.1,
+		debug: 0
+};
+var rte = perceptron(opts);
+
+var devpairs = JSON.parse(fs.readFileSync('rte3devproofs.json', 'utf8'));
+var testpairs = JSON.parse(fs.readFileSync('rte3testproofs.json', 'utf8'));
+
+for (var iPair=0; iPair<devpairs.length; ++iPair) {
+	var pair = devpairs[iPair];
+	var classification = (pair.decision==='YES'? 1: 0);
+	rte.train(pair, classification);
+}
+rte.save("rte3model");
+
+rte.test_start();
+for (var iPair=0; iPair<testpairs.length; ++iPair) {
+	var pair = testpairs[iPair];
+	var classification = (pair.decision==='YES'? 1: 0);
+	rte.test(pair, classification);
+}
+console.dir(rte.test_results());
+
+console.log("after train #"+i+": ");
+console.dir(rte.test_on_train());
+for (var i=1; i<=20; ++i) {
+	rte.retrain();
+	console.log("after retrain #"+i+": ");
+	console.dir(rte.test_on_train());
+}
+
+
diff --git a/perceptron_associative.js b/perceptron_associative.js
index 80528b8..c68019f 100644
--- a/perceptron_associative.js
+++ b/perceptron_associative.js
@@ -53,16 +53,16 @@ function PerceptronAssociative(opts) {
 
 		save: function(folder) {
 			mkpath.sync(folder);
-			fs.writeFileSync(folder+"/opts.json", "{\n"+
-				'"weights": '+JSON.stringify(weights)+",\n"+
-				'"default_weight": '+default_weight+",\n"+
-				'"threshold": '+threshold+",\n"+ 
-				'"learningrate": '+learningrate+",\n"+ 
-				'"debug": '+debug+",\n"+ 
-				'"feature_extractor": '+feature_extractor+"\n"+
-				"}\n"
+			fs.writeFileSync(folder+"/opts.json", JSON.stringify({
+					weights: weights,
+					default_weight: default_weight,
+					threshold: threshold, 
+					learningrate: learningrate, 
+					debug: debug, 
+					feature_extractor: feature_extractor
+				},null,"\t")
 			);
-			fs.writeFileSync(folder+"/data.json", JSON.stringify(data));
+			fs.writeFileSync(folder+"/data.json", JSON.stringify(data,null,"\t"));
 		},
 
 		load: function(folder) {
@@ -84,37 +84,10 @@ function PerceptronAssociative(opts) {
 			var length = data.length
 			var success = true
 			for(var i=0; i<length; i++) {
-				var training = data.shift()
-				success = api.train_features(training.input, training.target) && success
+				var sample = data.shift();
+				success = api.train_features(sample.features, sample.classification) && success
 			}
-			return success
-		},
-
-		/**
-		 * Run through all past training samples, and use them for testing.
-		 * @return .
-		 */
-		testOnTrainingData: function() {
-			var length = data.length
-			var TP=0, FP=0, TN=0, FN=0;
-			for (var i=0; i<length; i++) {
-				var training = data[i];
-				var expected = training.target;
-				var actual = api.perceive_features(training.input);
-				if (expected && actual) TP++;
-				if (!expected && actual) FP++;
-				if (expected && !actual) FN++;
-				if (!expected && !actual) TN++;
-			}
-			return {
-				TP: TP,
-				FP: FP,
-				TN: TN,
-				FN: FN,
-				Accuracy:  (TP+TN)/length,
-				Precision: TP/(TP+FP),
-				Recall:    TP/(TP+FN),
-			};
+			return success;
 		},
 
 		/**
@@ -135,7 +108,7 @@ function PerceptronAssociative(opts) {
 			}
 
 			var result = api.perceive_features(inputs)
-			data.push({input: inputs, target: expected/*, prev: result*/})
+			data.push({features: inputs, classification: expected/*, prev: result*/})
 
 			if (debug) console.log('> training ',inputs,', expecting: ',expected, ' got: ', result)
 
@@ -216,6 +189,60 @@ function PerceptronAssociative(opts) {
 			return api.perceive_features(features, net);
 		},
 		
+		test_start: function() {
+			test_stats = {
+				count: 0,
+				TP: 0,
+				TN: 0,
+				FP: 0,
+				FN: 0
+			};
+		},
+		
+		test_results: function() {
+			test_stats.Accuracy = (test_stats.TP+test_stats.TN)/(test_stats.count);
+			test_stats.Precision = test_stats.TP/(test_stats.TP+test_stats.FP);
+			test_stats.Recall = test_stats.TP/(test_stats.TP+test_stats.FN);
+			test_stats.F1 = 2/(1/test_stats.Recall+1/test_stats.Precision);
+			return test_stats;
+		},
+
+		test_features: function(features,expected) {
+			var actual = api.perceive_features(features);
+			test_stats.count++;
+			if (expected && actual) test_stats.TP++;
+			if (!expected && actual) test_stats.FP++;
+			if (expected && !actual) test_stats.FN++;
+			if (!expected && !actual) test_stats.TN++;
+		},
+
+		/**
+		 * Run through all the given samples, and use them for testing.
+		 * @return statistics about the test.
+		 */
+		test: function(inputs, expected) {
+			if (feature_extractor)	{
+				var features = {};
+				feature_extractor(inputs, features);
+			} else {
+				var features = inputs;
+			}
+			api.test_features(features, expected);
+		},
+
+		/**
+		 * Run through all past training samples, and use them for testing.
+		 * @return statistics about the test.
+		 */
+		test_on_train: function() {
+			api.test_start();
+			for (var i=0; i<data.length; ++i) {
+				var sample = data[i];
+				api.test_features(sample.features, sample.classification)
+			}
+			return api.test_results();
+		},
+		
 		
 	}
 

From 8431b16962b5069ef51f210126c7143a9c552982 Mon Sep 17 00:00:00 2001
From: erelsgl <erelsgl@gmail.com>
Date: Mon, 3 Jun 2013 14:31:58 +0300
Subject: [PATCH 5/9] add RTE demo

---
 associative.js            |  37 ++
 demos/.gitignore          |   1 +
 demos/rte3devproofs.json  | 802 ++++++++++++++++++++++++++++++++++++++
 demos/rte3testproofs.json | 802 ++++++++++++++++++++++++++++++++++++++
 demos/rtedemo.js          |  48 +--
 perceptron_associative.js |  38 +-
 tests/.gitignore          |   1 +
 7 files changed, 1692 insertions(+), 37 deletions(-)
 create mode 100644 associative.js
 create mode 100644 demos/.gitignore
 create mode 100644 demos/rte3devproofs.json
 create mode 100644 demos/rte3testproofs.json
 create mode 100644 tests/.gitignore

diff --git a/associative.js b/associative.js
new file mode 100644
index 0000000..8eb9a6d
--- /dev/null
+++ b/associative.js
@@ -0,0 +1,37 @@
+/**
+ * Utilities for associative arrays (= hashes = Javascript objects).
+ * @author Erel Segal-Halevi
+ */
+ 
+var api = {};
+
+/**
+ * add one associative array to another.
+ * @param target [input and output]
+ * @param source [input]: will be added to target.
+ */
+api.add  = function(target, source) {
+	for (var feature in source) {
+		if (!(feature in target))
+			target[feature]=0;
+		target[feature] += source[feature];
+	}
+}
+
+/**
+ * multiply one associative array by another.
+ * @param target [input and output]
+ * @param source [input]: will be multiplied to target.
+ */
+api.multiply  = function(target, source) {
+	for (var feature in source) {
+		if (!(feature in target))
+			target[feature]=1;
+		target[feature] *= source[feature];
+	}
+}
+
+
+
+module.exports = api;
+
diff --git a/demos/.gitignore b/demos/.gitignore
new file mode 100644
index 0000000..08388d6
--- /dev/null
+++ b/demos/.gitignore
@@ -0,0 +1 @@
+/rte3model
diff --git a/demos/rte3devproofs.json b/demos/rte3devproofs.json
new file mode 100644
index 0000000..f24d1e6
--- /dev/null
+++ b/demos/rte3devproofs.json
@@ -0,0 +1,802 @@
+[
+{"proof":[{"InsertNode":1,"InsertNode/pos=O":1,"InsertNode/lemma=to":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":9.567},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":7},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":1}],"decision":1,"task":"IE","hypothesis_length":5,"index":0},
+{"proof":[{"MoveNode":1,"MoveNode/predicate-truth justified":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"SubstituteNode":1,"SubstituteNode/oldPos=NP":1,"SubstituteNode/oldLemma=us9400000000":1,"SubstituteNode/newPos=NP":1,"SubstituteNode/newLemma=us27500000000":1,"SubstituteNode/EDIT_DISTANCE_PLUGIN":1},{"MoveNode":1,"MoveNode/MOVE_CHANGE_RELATION_WEAK_PLUGIN":1},{"InsertNode":1,"InsertNode/pos=NN":1,"InsertNode/lemma=cost":1,"InsertNode/content word":1,"InsertNode/cost":7.5263},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":7}],"decision":0,"task":"IE","hypothesis_length":5,"index":1},
+{"proof":[{"RuleSubstituteNode":1,"RuleSubstituteNode/oldPos=NN":1,"RuleSubstituteNode/oldLemma=production":1,"RuleSubstituteNode/newPos=V":1,"RuleSubstituteNode/newLemma=produce":1,"RuleSubstituteNode/ruleBaseName=CATVAR":1},{"MoveNode":1,"MoveNode/predicate-truth justified":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=''":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=``":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":3.7348},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=in":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":4.6848},{"InsertNode":1,"InsertNode/pos=NP":1,"InsertNode/lemma=london":1,"InsertNode/Exist in Pair":1,"InsertNode/Named Entity":1,"InsertNode/content word":1,"InsertNode/cost":7.5686},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":3},{"InsertNode":1,"InsertNode/pos=NP":1,"InsertNode/lemma=a":1,"InsertNode/Exist in Pair":1,"InsertNode/content word":1,"InsertNode/cost":4.0635},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":7},{"InsertNode":1,"InsertNode/pos=NP":1,"InsertNode/lemma=necktie":1,"InsertNode/Exist in Pair":1,"InsertNode/content word":1,"InsertNode/cost":5.2317}],"decision":0,"task":"IE","hypothesis_length":10,"index":2},
+{"proof":[{"MoveNode":1,"MoveNode/predicate-truth justified":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=''":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=``":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":3.7348},{"InsertNode":1,"InsertNode/pos=NP":1,"InsertNode/lemma=girl":1,"InsertNode/Exist in Pair":1,"InsertNode/content word":1,"InsertNode/cost":0.4937},{"InsertNode":1,"InsertNode/pos=ART":1,"InsertNode/lemma=the":1,"InsertNode/Exist in Pair":1,"InsertNode/positive determiner":1,"InsertNode/cost":4.0383},{"InsertNode":1,"InsertNode/pos=NP":1,"InsertNode/lemma=extra":1,"InsertNode/Exist in Pair":1,"InsertNode/content word":1,"InsertNode/cost":9.8141}],"decision":1,"task":"IE","hypothesis_length":7,"index":3},
+{"proof":[{"InsertNode":1,"InsertNode/pos=NN":1,"InsertNode/lemma=die":1,"InsertNode/content word":1,"InsertNode/cost":8.9592},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=in":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":4.6848},{"SubstituteNode":1,"SubstituteNode/oldPos=NN":1,"SubstituteNode/oldLemma=collision":1,"SubstituteNode/newPos=NN":1,"SubstituteNode/newLemma=collision":1,"SubstituteNode/Change predicate truth [U->P]":1},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":7},{"MoveNode":1,"MoveNode/MOVE_PREPOSITION_PHRASE_PLUGIN":1},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":9}],"decision":1,"task":"IE","hypothesis_length":8,"index":4},
+{"proof":[{"RuleSubstituteNode":1,"RuleSubstituteNode/oldPos=NN":1,"RuleSubstituteNode/oldLemma=partnership":1,"RuleSubstituteNode/newPos=N":1,"RuleSubstituteNode/newLemma=partner":1,"RuleSubstituteNode/ruleBaseName=CATVAR":1},{"MoveNode":1,"MoveNode/MOVE_TO_ROOT_PLUGIN":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=of":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":8.8971},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/cost":3.7348},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":5},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":3},{"InsertNode":1,"InsertNode/pos=NP":1,"InsertNode/lemma=procter":1,"InsertNode/Exist in Pair":1,"InsertNode/content word":1,"InsertNode/cost":2.6229},{"InsertNode":1,"InsertNode/pos=CONJ":1,"InsertNode/lemma=and":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":5.2693},{"InsertNode":1,"InsertNode/pos=NP":1,"InsertNode/lemma=gamble":1,"InsertNode/Exist in Pair":1,"InsertNode/content word":1,"InsertNode/cost":1.6896}],"decision":0,"task":"IE","hypothesis_length":9,"index":5},
+{"proof":[{"MoveNode":1,"MoveNode/predicate-truth justified":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=CONJ":1,"InsertNode/lemma=and":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":5.2693},{"MoveNode":1,"MoveNode/MOVE_CHANGE_RELATION_WEAK_PLUGIN":1},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/cost":3.7348},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=on":1,"InsertNode/cost":6.5747},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":3},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":7}],"decision":1,"task":"IE","hypothesis_length":10,"index":6},
+{"proof":[{"RuleSubstituteNode":1,"RuleSubstituteNode/oldPos=NN":1,"RuleSubstituteNode/oldLemma=approval":1,"RuleSubstituteNode/newPos=V":1,"RuleSubstituteNode/newLemma=approve":1,"RuleSubstituteNode/ruleBaseName=WORDNET":1},{"Rule":1,"Rule/cost":1.0323},{"MoveNode":1,"MoveNode/MOVE_TO_ROOT_PLUGIN":1},{"InsertNode":1,"InsertNode/pos=NN":1,"InsertNode/lemma=%":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=of":1,"InsertNode/cost":8.8971},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":9},{"InsertNode":1,"InsertNode/pos=CARD":1,"InsertNode/lemma=80":1,"InsertNode/Exist in Pair":1,"InsertNode/number":1,"InsertNode/cost":9.1029}],"decision":0,"task":"IE","hypothesis_length":5,"index":7},
+{"proof":[{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=discover":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":0.5577},{"MoveNode":1,"MoveNode/MOVE_PREPOSITION_PHRASE_PLUGIN":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/cost":3.7348},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":7},{"InsertNode":1,"InsertNode/pos=ART":1,"InsertNode/lemma=a":1,"InsertNode/Exist in Pair":1,"InsertNode/positive determiner":1,"InsertNode/cost":4.0635},{"InsertNode":1,"InsertNode/pos=ADJ":1,"InsertNode/lemma=complete":1,"InsertNode/Exist in Pair":1,"InsertNode/content word":1,"InsertNode/cost":8.6291}],"decision":0,"task":"IE","hypothesis_length":8,"index":8},
+{"proof":[{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=reject":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":9.2051},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/cost":3.7348},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=by":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":7.8657},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":7},{"InsertNode":1,"InsertNode/pos=NN":1,"InsertNode/lemma=amendment":1,"InsertNode/Exist in Pair":1,"InsertNode/content word":1,"InsertNode/cost":9.9166},{"InsertNode":1,"InsertNode/pos=ART":1,"InsertNode/lemma=a":1,"InsertNode/Exist in Pair":1,"InsertNode/positive determiner":1,"InsertNode/cost":4.0635},{"InsertNode":1,"InsertNode/pos=ADJ":1,"InsertNode/lemma=pro-women":1,"InsertNode/content word":1,"InsertNode/cost":1.2717}],"decision":0,"task":"IE","hypothesis_length":11,"index":9},
+{"proof":[{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=locate":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":0.2477},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/cost":3.7348},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=in":1,"InsertNode/cost":4.6848},{"InsertNode":1,"InsertNode/pos=NP":1,"InsertNode/lemma=state":1,"InsertNode/Exist in Pair":1,"InsertNode/Named Entity":1,"InsertNode/content word":1,"InsertNode/cost":6.7793},{"Rule":1,"Rule/cost":9.1029},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":7}],"decision":0,"task":"IE","hypothesis_length":6,"index":10},
+{"proof":[{"MoveNode":1,"MoveNode/MOVE_TO_ROOT_PLUGIN":1},{"MoveNode":1,"MoveNode/MOVE_PREPOSITION_PHRASE_PLUGIN":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=ART":1,"InsertNode/lemma=a":1,"InsertNode/positive determiner":1,"InsertNode/cost":4.0635},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":3.7348},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":5}],"decision":0,"task":"IE","hypothesis_length":9,"index":11},
+{"proof":[{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=plan":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":7.0248},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":5},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":5}],"decision":1,"task":"IE","hypothesis_length":6,"index":12},
+{"proof":[{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=represent":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":8.8341},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":5},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":7}],"decision":0,"task":"IE","hypothesis_length":4,"index":13},
+{"proof":[{"MoveNode":1,"MoveNode/predicate-truth justified":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":5},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":9}],"decision":0,"task":"IE","hypothesis_length":5,"index":14},
+{"proof":[{"RuleSubstituteNode":1,"RuleSubstituteNode/oldPos=NN":1,"RuleSubstituteNode/oldLemma=visit":1,"RuleSubstituteNode/newPos=V":1,"RuleSubstituteNode/newLemma=visit":1,"RuleSubstituteNode/ruleBaseName=CATVAR":1},{"MoveNode":1,"MoveNode/predicate-truth justified":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=on":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":6.5747},{"Rule":1,"Rule/cost":6.9057},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":5},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":3},{"InsertNode":1,"InsertNode/pos=NP":1,"InsertNode/lemma=mexico":1,"InsertNode/Exist in Pair":1,"InsertNode/Named Entity":1,"InsertNode/content word":1,"InsertNode/cost":8.6557}],"decision":0,"task":"IE","hypothesis_length":7,"index":15},
+{"proof":[{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=introduce":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":9.2441},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":7},{"InsertNode":1,"InsertNode/pos=ART":1,"InsertNode/lemma=a":1,"InsertNode/positive determiner":1,"InsertNode/cost":4.0635},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=ADJ":1,"InsertNode/lemma=new":1,"InsertNode/content word":1,"InsertNode/cost":6.1353},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":9},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":5},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":1}],"decision":1,"task":"IE","hypothesis_length":9,"index":16},
+{"proof":[{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=prevent":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":9.2771},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":5},{"InsertNode":1,"InsertNode/pos=NP":1,"InsertNode/lemma=aspirin":1,"InsertNode/Exist in Pair":1,"InsertNode/content word":1,"InsertNode/cost":3.9155}],"decision":0,"task":"IE","hypothesis_length":4,"index":17},
+{"proof":[{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=succeed":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":0.133},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":5},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":9}],"decision":0,"task":"IE","hypothesis_length":3,"index":18},
+{"proof":[{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=own":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":7.8999},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":5},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":7}],"decision":0,"task":"IE","hypothesis_length":6,"index":19},
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+{"proof":[{"MoveNode":1,"MoveNode/predicate-truth justified":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":3.7348},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":3}],"decision":1,"task":"SUM","hypothesis_length":9,"index":780},
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+{"proof":[{"MoveNode":1,"MoveNode/predicate-truth justified":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=for":1,"InsertNode/cost":8.1279},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=under":1,"InsertNode/cost":9.6675},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":5},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":3},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":9},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":9}],"decision":1,"task":"SUM","hypothesis_length":9,"index":783},
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+{"proof":[{"MoveNode":1,"MoveNode/MOVE_CHANGE_RELATION_WEAK_PLUGIN":1},{"SubstituteNode":1,"SubstituteNode/oldPos=ADJ":1,"SubstituteNode/oldLemma=able":1,"SubstituteNode/newPos=ADJ":1,"SubstituteNode/newLemma=able":1,"SubstituteNode/Change predicate truth [U->P]":1},{"MoveNode":1,"MoveNode/predicate-truth justified":1},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":3.7348},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":3}],"decision":0,"task":"SUM","hypothesis_length":11,"index":785},
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+{"proof":[{"RuleSubstituteNode":1,"RuleSubstituteNode/oldPos=NN":1,"RuleSubstituteNode/oldLemma=productivity":1,"RuleSubstituteNode/newPos=ADJ":1,"RuleSubstituteNode/newLemma=productive":1,"RuleSubstituteNode/ruleBaseName=CATVAR":1},{"MoveNode":1,"MoveNode/MOVE_TO_ROOT_PLUGIN":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":3.7348},{"InsertNode":1,"InsertNode/pos=ART":1,"InsertNode/lemma=the":1,"InsertNode/Exist in Pair":1,"InsertNode/positive determiner":1,"InsertNode/cost":4.0383},{"InsertNode":1,"InsertNode/pos=ADJ":1,"InsertNode/lemma=least":1,"InsertNode/content word":1,"InsertNode/cost":8.4252},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":9}],"decision":0,"task":"SUM","hypothesis_length":6,"index":789},
+{"proof":[{"SubstituteNode":1,"SubstituteNode/oldPos=NP":1,"SubstituteNode/oldLemma=chinooks":1,"SubstituteNode/newPos=NP":1,"SubstituteNode/newLemma=chinook":1,"SubstituteNode/EDIT_DISTANCE_PLUGIN":1},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/cost":3.7348},{"InsertNode":1,"InsertNode/pos=ART":1,"InsertNode/lemma=there":1,"InsertNode/positive determiner":1,"InsertNode/cost":7.5331},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":5},{"InsertNode":1,"InsertNode/pos=ART":1,"InsertNode/lemma=a":1,"InsertNode/Exist in Pair":1,"InsertNode/positive determiner":1,"InsertNode/cost":4.0635},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":7}],"decision":0,"task":"SUM","hypothesis_length":5,"index":790},
+{"proof":[{"SubstituteNodeMultiWord":1,"SubstituteNodeMultiWord/oldPos=ADJ":1,"SubstituteNodeMultiWord/oldLemma=life-sustaining":1,"SubstituteNodeMultiWord/newPos=NN":1,"SubstituteNodeMultiWord/newLemma=life-support":1,"SubstituteNodeMultiWord/Multi-Word":1,"SubstituteNodeMultiWord/cost":7.677},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/cost":3.7348},{"InsertNode":1,"InsertNode/pos=ART":1,"InsertNode/lemma=there":1,"InsertNode/positive determiner":1,"InsertNode/cost":7.5331},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=NN":1,"InsertNode/lemma=decision":1,"InsertNode/content word":1,"InsertNode/cost":7.9728},{"InsertNode":1,"InsertNode/pos=ART":1,"InsertNode/lemma=a":1,"InsertNode/positive determiner":1,"InsertNode/cost":4.0635},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=about":1,"InsertNode/cost":7.6766},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":3},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":7},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":1}],"decision":1,"task":"SUM","hypothesis_length":11,"index":791},
+{"proof":[{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=send":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":8.6552},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=on":1,"InsertNode/cost":6.5747},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":3.7348},{"InsertNode":1,"InsertNode/pos=NN":1,"InsertNode/lemma=mission":1,"InsertNode/content word":1,"InsertNode/cost":9.5495},{"InsertNode":1,"InsertNode/pos=ART":1,"InsertNode/lemma=a":1,"InsertNode/positive determiner":1,"InsertNode/cost":4.0635},{"InsertNode":1,"InsertNode/pos=O":1,"InsertNode/lemma=to":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":9.567},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":5},{"InsertNode":1,"InsertNode/pos=NP":1,"InsertNode/lemma=afghanistan":1,"InsertNode/Named Entity":1,"InsertNode/content word":1,"InsertNode/cost":0.4868}],"decision":0,"task":"SUM","hypothesis_length":9,"index":792},
+{"proof":[{"RuleSubstituteNode":1,"RuleSubstituteNode/oldPos=NN":1,"RuleSubstituteNode/oldLemma=shooting":1,"RuleSubstituteNode/newPos=V":1,"RuleSubstituteNode/newLemma=shoot":1,"RuleSubstituteNode/ruleBaseName=CATVAR":1},{"MoveNode":1,"MoveNode/predicate-truth justified":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"Rule":1,"Rule/cost":1.4094},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/cost":3.7348},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":3},{"InsertNode":1,"InsertNode/pos=ART":1,"InsertNode/lemma=a":1,"InsertNode/Exist in Pair":1,"InsertNode/positive determiner":1,"InsertNode/cost":4.0635},{"Rule":1,"Rule/cost":2.6259},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":5}],"decision":1,"task":"SUM","hypothesis_length":7,"index":793},
+{"proof":[{"MoveNode":1,"MoveNode/predicate-truth justified":1},{"RuleSubstituteNode":1,"RuleSubstituteNode/oldPos=ADJ":1,"RuleSubstituteNode/oldLemma=australian":1,"RuleSubstituteNode/newPos=N":1,"RuleSubstituteNode/newLemma=Australia":1,"RuleSubstituteNode/ruleBaseName=WORDNET":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=ART":1,"InsertNode/lemma=the":1,"InsertNode/Exist in Pair":1,"InsertNode/positive determiner":1,"InsertNode/cost":4.0383},{"InsertNode":1,"InsertNode/pos=CARD":1,"InsertNode/lemma=one":1,"InsertNode/cost":7.1684},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":9},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":3},{"InsertNode":1,"InsertNode/pos=O":1,"InsertNode/lemma='s":1,"InsertNode/cost":9.3546},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=will":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":7.0842},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":7},{"InsertNode":1,"InsertNode/pos=O":1,"InsertNode/lemma='s":1,"InsertNode/cost":9.3546}],"decision":1,"task":"SUM","hypothesis_length":19,"index":794},
+{"proof":[{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=want":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":7.7357},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":7},{"MoveNode":1,"MoveNode/MOVE_PREPOSITION_PHRASE_PLUGIN":1},{"MoveNode":1,"MoveNode/MOVE_CHANGE_RELATION_WEAK_PLUGIN":1},{"InsertNode":1,"InsertNode/pos=O":1,"InsertNode/lemma=to":1,"InsertNode/cost":9.567},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":5},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":3}],"decision":0,"task":"SUM","hypothesis_length":8,"index":795},
+{"proof":[{"RuleSubstituteNode":1,"RuleSubstituteNode/oldPos=NN":1,"RuleSubstituteNode/oldLemma=plan":1,"RuleSubstituteNode/newPos=V":1,"RuleSubstituteNode/newLemma=plan":1,"RuleSubstituteNode/ruleBaseName=CATVAR":1},{"MoveNode":1,"MoveNode/MOVE_TO_ROOT_PLUGIN":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"MoveNode":1,"MoveNode/MOVE_CONJUNCTION_TO_PARENT_PLUGIN":1},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":5},{"MoveNode":1,"MoveNode/MOVE_CHANGE_RELATION_WEAK_PLUGIN":1},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":7},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":3}],"decision":1,"task":"SUM","hypothesis_length":11,"index":796},
+{"proof":[{"MoveNode":1,"MoveNode/predicate-truth justified":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=have":1,"InsertNode/cost":4.7613},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":7},{"InsertNode":1,"InsertNode/pos=ART":1,"InsertNode/lemma=the":1,"InsertNode/Exist in Pair":1,"InsertNode/positive determiner":1,"InsertNode/cost":4.0383}],"decision":0,"task":"SUM","hypothesis_length":8,"index":797},
+{"proof":[{"MoveNode":1,"MoveNode/MOVE_NUMBER_TO_PARENT_PLUGIN":1},{"MoveNode":1,"MoveNode/predicate-truth justified":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=have":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":4.7613},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":7}],"decision":0,"task":"SUM","hypothesis_length":8,"index":798},
+{"proof":[{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=invest":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":9.1267},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=in":1,"InsertNode/cost":4.6848},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":7},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":5},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":5}],"decision":1,"task":"SUM","hypothesis_length":7,"index":799}
+]
diff --git a/demos/rte3testproofs.json b/demos/rte3testproofs.json
new file mode 100644
index 0000000..debbd93
--- /dev/null
+++ b/demos/rte3testproofs.json
@@ -0,0 +1,802 @@
+[
+{"proof":[{"RuleSubstituteNode":1,"RuleSubstituteNode/oldPos=NN":1,"RuleSubstituteNode/oldLemma=director":1,"RuleSubstituteNode/newPos=V":1,"RuleSubstituteNode/newLemma=direct":1,"RuleSubstituteNode/ruleBaseName=CATVAR":1},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=direct":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":9.0963},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":3.7348},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=by":1,"InsertNode/cost":7.8657},{"InsertNode":1,"InsertNode/pos=NP":1,"InsertNode/lemma=serge":1,"InsertNode/Exist in Pair":1,"InsertNode/Named Entity":1,"InsertNode/content word":1,"InsertNode/cost":2.9566},{"Rule":1,"Rule/cost":5.2528},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":5}],"decision":1,"task":"IE","hypothesis_length":7,"index":0},
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+{"proof":[{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=allow":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":8.0218},{"MoveNode":1,"MoveNode/MOVE_PREPOSITION_PHRASE_PLUGIN":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":3.7348},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":9},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":9}],"decision":0,"task":"SUM","hypothesis_length":12,"index":775},
+{"proof":[{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=about":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":7.6766},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=locate":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":0.2477},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":3.7348},{"InsertNode":1,"InsertNode/pos=ADV":1,"InsertNode/lemma=east":1,"InsertNode/Exist in Pair":1,"InsertNode/content word":1,"InsertNode/cost":8.1868},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=of":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":8.8971},{"InsertNode":1,"InsertNode/pos=NN":1,"InsertNode/lemma=mile":1,"InsertNode/Exist in Pair":1,"InsertNode/content word":1,"InsertNode/cost":8.9473},{"InsertNode":1,"InsertNode/pos=NP":1,"InsertNode/lemma=greenville":1,"InsertNode/Exist in Pair":1,"InsertNode/Named Entity":1,"InsertNode/content word":1,"InsertNode/cost":4.079}],"decision":1,"task":"SUM","hypothesis_length":9,"index":776},
+{"proof":[{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=signal":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":9.912},{"InsertNode":1,"InsertNode/pos=NN":1,"InsertNode/lemma=fire":1,"InsertNode/content word":1,"InsertNode/cost":8.8527},{"InsertNode":1,"InsertNode/pos=ART":1,"InsertNode/lemma=a":1,"InsertNode/positive determiner":1,"InsertNode/cost":4.0635},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":3.7348},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=at":1,"InsertNode/cost":7.3783},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":9}],"decision":1,"task":"SUM","hypothesis_length":9,"index":777},
+{"proof":[{"Rule":1,"Rule/cost":0.6489},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=signal":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":9.912},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=at":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":7.3783},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/cost":3.7348},{"InsertNode":1,"InsertNode/pos=NP":1,"InsertNode/lemma=church":1,"InsertNode/Exist in Pair":1,"InsertNode/Named Entity":1,"InsertNode/content word":1,"InsertNode/cost":0.0417},{"Rule":1,"Rule/cost":3.1419},{"InsertNode":1,"InsertNode/pos=NN":1,"InsertNode/lemma=fire":1,"InsertNode/Exist in Pair":1,"InsertNode/content word":1,"InsertNode/cost":8.8527},{"InsertNode":1,"InsertNode/pos=ART":1,"InsertNode/lemma=a":1,"InsertNode/Exist in Pair":1,"InsertNode/positive determiner":1,"InsertNode/cost":4.0635}],"decision":1,"task":"SUM","hypothesis_length":10,"index":778},
+{"proof":[{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=want":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":7.7357},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=break":1,"InsertNode/Exist in Pair":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":8.5813},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=in":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":4.6848},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=at":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":7.3783},{"InsertNode":1,"InsertNode/pos=NP":1,"InsertNode/lemma=church":1,"InsertNode/Exist in Pair":1,"InsertNode/Named Entity":1,"InsertNode/content word":1,"InsertNode/cost":0.0417},{"Rule":1,"Rule/cost":5.1139},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":3},{"InsertNode":1,"InsertNode/pos=O":1,"InsertNode/lemma=to":1,"InsertNode/cost":9.567},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":3}],"decision":0,"task":"SUM","hypothesis_length":10,"index":779},
+{"proof":[{"RuleSubstituteNode":1,"RuleSubstituteNode/oldPos=V":1,"RuleSubstituteNode/oldLemma=criticize":1,"RuleSubstituteNode/newPos=N":1,"RuleSubstituteNode/newLemma=criticism":1,"RuleSubstituteNode/ruleBaseName=CATVAR":1},{"RuleSubstituteNode":1,"RuleSubstituteNode/oldPos=V":1,"RuleSubstituteNode/oldLemma=authorize":1,"RuleSubstituteNode/newPos=N":1,"RuleSubstituteNode/newLemma=authorization":1,"RuleSubstituteNode/ruleBaseName=CATVAR":1},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=receive":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":8.3064},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=for":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":8.1279},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=intervene":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":0.3696},{"MoveNode":1,"MoveNode/MOVE_PREPOSITION_PHRASE_PLUGIN":1},{"InsertNode":1,"InsertNode/pos=O":1,"InsertNode/lemma=to":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":9.567},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":3},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":3},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":3},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":9},{"InsertNode":1,"InsertNode/pos=PR":1,"InsertNode/lemma=his":1,"InsertNode/content word":1,"InsertNode/cost":5.4653}],"decision":0,"task":"SUM","hypothesis_length":10,"index":780},
+{"proof":[{"MoveNode":1,"MoveNode/predicate-truth justified":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=enlarge":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":2.0962},{"InsertNode":1,"InsertNode/pos=O":1,"InsertNode/lemma=to":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":9.567},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":7},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":3},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":9},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":3},{"InsertNode":1,"InsertNode/pos=PR":1,"InsertNode/lemma=their":1,"InsertNode/Exist in Pair":1,"InsertNode/content word":1,"InsertNode/cost":3.0508}],"decision":1,"task":"SUM","hypothesis_length":9,"index":781},
+{"proof":[{"SubstituteNode":1,"SubstituteNode/oldPos=V":1,"SubstituteNode/oldLemma=base":1,"SubstituteNode/newPos=V":1,"SubstituteNode/newLemma=base":1,"SubstituteNode/Change predicate truth [U->P]":1},{"MoveNode":1,"MoveNode/predicate-truth justified":1},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/cost":3.7348},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"MoveNode":1,"MoveNode/MOVE_CHANGE_RELATION_WEAK_PLUGIN":1},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=will":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":7.0842},{"InsertNode":1,"InsertNode/pos=NP":1,"InsertNode/lemma=washington":1,"InsertNode/Exist in Pair":1,"InsertNode/Named Entity":1,"InsertNode/content word":1,"InsertNode/cost":8.6712}],"decision":0,"task":"SUM","hypothesis_length":8,"index":782},
+{"proof":[{"SubstituteNode":1,"SubstituteNode/oldPos=V":1,"SubstituteNode/oldLemma=fear":1,"SubstituteNode/newPos=V":1,"SubstituteNode/newLemma=fear":1,"SubstituteNode/Change predicate truth [U->P]":1},{"MoveNode":1,"MoveNode/predicate-truth justified":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":7},{"InsertNode":1,"InsertNode/pos=NN":1,"InsertNode/lemma=system":1,"InsertNode/Exist in Pair":1,"InsertNode/content word":1,"InsertNode/cost":7.7312}],"decision":1,"task":"SUM","hypothesis_length":4,"index":783},
+{"proof":[{"SubstituteNode":1,"SubstituteNode/oldPos=V":1,"SubstituteNode/oldLemma=approve":1,"SubstituteNode/newPos=V":1,"SubstituteNode/newLemma=approve":1,"SubstituteNode/Change predicate truth [U->P]":1},{"MoveNode":1,"MoveNode/predicate-truth justified":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"SubstitutionSubtree":1},{"MoveNode":1,"MoveNode/MOVE_CHANGE_RELATION_WEAK_PLUGIN":1}],"decision":0,"task":"SUM","hypothesis_length":7,"index":784},
+{"proof":[{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/cost":3.7348},{"MoveNode":1,"MoveNode/MOVE_PREPOSITION_PHRASE_PLUGIN":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":5}],"decision":1,"task":"SUM","hypothesis_length":8,"index":785},
+{"proof":[{"MoveNode":1,"MoveNode/predicate-truth justified":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/cost":3.7348},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":5}],"decision":1,"task":"SUM","hypothesis_length":9,"index":786},
+{"proof":[{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=buy":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":7.5652},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":5},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":3},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":1}],"decision":0,"task":"SUM","hypothesis_length":7,"index":787},
+{"proof":[{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":3.7348},{"InsertNode":1,"InsertNode/pos=NP":1,"InsertNode/lemma=clinton":1,"InsertNode/Named Entity":1,"InsertNode/content word":1,"InsertNode/cost":8.3495},{"Rule":1,"Rule/cost":7.9}],"decision":0,"task":"SUM","hypothesis_length":6,"index":788},
+{"proof":[{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=hold":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":7.3572},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":3.7348},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=in":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":4.6848},{"InsertNode":1,"InsertNode/pos=NN":1,"InsertNode/lemma=election":1,"InsertNode/Exist in Pair":1,"InsertNode/content word":1,"InsertNode/cost":7.7248},{"InsertNode":1,"InsertNode/pos=NP":1,"InsertNode/lemma=new":1,"InsertNode/content word":1,"InsertNode/cost":6.1353},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=will":1,"InsertNode/Exist in Pair":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":7.0842},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":9}],"decision":1,"task":"SUM","hypothesis_length":7,"index":789},
+{"proof":[{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=make":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":6.7887},{"MoveNode":1,"MoveNode/MOVE_PREPOSITION_PHRASE_PLUGIN":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=NN":1,"InsertNode/lemma=trip":1,"InsertNode/Exist in Pair":1,"InsertNode/content word":1,"InsertNode/cost":9.6752},{"InsertNode":1,"InsertNode/pos=ART":1,"InsertNode/lemma=a":1,"InsertNode/positive determiner":1,"InsertNode/cost":4.0635},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":7}],"decision":1,"task":"SUM","hypothesis_length":10,"index":790},
+{"proof":[{"Rule":1,"Rule/cost":2.3072},{"MoveNode":1,"MoveNode/MOVE_TO_ROOT_PLUGIN":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":3.7348},{"InsertNode":1,"InsertNode/pos=ART":1,"InsertNode/lemma=the":1,"InsertNode/Exist in Pair":1,"InsertNode/positive determiner":1,"InsertNode/cost":4.0383},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=of":1,"InsertNode/cost":8.8971},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":9},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":7}],"decision":0,"task":"SUM","hypothesis_length":9,"index":791},
+{"proof":[{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=reach":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":8.0298},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":1},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":3},{"InsertNode":1,"InsertNode/pos=ADJ":1,"InsertNode/lemma=annual":1,"InsertNode/Exist in Pair":1,"InsertNode/content word":1,"InsertNode/cost":8.2778}],"decision":0,"task":"SUM","hypothesis_length":7,"index":792},
+{"proof":[{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":3.7348},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=ART":1,"InsertNode/lemma=there":1,"InsertNode/positive determiner":1,"InsertNode/cost":7.5331},{"InsertNode":1,"InsertNode/pos=NN":1,"InsertNode/lemma=gap":1,"InsertNode/Exist in Pair":1,"InsertNode/content word":1,"InsertNode/cost":9.7115},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=between":1,"InsertNode/cost":9.1734},{"InsertNode":1,"InsertNode/pos=NN":1,"InsertNode/lemma=trade":1,"InsertNode/content word":1,"InsertNode/cost":6.6752},{"InsertNode":1,"InsertNode/pos=NP":1,"InsertNode/lemma=china":1,"InsertNode/Exist in Pair":1,"InsertNode/Named Entity":1,"InsertNode/content word":1,"InsertNode/cost":7.6165},{"InsertNode":1,"InsertNode/pos=CONJ":1,"InsertNode/lemma=and":1,"InsertNode/cost":5.2693},{"InsertNode":1,"InsertNode/pos=ART":1,"InsertNode/lemma=no":1,"InsertNode/content word":1,"InsertNode/cost":8.1976},{"InsertNode":1,"InsertNode/pos=PR":1,"InsertNode/lemma=us":1,"InsertNode/Exist in Pair":1,"InsertNode/content word":1,"InsertNode/cost":9.7032}],"decision":0,"task":"SUM","hypothesis_length":9,"index":793},
+{"proof":[{"MoveNode":1,"MoveNode/predicate-truth justified":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":5}],"decision":1,"task":"SUM","hypothesis_length":11,"index":794},
+{"proof":[{"MoveNode":1,"MoveNode/predicate-truth justified":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=NN":1,"InsertNode/lemma=economy":1,"InsertNode/Exist in Pair":1,"InsertNode/content word":1,"InsertNode/cost":7.8971},{"InsertNode":1,"InsertNode/pos=ART":1,"InsertNode/lemma=an":1,"InsertNode/positive determiner":1,"InsertNode/cost":8.9197},{"InsertNode":1,"InsertNode/pos=NP":1,"InsertNode/lemma=china":1,"InsertNode/Named Entity":1,"InsertNode/content word":1,"InsertNode/cost":7.6165},{"InsertNode":1,"InsertNode/pos=ADJ":1,"InsertNode/lemma=export-led":1,"InsertNode/Exist in Pair":1,"InsertNode/content word":1,"InsertNode/cost":6.538}],"decision":1,"task":"SUM","hypothesis_length":5,"index":795},
+{"proof":[{"SubstituteNode":1,"SubstituteNode/oldPos=V":1,"SubstituteNode/oldLemma=rise":1,"SubstituteNode/newPos=V":1,"SubstituteNode/newLemma=rise":1,"SubstituteNode/Change predicate truth [U->P]":1},{"MoveNode":1,"MoveNode/predicate-truth justified":1},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":9},{"InsertNode":1,"InsertNode/pos=CARD":1,"InsertNode/Exist in Pair":1,"InsertNode/number":1,"InsertNode/cost":9.1029}],"decision":0,"task":"SUM","hypothesis_length":4,"index":796},
+{"proof":[{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/cost":3.7348},{"InsertNode":1,"InsertNode/pos=ART":1,"InsertNode/lemma=there":1,"InsertNode/positive determiner":1,"InsertNode/cost":7.5331},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=NN":1,"InsertNode/lemma=conflict":1,"InsertNode/Exist in Pair":1,"InsertNode/content word":1,"InsertNode/cost":9.7349},{"InsertNode":1,"InsertNode/pos=ART":1,"InsertNode/lemma=a":1,"InsertNode/Exist in Pair":1,"InsertNode/positive determiner":1,"InsertNode/cost":4.0635},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=between":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":9.1734},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":7}],"decision":0,"task":"SUM","hypothesis_length":8,"index":797},
+{"proof":[{"SubstituteNode":1,"SubstituteNode/oldPos=ADJ":1,"SubstituteNode/oldLemma=alien":1,"SubstituteNode/newPos=NN":1,"SubstituteNode/newLemma=aliens":1},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=see":1,"InsertNode/content verb":1,"InsertNode/content word":1,"InsertNode/cost":6.9844},{"InsertNode":1,"InsertNode/pos=PUNC":1,"InsertNode/lemma=.":1,"InsertNode/Empty Word":1},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":3.7348},{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=have":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":4.7613},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=near":1,"InsertNode/Exist in Pair":1,"InsertNode/cost":9.4843},{"InsertNode":1,"InsertNode/pos=NP":1,"InsertNode/lemma=city":1,"InsertNode/Exist in Pair":1,"InsertNode/Named Entity":1,"InsertNode/content word":1,"InsertNode/cost":7.6842},{"InsertNode":1,"InsertNode/pos=ART":1,"InsertNode/lemma=the":1,"InsertNode/Exist in Pair":1,"InsertNode/positive determiner":1,"InsertNode/cost":4.0383},{"Rule":1,"Rule/cost":4.9598},{"MoveNode":1,"MoveNode/change context":1,"MoveNode/cost":9}],"decision":0,"task":"SUM","hypothesis_length":8,"index":798},
+{"proof":[{"InsertNode":1,"InsertNode/pos=V":1,"InsertNode/lemma=be":1,"InsertNode/cost":3.7348},{"InsertNode":1,"InsertNode/pos=PP":1,"InsertNode/lemma=in":1,"InsertNode/cost":4.6848},{"InsertNode":1,"InsertNode/pos=ADJ":1,"InsertNode/lemma=long":1,"InsertNode/content word":1,"InsertNode/cost":8.0642},{"InsertNode":1,"InsertNode/pos=NP":1,"InsertNode/lemma=china":1,"InsertNode/Exist in Pair":1,"InsertNode/Named Entity":1,"InsertNode/content word":1,"InsertNode/cost":7.6165}],"decision":0,"task":"SUM","hypothesis_length":17,"index":799}
+]
diff --git a/demos/rtedemo.js b/demos/rtedemo.js
index ee1dde9..298ce4f 100644
--- a/demos/rtedemo.js
+++ b/demos/rtedemo.js
@@ -1,26 +1,24 @@
 /**
- * A perceptron for recognizing textual entailment, based on BIUTEE's proofs 
+ * A perceptron for recognizing textual entailment, based on BIUTEE's proofs. 
  */
 
 var perceptron = require('../perceptron_associative')
+  , associative = require('../associative')
   , fs = require('fs');
 
 var opts = {
 		feature_extractor: function(pair, features) {
 			if (pair.task)
 				features[pair.task]=1; 
-			//console.dir(pair.proof);
+			if (pair.hypothesis_length)
+				features.inverse_hypothesis_length = 1 / pair.hypothesis_length;
 			for (var iStep=0; iStep<pair.proof.length; ++iStep) {
 				var step = pair.proof[iStep];
-				for (var feature in step) {
-					if (!(feature in features))
-						features[feature]=0;
-					features[feature] += step[feature];
-				}
+				associative.add(features, step);
 			}
-			//console.dir(features);
 		},
 		learningrate: 0.1,
+		use_averaging: true,
 		debug: 0
 };
 var rte = perceptron(opts);
@@ -28,27 +26,31 @@ var rte = perceptron(opts);
 var devpairs = JSON.parse(fs.readFileSync('rte3devproofs.json', 'utf8'));
 var testpairs = JSON.parse(fs.readFileSync('rte3testproofs.json', 'utf8'));
 
-for (var iPair=0; iPair<devpairs.length; ++iPair) {
-	var pair = devpairs[iPair];
-	var classification = (pair.decision==='YES'? 1: 0);
-	rte.train(pair, classification);
-}
+for (var iPair=0; iPair<devpairs.length; ++iPair)
+	rte.train(devpairs[iPair], devpairs[iPair].decision);
 rte.save("rte3model");
 
-rte.test_start();
-for (var iPair=0; iPair<testpairs.length; ++iPair) {
-	var pair = testpairs[iPair];
-	var classification = (pair.decision==='YES'? 1: 0);
-	rte.test(pair, classification);
-}
-console.dir(rte.test_results());
 
-console.log("after train #"+i+": ");
+console.log("\n\nafter first train: ");
+console.log("test on train data: ");
 console.dir(rte.test_on_train());
+console.log("test on test data: ");
+rte.test_start();
+for (var iPair=0; iPair<testpairs.length; ++iPair)
+	rte.test(testpairs[iPair], testpairs[iPair].decision);
+console.dir(rte.test_results());
 for (var i=1; i<=20; ++i) {
 	rte.retrain();
-	console.log("after retrain #"+i+": ");
-	console.dir(rte.test_on_train());
+	if (i==1 || i==10 || i==20) {
+		console.log("\n\nafter retrain "+i+":");
+		console.log("test on train data: ");
+		console.dir(rte.test_on_train());
+		console.log("test on test data: ");
+		rte.test_start();
+		for (var iPair=0; iPair<testpairs.length; ++iPair) 
+			rte.test(testpairs[iPair], testpairs[iPair].decision);
+		console.dir(rte.test_results());
+	}
 }
 
 
diff --git a/perceptron_associative.js b/perceptron_associative.js
index c68019f..b30fe94 100644
--- a/perceptron_associative.js
+++ b/perceptron_associative.js
@@ -1,3 +1,4 @@
+var associative = require("./associative");
 
 /**
  * A version of Perceptron where the weights vector is an associative array (not a numeric array), 
@@ -34,12 +35,18 @@ function PerceptronAssociative(opts) {
 	var bias = 'bias' in opts	
 		? opts.bias 
 		: 1
+	var use_averaging = 'use_averaging' in opts
+		? opts.use_averaging
+		: false
 	var learningrate = 'learningrate' in opts
 		? opts.learningrate
 		: 0.1
 	var feature_extractor = 'feature_extractor' in opts
 		? opts.feature_extractor
 		: 0;
+		
+	var weights_sum = {};   // for averaging; see http://ciml.info/dl/v0_8/ciml-v0_8-ch03.pdf
+	if (use_averaging) associative.add(weights_sum, weights);
 
 	var fs = require('fs'), mkpath = require('mkpath');
 
@@ -107,22 +114,23 @@ function PerceptronAssociative(opts) {
 				weights['threshold'] = bias;
 			}
 
-			var result = api.perceive_features(inputs)
+			var result = api.perceive_features(inputs, /*net=*/false, weights); // always use the running 'weights' vector for training, and NOT the weights_sum!
+			
 			data.push({features: inputs, classification: expected/*, prev: result*/})
 
 			if (debug) console.log('> training ',inputs,', expecting: ',expected, ' got: ', result)
 
-			if (result == expected) {
-				return true;	// Current model is correct - no adjustment needed!
-			}
-			else {
+			if (result != expected) {
+				// Current model is incorrect - adjustment needed!
 				if (debug) console.log('> adjusting weights...', weights, inputs);
 				for (var feature in inputs) 
 					api.adjust(result, expected, inputs[feature], feature);
 				api.adjust(result, expected, threshold, 'threshold');
 				if (debug) console.log(' -> weights:', weights)
-				return false
 			}
+			if (use_averaging) associative.add(weights_sum, weights);
+			
+			return (result == expected);
 		},
 
 		/**
@@ -155,19 +163,20 @@ function PerceptronAssociative(opts) {
 
 		/**
 		 * @param inputs a SINGLE sample; an associative array (feature => value).
+		 * @param weights_for_classification the weights vector to use (either the running 'weights' or 'weights_sum').  
 		 * @param net if true, return the net classification value. If false [default], return 0 or 1.
 		 * @return the classification of the sample.
 		 */
-		perceive_features: function(inputs, net) {
+		perceive_features: function(inputs, net, weights_for_classification) {
 			var result = 0
 			for (var feature in inputs) {
-				if (feature in weights) {
-					result += inputs[feature] * weights[feature]
+				if (feature in weights_for_classification) {
+					result += inputs[feature] * weights_for_classification[feature]
 				} else {
 					/* the sample contains a feature that was never seen in training - ignore it for now */ 
 				}
 			}
-			result += threshold * weights['threshold']
+			result += threshold * weights_for_classification['threshold']
 			if (debug) console.log("> perceive_features ",inputs," = ",result);
 			return net
 				? result
@@ -186,7 +195,8 @@ function PerceptronAssociative(opts) {
 			} else {
 				var features = inputs;
 			}
-			return api.perceive_features(features, net);
+			return api.perceive_features(features, net,
+				(use_averaging? weights_sum: weights) );
 		},
 		
 		test_start: function() {
@@ -208,7 +218,8 @@ function PerceptronAssociative(opts) {
 		},
 
 		test_features: function(features,expected) {
-			var actual = api.perceive_features(features);
+			var actual = api.perceive_features(features, /*net=*/false, 
+				(use_averaging? weights_sum: weights) );
 			test_stats.count++;
 			if (expected && actual) test_stats.TP++;
 			if (!expected && actual) test_stats.FP++;
@@ -242,11 +253,10 @@ function PerceptronAssociative(opts) {
 			}
 			return api.test_results();
 		},
-		
-		
 	}
 
 	return api;
 }
 
+
 module.exports = PerceptronAssociative
diff --git a/tests/.gitignore b/tests/.gitignore
new file mode 100644
index 0000000..b115815
--- /dev/null
+++ b/tests/.gitignore
@@ -0,0 +1 @@
+/abc

From 9c34330f655fc68861898bf276f2a7d6757cc24d Mon Sep 17 00:00:00 2001
From: erelsgl <erelsgl@gmail.com>
Date: Mon, 3 Jun 2013 15:22:24 +0300
Subject: [PATCH 6/9] corrections to associative perceptron save and load

---
 associative.js             |    37 +
 demos/rte3model2/data.json | 23333 +++++++++++++++++++++++++++++++++++
 demos/rte3model2/opts.json |  1788 +++
 demos/rtedemo.js           |     8 +-
 perceptron_associative.js  |   118 +-
 5 files changed, 25210 insertions(+), 74 deletions(-)
 create mode 100644 demos/rte3model2/data.json
 create mode 100644 demos/rte3model2/opts.json

diff --git a/associative.js b/associative.js
index 8eb9a6d..d556354 100644
--- a/associative.js
+++ b/associative.js
@@ -31,7 +31,44 @@ api.multiply  = function(target, source) {
 	}
 }
 
+/**
+ * calculate the scalar product of the given two arrays.
+ * @param features [input]
+ * @param weights [input]
+ * @note Usually, there are much less features than weights.
+ */
+api.inner_product = function(features, weights) {
+	var result = 0;
+	for (var feature in features) {
+			if (feature in weights) {
+					result += features[feature] * weights[feature]
+			} else {
+					/* the sample contains a feature that was never seen in training - ignore it for now */ 
+			}
+	}
+	return result;
+}
+
 
+/**
+ * @param array [input]
+ * @return a string of the given associative array, sorted by keys.
+ */
+api.stringify_sorted = function(weights, separator) {
+	var result = "{" + separator;
+	var keys = Object.keys(weights);
+	keys.sort();
+	var last = keys.length-1;
+	for (i = 0; i <= last; i++) {
+		var key = keys[i];
+		var weight = weights[key]; 
+		result += '"'+key+'": '+weight;
+		if (i<last) result+=",";
+		result += separator;
+	}
+	result += "}";
+	return result;	
+}
 
 module.exports = api;
 
diff --git a/demos/rte3model2/data.json b/demos/rte3model2/data.json
new file mode 100644
index 0000000..4c88e69
--- /dev/null
+++ b/demos/rte3model2/data.json
@@ -0,0 +1,23333 @@
+[
+	{
+		"features": {
+			"IE": 1,
+			"InverseHypothesisLength": 0.2,
+			"InsertNode": 1,
+			"InsertNode/pos=O": 1,
+			"InsertNode/lemma=to": 1,
+			"InsertNode/Exist in Pair": 1,
+			"InsertNode/cost": 9.567,
+			"MoveNode": 2,
+			"MoveNode/change context": 2,
+			"MoveNode/cost": 8,
+			"bias": 1
+		},
+		"classification": 1
+	},
+	{
+		"features": {
+			"IE": 1,
+			"InverseHypothesisLength": 0.2,
+			"MoveNode": 3,
+			"MoveNode/predicate-truth justified": 1,
+			"InsertNode": 2,
+			"InsertNode/pos=PUNC": 1,
+			"InsertNode/lemma=.": 1,
+			"InsertNode/Empty Word": 1,
+			"SubstituteNode": 1,
+			"SubstituteNode/oldPos=NP": 1,
+			"SubstituteNode/oldLemma=us9400000000": 1,
+			"SubstituteNode/newPos=NP": 1,
+			"SubstituteNode/newLemma=us27500000000": 1,
+			"SubstituteNode/EDIT_DISTANCE_PLUGIN": 1,
+			"MoveNode/MOVE_CHANGE_RELATION_WEAK_PLUGIN": 1,
+			"InsertNode/pos=NN": 1,
+			"InsertNode/lemma=cost": 1,
+			"InsertNode/content word": 1,
+			"InsertNode/cost": 7.5263,
+			"MoveNode/change context": 1,
+			"MoveNode/cost": 7,
+			"bias": 1
+		},
+		"classification": 0
+	},
+	{
+		"features": {
+			"IE": 1,
+			"InverseHypothesisLength": 0.1,
+			"RuleSubstituteNode": 1,
+			"RuleSubstituteNode/oldPos=NN": 1,
+			"RuleSubstituteNode/oldLemma=production": 1,
+			"RuleSubstituteNode/newPos=V": 1,
+			"RuleSubstituteNode/newLemma=produce": 1,
+			"RuleSubstituteNode/ruleBaseName=CATVAR": 1,
+			"MoveNode": 3,
+			"MoveNode/predicate-truth justified": 1,
+			"InsertNode": 8,
+			"InsertNode/pos=PUNC": 3,
+			"InsertNode/lemma=.": 1,
+			"InsertNode/Empty Word": 3,
+			"InsertNode/lemma=''": 1,
+			"InsertNode/lemma=``": 1,
+			"InsertNode/pos=V": 1,
+			"InsertNode/lemma=be": 1,
+			"InsertNode/Exist in Pair": 5,
+			"InsertNode/cost": 25.2834,
+			"InsertNode/pos=PP": 1,
+			"InsertNode/lemma=in": 1,
+			"InsertNode/pos=NP": 3,
+			"InsertNode/lemma=london": 1,
+			"InsertNode/Named Entity": 1,
+			"InsertNode/content word": 3,
+			"MoveNode/change context": 2,
+			"MoveNode/cost": 10,
+			"InsertNode/lemma=a": 1,
+			"InsertNode/lemma=necktie": 1,
+			"bias": 1
+		},
+		"classification": 0
+	},
+	{
+		"features": {
+			"IE": 1,
+			"InverseHypothesisLength": 0.14285714285714285,
+			"MoveNode": 1,
+			"MoveNode/predicate-truth justified": 1,
+			"InsertNode": 7,
+			"InsertNode/pos=PUNC": 3,
+			"InsertNode/lemma=.": 1,
+			"InsertNode/Empty Word": 3,
+			"InsertNode/lemma=''": 1,
+			"InsertNode/lemma=``": 1,
+			"InsertNode/pos=V": 1,
+			"InsertNode/lemma=be": 1,
+			"InsertNode/Exist in Pair": 4,
+			"InsertNode/cost": 18.0809,
+			"InsertNode/pos=NP": 2,
+			"InsertNode/lemma=girl": 1,
+			"InsertNode/content word": 2,
+			"InsertNode/pos=ART": 1,
+			"InsertNode/lemma=the": 1,
+			"InsertNode/positive determiner": 1,
+			"InsertNode/lemma=extra": 1,
+			"bias": 1
+		},
+		"classification": 1
+	},
+	{
+		"features": {
+			"IE": 1,
+			"InverseHypothesisLength": 0.125,
+			"InsertNode": 3,
+			"InsertNode/pos=NN": 1,
+			"InsertNode/lemma=die": 1,
+			"InsertNode/content word": 1,
+			"InsertNode/cost": 13.643999999999998,
+			"InsertNode/pos=PUNC": 1,
+			"InsertNode/lemma=.": 1,
+			"InsertNode/Empty Word": 1,
+			"InsertNode/pos=PP": 1,
+			"InsertNode/lemma=in": 1,
+			"InsertNode/Exist in Pair": 1,
+			"SubstituteNode": 1,
+			"SubstituteNode/oldPos=NN": 1,
+			"SubstituteNode/oldLemma=collision": 1,
+			"SubstituteNode/newPos=NN": 1,
+			"SubstituteNode/newLemma=collision": 1,
+			"SubstituteNode/Change predicate truth [U->P]": 1,
+			"MoveNode": 3,
+			"MoveNode/change context": 2,
+			"MoveNode/cost": 16,
+			"MoveNode/MOVE_PREPOSITION_PHRASE_PLUGIN": 1,
+			"bias": 1
+		},
+		"classification": 1
+	},
+	{
+		"features": {
+			"IE": 1,
+			"InverseHypothesisLength": 0.1111111111111111,
+			"RuleSubstituteNode": 1,
+			"RuleSubstituteNode/oldPos=NN": 1,
+			"RuleSubstituteNode/oldLemma=partnership": 1,
+			"RuleSubstituteNode/newPos=N": 1,
+			"RuleSubstituteNode/newLemma=partner": 1,
+			"RuleSubstituteNode/ruleBaseName=CATVAR": 1,
+			"MoveNode": 3,
+			"MoveNode/MOVE_TO_ROOT_PLUGIN": 1,
+			"InsertNode": 6,
+			"InsertNode/pos=PUNC": 1,
+			"InsertNode/lemma=.": 1,
+			"InsertNode/Empty Word": 1,
+			"InsertNode/pos=PP": 1,
+			"InsertNode/lemma=of": 1,
+			"InsertNode/Exist in Pair": 4,
+			"InsertNode/cost": 22.2137,
+			"InsertNode/pos=V": 1,
+			"InsertNode/lemma=be": 1,
+			"MoveNode/change context": 2,
+			"MoveNode/cost": 8,
+			"InsertNode/pos=NP": 2,
+			"InsertNode/lemma=procter": 1,
+			"InsertNode/content word": 2,
+			"InsertNode/pos=CONJ": 1,
+			"InsertNode/lemma=and": 1,
+			"InsertNode/lemma=gamble": 1,
+			"bias": 1
+		},
+		"classification": 0
+	},
+	{
+		"features": {
+			"IE": 1,
+			"InverseHypothesisLength": 0.1,
+			"MoveNode": 4,
+			"MoveNode/predicate-truth justified": 1,
+			"InsertNode": 4,
+			"InsertNode/pos=PUNC": 1,
+			"InsertNode/lemma=.": 1,
+			"InsertNode/Empty Word": 1,
+			"InsertNode/pos=CONJ": 1,
+			"InsertNode/lemma=and": 1,
+			"InsertNode/Exist in Pair": 1,
+			"InsertNode/cost": 15.578800000000001,
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+			"InsertNode/pos=PP": 1,
+			"InsertNode/lemma=on": 1,
+			"MoveNode/change context": 2,
+			"MoveNode/cost": 10,
+			"bias": 1
+		},
+		"classification": 1
+	},
+	{
+		"features": {
+			"IE": 1,
+			"InverseHypothesisLength": 0.2,
+			"RuleSubstituteNode": 1,
+			"RuleSubstituteNode/oldPos=NN": 1,
+			"RuleSubstituteNode/oldLemma=approval": 1,
+			"RuleSubstituteNode/newPos=V": 1,
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+			"Rule": 1,
+			"Rule/cost": 1.0323,
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+			"InsertNode/lemma=%": 1,
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+			"InsertNode/cost": 18,
+			"MoveNode/change context": 1,
+			"MoveNode/cost": 9,
+			"InsertNode/pos=CARD": 1,
+			"InsertNode/lemma=80": 1,
+			"InsertNode/Exist in Pair": 1,
+			"InsertNode/number": 1,
+			"bias": 1
+		},
+		"classification": 0
+	},
+	{
+		"features": {
+			"IE": 1,
+			"InverseHypothesisLength": 0.125,
+			"InsertNode": 5,
+			"InsertNode/pos=V": 2,
+			"InsertNode/lemma=discover": 1,
+			"InsertNode/content verb": 1,
+			"InsertNode/content word": 2,
+			"InsertNode/cost": 16.9851,
+			"MoveNode": 2,
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+			"InsertNode/lemma=.": 1,
+			"InsertNode/Empty Word": 1,
+			"InsertNode/lemma=be": 1,
+			"MoveNode/change context": 1,
+			"MoveNode/cost": 7,
+			"InsertNode/pos=ART": 1,
+			"InsertNode/lemma=a": 1,
+			"InsertNode/Exist in Pair": 2,
+			"InsertNode/positive determiner": 1,
+			"InsertNode/pos=ADJ": 1,
+			"InsertNode/lemma=complete": 1,
+			"bias": 1
+		},
+		"classification": 0
+	},
+	{
+		"features": {
+			"IE": 1,
+			"InverseHypothesisLength": 0.09090909090909091,
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+			"InsertNode/pos=V": 2,
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+			"InsertNode/cost": 36.0574,
+			"InsertNode/lemma=be": 1,
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+			"MoveNode": 1,
+			"MoveNode/change context": 1,
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+			"InsertNode/pos=NN": 1,
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+			"InsertNode/pos=ADJ": 1,
+			"InsertNode/lemma=pro-women": 1,
+			"bias": 1
+		},
+		"classification": 0
+	},
+	{
+		"features": {
+			"IE": 1,
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+		},
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+	},
+	{
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+			"bias": 1
+		},
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+	},
+	{
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+			"MoveNode/cost": 10,
+			"bias": 1
+		},
+		"classification": 1
+	},
+	{
+		"features": {
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+			"InverseHypothesisLength": 0.25,
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+			"bias": 1
+		},
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+	},
+	{
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+			"IE": 1,
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+			"InsertNode": 1,
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+			"MoveNode/change context": 2,
+			"MoveNode/cost": 14,
+			"bias": 1
+		},
+		"classification": 0
+	},
+	{
+		"features": {
+			"IE": 1,
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+			"RuleSubstituteNode/oldPos=NN": 1,
+			"RuleSubstituteNode/oldLemma=visit": 1,
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+			"RuleSubstituteNode/newLemma=visit": 1,
+			"RuleSubstituteNode/ruleBaseName=CATVAR": 1,
+			"MoveNode": 3,
+			"MoveNode/predicate-truth justified": 1,
+			"InsertNode": 3,
+			"InsertNode/pos=PUNC": 1,
+			"InsertNode/lemma=.": 1,
+			"InsertNode/Empty Word": 1,
+			"InsertNode/pos=PP": 1,
+			"InsertNode/lemma=on": 1,
+			"InsertNode/Exist in Pair": 2,
+			"InsertNode/cost": 15.2304,
+			"Rule": 1,
+			"Rule/cost": 6.9057,
+			"MoveNode/change context": 2,
+			"MoveNode/cost": 8,
+			"InsertNode/pos=NP": 1,
+			"InsertNode/lemma=mexico": 1,
+			"InsertNode/Named Entity": 1,
+			"InsertNode/content word": 1,
+			"bias": 1
+		},
+		"classification": 0
+	},
+	{
+		"features": {
+			"IE": 1,
+			"InverseHypothesisLength": 0.1111111111111111,
+			"InsertNode": 4,
+			"InsertNode/pos=V": 1,
+			"InsertNode/lemma=introduce": 1,
+			"InsertNode/content verb": 1,
+			"InsertNode/content word": 2,
+			"InsertNode/cost": 19.4429,
+			"MoveNode": 4,
+			"MoveNode/change context": 4,
+			"MoveNode/cost": 22,
+			"InsertNode/pos=ART": 1,
+			"InsertNode/lemma=a": 1,
+			"InsertNode/positive determiner": 1,
+			"InsertNode/pos=PUNC": 1,
+			"InsertNode/lemma=.": 1,
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+]
\ No newline at end of file
diff --git a/demos/rte3model2/opts.json b/demos/rte3model2/opts.json
new file mode 100644
index 0000000..68fa6fb
--- /dev/null
+++ b/demos/rte3model2/opts.json
@@ -0,0 +1,1788 @@
+{
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+		"SUM": -0.6,
+		"SubstituteNode": 1.2999999999999994,
+		"SubstituteNode/Change predicate truth [N->P]": -0.1,
+		"SubstituteNode/Change predicate truth [N->U]": 0.1,
+		"SubstituteNode/Change predicate truth [P->U]": -0.1,
+		"SubstituteNode/Change predicate truth [U->P]": 0.5,
+		"SubstituteNode/EDIT_DISTANCE_PLUGIN": 0.5,
+		"SubstituteNode/newLemma='": 0,
+		"SubstituteNode/newLemma=17th-century": 0,
+		"SubstituteNode/newLemma=able": -0.1,
+		"SubstituteNode/newLemma=accept": 0,
+		"SubstituteNode/newLemma=accuse": 0.1,
+		"SubstituteNode/newLemma=al-maliki": -0.1,
+		"SubstituteNode/newLemma=animal": 0,
+		"SubstituteNode/newLemma=animals": 0,
+		"SubstituteNode/newLemma=anniversary": 0,
+		"SubstituteNode/newLemma=announce": 0,
+		"SubstituteNode/newLemma=approve": 0,
+		"SubstituteNode/newLemma=art": 0,
+		"SubstituteNode/newLemma=assist": 0.1,
+		"SubstituteNode/newLemma=banks": 0,
+		"SubstituteNode/newLemma=bottle": 0.1,
+		"SubstituteNode/newLemma=brand": 0,
+		"SubstituteNode/newLemma=brash": 0,
+		"SubstituteNode/newLemma=build": 0,
+		"SubstituteNode/newLemma=caplets": 0,
+		"SubstituteNode/newLemma=captain": 0.1,
+		"SubstituteNode/newLemma=chinook": 0,
+		"SubstituteNode/newLemma=clean": 0,
+		"SubstituteNode/newLemma=climb": 0.1,
+		"SubstituteNode/newLemma=close": 0.1,
+		"SubstituteNode/newLemma=collision": 0.1,
+		"SubstituteNode/newLemma=compulsory": -0.1,
+		"SubstituteNode/newLemma=condoleezza": 0,
+		"SubstituteNode/newLemma=contaminated": 0,
+		"SubstituteNode/newLemma=control": 0,
+		"SubstituteNode/newLemma=cortland": 0.1,
+		"SubstituteNode/newLemma=countries": 0.2,
+		"SubstituteNode/newLemma=diplomats": 0,
+		"SubstituteNode/newLemma=dock": 0,
+		"SubstituteNode/newLemma=documents": 0,
+		"SubstituteNode/newLemma=dump": 0,
+		"SubstituteNode/newLemma=employ": -0.1,
+		"SubstituteNode/newLemma=endangers": 0,
+		"SubstituteNode/newLemma=eurest": 0,
+		"SubstituteNode/newLemma=exert": 0.1,
+		"SubstituteNode/newLemma=extend": -0.1,
+		"SubstituteNode/newLemma=falklands": 0.1,
+		"SubstituteNode/newLemma=father-in-law": 0,
+		"SubstituteNode/newLemma=find": 0,
+		"SubstituteNode/newLemma=fireworks": 0.1,
+		"SubstituteNode/newLemma=flavor": 0,
+		"SubstituteNode/newLemma=flooding": -0.1,
+		"SubstituteNode/newLemma=foreign": 0,
+		"SubstituteNode/newLemma=found": 0.1,
+		"SubstituteNode/newLemma=founder": 0,
+		"SubstituteNode/newLemma=full": 0.1,
+		"SubstituteNode/newLemma=game": -0.1,
+		"SubstituteNode/newLemma=grant": -0.1,
+		"SubstituteNode/newLemma=have": -0.1,
+		"SubstituteNode/newLemma=home": 0,
+		"SubstituteNode/newLemma=honorary": 0,
+		"SubstituteNode/newLemma=indicated": 0,
+		"SubstituteNode/newLemma=instigation": 0,
+		"SubstituteNode/newLemma=inventor": 0,
+		"SubstituteNode/newLemma=investigate": 0,
+		"SubstituteNode/newLemma=jesuits": 0,
+		"SubstituteNode/newLemma=judges": -0.1,
+		"SubstituteNode/newLemma=kill": 0.1,
+		"SubstituteNode/newLemma=king": 0.1,
+		"SubstituteNode/newLemma=know": 0.1,
+		"SubstituteNode/newLemma=landings": 0.1,
+		"SubstituteNode/newLemma=levomepromazine": 0,
+		"SubstituteNode/newLemma=libyan": 0,
+		"SubstituteNode/newLemma=mahalingham": -0.1,
+		"SubstituteNode/newLemma=manage": 0,
+		"SubstituteNode/newLemma=mental": 0,
+		"SubstituteNode/newLemma=mercedez-benz": 0,
+		"SubstituteNode/newLemma=millions": 0,
+		"SubstituteNode/newLemma=mn": 0,
+		"SubstituteNode/newLemma=movie": 0,
+		"SubstituteNode/newLemma=name": -0.1,
+		"SubstituteNode/newLemma=new": 0.1,
+		"SubstituteNode/newLemma=novelist": 0,
+		"SubstituteNode/newLemma=olympic": 0.1,
+		"SubstituteNode/newLemma=park": 0,
+		"SubstituteNode/newLemma=participate": -0.1,
+		"SubstituteNode/newLemma=partner": 0,
+		"SubstituteNode/newLemma=perform": 0.1,
+		"SubstituteNode/newLemma=plc.": -0.1,
+		"SubstituteNode/newLemma=predict": 0,
+		"SubstituteNode/newLemma=probe": 0,
+		"SubstituteNode/newLemma=protest": -0.1,
+		"SubstituteNode/newLemma=quarks": 0.1,
+		"SubstituteNode/newLemma=rape": 0,
+		"SubstituteNode/newLemma=re-elected": 0,
+		"SubstituteNode/newLemma=repay": 0,
+		"SubstituteNode/newLemma=robots": -0.1,
+		"SubstituteNode/newLemma=romania": -0.1,
+		"SubstituteNode/newLemma=russians": 0,
+		"SubstituteNode/newLemma=rwanda": 0,
+		"SubstituteNode/newLemma=senacal": 0.1,
+		"SubstituteNode/newLemma=sentence": 0,
+		"SubstituteNode/newLemma=servicemen": 0,
+		"SubstituteNode/newLemma=soap-like": 0.1,
+		"SubstituteNode/newLemma=speaking": 0.1,
+		"SubstituteNode/newLemma=sportswomen": 0,
+		"SubstituteNode/newLemma=struggling": 0,
+		"SubstituteNode/newLemma=subsidiary": 0,
+		"SubstituteNode/newLemma=sue": 0.1,
+		"SubstituteNode/newLemma=symptom": 0,
+		"SubstituteNode/newLemma=tanning": 0.1,
+		"SubstituteNode/newLemma=that": 0,
+		"SubstituteNode/newLemma=theft": 0,
+		"SubstituteNode/newLemma=think": 0.1,
+		"SubstituteNode/newLemma=threat": 0.1,
+		"SubstituteNode/newLemma=threaten": -0.1,
+		"SubstituteNode/newLemma=tourist": 0,
+		"SubstituteNode/newLemma=trade": 0,
+		"SubstituteNode/newLemma=underwrite": 0.1,
+		"SubstituteNode/newLemma=us27500000000": -0.1,
+		"SubstituteNode/newLemma=us42": 0,
+		"SubstituteNode/newLemma=vary": 0,
+		"SubstituteNode/newLemma=waters": 0.1,
+		"SubstituteNode/newLemma=wheelchairs": 0,
+		"SubstituteNode/newLemma=wife": 0,
+		"SubstituteNode/newLemma=win": 0,
+		"SubstituteNode/newLemma=women": -0.1,
+		"SubstituteNode/newLemma=worldwide": 0,
+		"SubstituteNode/newLemma=yersey": 0.1,
+		"SubstituteNode/newPos=ADJ": 0.10000000000000003,
+		"SubstituteNode/newPos=ART": 0,
+		"SubstituteNode/newPos=NN": 0.09999999999999998,
+		"SubstituteNode/newPos=NP": 0.5,
+		"SubstituteNode/newPos=PUNC": 0,
+		"SubstituteNode/newPos=V": 0.6,
+		"SubstituteNode/oldLemma='": 0,
+		"SubstituteNode/oldLemma=17th-century": 0,
+		"SubstituteNode/oldLemma=able": -0.1,
+		"SubstituteNode/oldLemma=accept": 0,
+		"SubstituteNode/oldLemma=accuse": 0.1,
+		"SubstituteNode/oldLemma=al-maliki": -0.1,
+		"SubstituteNode/oldLemma=animal": 0,
+		"SubstituteNode/oldLemma=animals": 0,
+		"SubstituteNode/oldLemma=anniversary": 0,
+		"SubstituteNode/oldLemma=announce": 0,
+		"SubstituteNode/oldLemma=approve": 0,
+		"SubstituteNode/oldLemma=art": 0,
+		"SubstituteNode/oldLemma=assist": 0.1,
+		"SubstituteNode/oldLemma=bank": 0,
+		"SubstituteNode/oldLemma=banking": 0,
+		"SubstituteNode/oldLemma=bottled": 0.1,
+		"SubstituteNode/oldLemma=brand": 0,
+		"SubstituteNode/oldLemma=brash": 0,
+		"SubstituteNode/oldLemma=brother-in-law": 0,
+		"SubstituteNode/oldLemma=build": 0,
+		"SubstituteNode/oldLemma=caplets": 0,
+		"SubstituteNode/oldLemma=captaincy": 0.1,
+		"SubstituteNode/oldLemma=chinooks": 0,
+		"SubstituteNode/oldLemma=clean": 0,
+		"SubstituteNode/oldLemma=climb": 0.1,
+		"SubstituteNode/oldLemma=close": 0.1,
+		"SubstituteNode/oldLemma=collision": 0.1,
+		"SubstituteNode/oldLemma=compulsory": -0.1,
+		"SubstituteNode/oldLemma=condoleeza": 0,
+		"SubstituteNode/oldLemma=contaminate": 0,
+		"SubstituteNode/oldLemma=control": 0,
+		"SubstituteNode/oldLemma=cortlandt": 0.1,
+		"SubstituteNode/oldLemma=country": 0.2,
+		"SubstituteNode/oldLemma=diplomat": 0,
+		"SubstituteNode/oldLemma=dock": 0,
+		"SubstituteNode/oldLemma=document": 0,
+		"SubstituteNode/oldLemma=dump": 0,
+		"SubstituteNode/oldLemma=elect": 0,
+		"SubstituteNode/oldLemma=employ": -0.1,
+		"SubstituteNode/oldLemma=endanger": 0,
+		"SubstituteNode/oldLemma=eurest": 0,
+		"SubstituteNode/oldLemma=exert": 0.1,
+		"SubstituteNode/oldLemma=extend": -0.1,
+		"SubstituteNode/oldLemma=falkland": 0.1,
+		"SubstituteNode/oldLemma=find": 0,
+		"SubstituteNode/oldLemma=firework": 0.1,
+		"SubstituteNode/oldLemma=flavor": 0,
+		"SubstituteNode/oldLemma=flooding": -0.1,
+		"SubstituteNode/oldLemma=foreign": 0,
+		"SubstituteNode/oldLemma=found": 0.1,
+		"SubstituteNode/oldLemma=founder": 0,
+		"SubstituteNode/oldLemma=full": 0.1,
+		"SubstituteNode/oldLemma=games": -0.1,
+		"SubstituteNode/oldLemma=grant": -0.1,
+		"SubstituteNode/oldLemma=have": -0.1,
+		"SubstituteNode/oldLemma=honorary": 0,
+		"SubstituteNode/oldLemma=indicate": 0,
+		"SubstituteNode/oldLemma=invention": 0,
+		"SubstituteNode/oldLemma=investigate": 0,
+		"SubstituteNode/oldLemma=investigation": 0,
+		"SubstituteNode/oldLemma=jersey": 0.1,
+		"SubstituteNode/oldLemma=jesuit": 0,
+		"SubstituteNode/oldLemma=judges": -0.1,
+		"SubstituteNode/oldLemma=kill": 0.1,
+		"SubstituteNode/oldLemma=king": 0.1,
+		"SubstituteNode/oldLemma=known": 0.1,
+		"SubstituteNode/oldLemma=landing": 0.1,
+		"SubstituteNode/oldLemma=levomepromazine": 0,
+		"SubstituteNode/oldLemma=libyans": 0,
+		"SubstituteNode/oldLemma=life": 0,
+		"SubstituteNode/oldLemma=mahalingam": -0.1,
+		"SubstituteNode/oldLemma=managing": 0,
+		"SubstituteNode/oldLemma=mental": 0,
+		"SubstituteNode/oldLemma=mercedes-benz": 0,
+		"SubstituteNode/oldLemma=million": 0,
+		"SubstituteNode/oldLemma=mn": 0,
+		"SubstituteNode/oldLemma=movies": 0,
+		"SubstituteNode/oldLemma=names": -0.1,
+		"SubstituteNode/oldLemma=new": 0.1,
+		"SubstituteNode/oldLemma=novel": 0,
+		"SubstituteNode/oldLemma=olympics": 0.1,
+		"SubstituteNode/oldLemma=parks": 0,
+		"SubstituteNode/oldLemma=participate": -0.1,
+		"SubstituteNode/oldLemma=perform": 0.1,
+		"SubstituteNode/oldLemma=plc": -0.1,
+		"SubstituteNode/oldLemma=predict": 0,
+		"SubstituteNode/oldLemma=probe": 0,
+		"SubstituteNode/oldLemma=protestors": -0.1,
+		"SubstituteNode/oldLemma=quark": 0.1,
+		"SubstituteNode/oldLemma=rape": 0,
+		"SubstituteNode/oldLemma=repay": 0,
+		"SubstituteNode/oldLemma=robot": -0.1,
+		"SubstituteNode/oldLemma=romanians": -0.1,
+		"SubstituteNode/oldLemma=rome": 0,
+		"SubstituteNode/oldLemma=russian": 0,
+		"SubstituteNode/oldLemma=rwandan": 0,
+		"SubstituteNode/oldLemma=senacal": 0.1,
+		"SubstituteNode/oldLemma=sentence": 0,
+		"SubstituteNode/oldLemma=serviceman": 0,
+		"SubstituteNode/oldLemma=soaplike": 0.1,
+		"SubstituteNode/oldLemma=spelling": 0.1,
+		"SubstituteNode/oldLemma=sportswoman": 0,
+		"SubstituteNode/oldLemma=struggling": 0,
+		"SubstituteNode/oldLemma=subsidiary": 0,
+		"SubstituteNode/oldLemma=sue": 0.1,
+		"SubstituteNode/oldLemma=symptom": 0,
+		"SubstituteNode/oldLemma=tanning": 0.1,
+		"SubstituteNode/oldLemma=that": 0,
+		"SubstituteNode/oldLemma=theft": 0,
+		"SubstituteNode/oldLemma=think": 0.1,
+		"SubstituteNode/oldLemma=threat": 0.1,
+		"SubstituteNode/oldLemma=threaten": -0.1,
+		"SubstituteNode/oldLemma=tourists": 0,
+		"SubstituteNode/oldLemma=trader": 0,
+		"SubstituteNode/oldLemma=underwriting": 0.1,
+		"SubstituteNode/oldLemma=us42": 0,
+		"SubstituteNode/oldLemma=us9400000000": -0.1,
+		"SubstituteNode/oldLemma=vary": 0,
+		"SubstituteNode/oldLemma=warner": 0,
+		"SubstituteNode/oldLemma=water": 0.1,
+		"SubstituteNode/oldLemma=wheelchair": 0,
+		"SubstituteNode/oldLemma=win": 0,
+		"SubstituteNode/oldLemma=woman": -0.1,
+		"SubstituteNode/oldLemma=world-wide": 0,
+		"SubstituteNode/oldPos=ADJ": 0.1,
+		"SubstituteNode/oldPos=CARD": 0,
+		"SubstituteNode/oldPos=N": 0,
+		"SubstituteNode/oldPos=NN": 0.7,
+		"SubstituteNode/oldPos=NP": 0.1,
+		"SubstituteNode/oldPos=O": 0,
+		"SubstituteNode/oldPos=PP": 0,
+		"SubstituteNode/oldPos=V": 0.4,
+		"SubstituteNodeMultiWord": 0.7,
+		"SubstituteNodeMultiWord/Multi-Word": 0.7,
+		"SubstituteNodeMultiWord/cost": 3.3277500000000004,
+		"SubstituteNodeMultiWord/newLemma=1811": -0.1,
+		"SubstituteNodeMultiWord/newLemma=1900": 0.1,
+		"SubstituteNodeMultiWord/newLemma=2,45": 0,
+		"SubstituteNodeMultiWord/newLemma=50-mile": 0,
+		"SubstituteNodeMultiWord/newLemma=6-month": -0.2,
+		"SubstituteNodeMultiWord/newLemma=8586": 0,
+		"SubstituteNodeMultiWord/newLemma=al-qaida": 0.1,
+		"SubstituteNodeMultiWord/newLemma=auschwitz": 0,
+		"SubstituteNodeMultiWord/newLemma=award": 0,
+		"SubstituteNodeMultiWord/newLemma=best": 0,
+		"SubstituteNodeMultiWord/newLemma=bomb-handling": 0.1,
+		"SubstituteNodeMultiWord/newLemma=christian": 0.1,
+		"SubstituteNodeMultiWord/newLemma=co-owner": 0,
+		"SubstituteNodeMultiWord/newLemma=ebola": -0.1,
+		"SubstituteNodeMultiWord/newLemma=elect": 0.1,
+		"SubstituteNodeMultiWord/newLemma=euro-disney": 0.1,
+		"SubstituteNodeMultiWord/newLemma=fire": 0.1,
+		"SubstituteNodeMultiWord/newLemma=gaulle": 0,
+		"SubstituteNodeMultiWord/newLemma=german": 0.2,
+		"SubstituteNodeMultiWord/newLemma=glue-sniffing": 0.1,
+		"SubstituteNodeMultiWord/newLemma=government": 0,
+		"SubstituteNodeMultiWord/newLemma=hunting": 0,
+		"SubstituteNodeMultiWord/newLemma=israel-egypt": 0.2,
+		"SubstituteNodeMultiWord/newLemma=ivoire": -0.1,
+		"SubstituteNodeMultiWord/newLemma=khalifa": 0,
+		"SubstituteNodeMultiWord/newLemma=life": 0,
+		"SubstituteNodeMultiWord/newLemma=life-support": 0.1,
+		"SubstituteNodeMultiWord/newLemma=member": 0,
+		"SubstituteNodeMultiWord/newLemma=meter": 0,
+		"SubstituteNodeMultiWord/newLemma=ms": 0,
+		"SubstituteNodeMultiWord/newLemma=nuclear": 0,
+		"SubstituteNodeMultiWord/newLemma=oscar": -0.1,
+		"SubstituteNodeMultiWord/newLemma=québec": 0.1,
+		"SubstituteNodeMultiWord/newLemma=robot": 0,
+		"SubstituteNodeMultiWord/newLemma=robots": 0,
+		"SubstituteNodeMultiWord/newLemma=seal-hunting": -0.1,
+		"SubstituteNodeMultiWord/newLemma=seller": 0,
+		"SubstituteNodeMultiWord/newLemma=shoemaker-levy": 0,
+		"SubstituteNodeMultiWord/newLemma=state": 0,
+		"SubstituteNodeMultiWord/newLemma=tsunami": 0,
+		"SubstituteNodeMultiWord/newLemma=u.s.": 0,
+		"SubstituteNodeMultiWord/newLemma=uk": -0.1,
+		"SubstituteNodeMultiWord/newLemma=waste-water": 0.1,
+		"SubstituteNodeMultiWord/newPos=ADJ": 0,
+		"SubstituteNodeMultiWord/newPos=CARD": 0,
+		"SubstituteNodeMultiWord/newPos=NN": 0.5,
+		"SubstituteNodeMultiWord/newPos=NP": 0.19999999999999998,
+		"SubstituteNodeMultiWord/newPos=V": 0,
+		"SubstituteNodeMultiWord/oldLemma='s": 0,
+		"SubstituteNodeMultiWord/oldLemma=1810-1811": -0.1,
+		"SubstituteNodeMultiWord/oldLemma=1900-1946": 0.1,
+		"SubstituteNodeMultiWord/oldLemma=2": 0,
+		"SubstituteNodeMultiWord/oldLemma=25-member": 0,
+		"SubstituteNodeMultiWord/oldLemma=50-mile-wide": 0,
+		"SubstituteNodeMultiWord/oldLemma=6": -0.1,
+		"SubstituteNodeMultiWord/oldLemma=8586-meter": 0,
+		"SubstituteNodeMultiWord/oldLemma=al-khalifa": 0,
+		"SubstituteNodeMultiWord/oldLemma=al-qaida-linked": 0.1,
+		"SubstituteNodeMultiWord/oldLemma=anti-nuclear": 0,
+		"SubstituteNodeMultiWord/oldLemma=auschwitz-birkenau": 0,
+		"SubstituteNodeMultiWord/oldLemma=award-giving": 0,
+		"SubstituteNodeMultiWord/oldLemma=best-known": 0,
+		"SubstituteNodeMultiWord/oldLemma=best-seller": 0,
+		"SubstituteNodeMultiWord/oldLemma=bomb": 0.1,
+		"SubstituteNodeMultiWord/oldLemma=christian-democratic": 0.1,
+		"SubstituteNodeMultiWord/oldLemma=d'ivoire": -0.1,
+		"SubstituteNodeMultiWord/oldLemma=disney": 0.1,
+		"SubstituteNodeMultiWord/oldLemma=ebola-reston": -0.1,
+		"SubstituteNodeMultiWord/oldLemma=egypt-israel": 0.1,
+		"SubstituteNodeMultiWord/oldLemma=fire-related": 0.1,
+		"SubstituteNodeMultiWord/oldLemma=gaulle-anthonics": 0,
+		"SubstituteNodeMultiWord/oldLemma=german-speaking": 0.2,
+		"SubstituteNodeMultiWord/oldLemma=glue": 0.1,
+		"SubstituteNodeMultiWord/oldLemma=hunting": -0.1,
+		"SubstituteNodeMultiWord/oldLemma=israel": 0.1,
+		"SubstituteNodeMultiWord/oldLemma=life-support": 0,
+		"SubstituteNodeMultiWord/oldLemma=life-sustaining": 0.1,
+		"SubstituteNodeMultiWord/oldLemma=mini-robots": 0,
+		"SubstituteNodeMultiWord/oldLemma=month": -0.1,
+		"SubstituteNodeMultiWord/oldLemma=ms.": 0,
+		"SubstituteNodeMultiWord/oldLemma=non-uk": -0.1,
+		"SubstituteNodeMultiWord/oldLemma=oscar-winning": -0.1,
+		"SubstituteNodeMultiWord/oldLemma=owner": 0,
+		"SubstituteNodeMultiWord/oldLemma=president-elect": 0.1,
+		"SubstituteNodeMultiWord/oldLemma=québeckers": 0.1,
+		"SubstituteNodeMultiWord/oldLemma=robot-controlled": 0,
+		"SubstituteNodeMultiWord/oldLemma=seal-hunting": 0,
+		"SubstituteNodeMultiWord/oldLemma=shoemaker": 0,
+		"SubstituteNodeMultiWord/oldLemma=state-owned": 0,
+		"SubstituteNodeMultiWord/oldLemma=tsunami-battered": 0,
+		"SubstituteNodeMultiWord/oldLemma=u.s.-led": 0,
+		"SubstituteNodeMultiWord/oldLemma=us-government": 0,
+		"SubstituteNodeMultiWord/oldLemma=waste": 0.1,
+		"SubstituteNodeMultiWord/oldPos=ADJ": 0.30000000000000004,
+		"SubstituteNodeMultiWord/oldPos=CARD": -0.1,
+		"SubstituteNodeMultiWord/oldPos=NN": 0.1,
+		"SubstituteNodeMultiWord/oldPos=NP": 0.4,
+		"SubstituteNodeMultiWord/oldPos=O": 0,
+		"SubstituteNodeMultiWord/remove words": 0.30000000000000004,
+		"SubstitutionSubtree": 0,
+		"bias": 0.9999999999999997
+		},
+	"default_weight": 0,
+	"learningrate": 0.1,
+	"debug": 0
+}
diff --git a/demos/rtedemo.js b/demos/rtedemo.js
index 298ce4f..5e9c920 100644
--- a/demos/rtedemo.js
+++ b/demos/rtedemo.js
@@ -11,7 +11,7 @@ var opts = {
 			if (pair.task)
 				features[pair.task]=1; 
 			if (pair.hypothesis_length)
-				features.inverse_hypothesis_length = 1 / pair.hypothesis_length;
+				features.InverseHypothesisLength = 1 / pair.hypothesis_length;
 			for (var iStep=0; iStep<pair.proof.length; ++iStep) {
 				var step = pair.proof[iStep];
 				associative.add(features, step);
@@ -30,16 +30,20 @@ for (var iPair=0; iPair<devpairs.length; ++iPair)
 	rte.train(devpairs[iPair], devpairs[iPair].decision);
 rte.save("rte3model");
 
+var rte2 = perceptron(opts);
+rte2.load("rte3model");
+rte = rte2;
 
 console.log("\n\nafter first train: ");
 console.log("test on train data: ");
 console.dir(rte.test_on_train());
+
 console.log("test on test data: ");
 rte.test_start();
 for (var iPair=0; iPair<testpairs.length; ++iPair)
 	rte.test(testpairs[iPair], testpairs[iPair].decision);
 console.dir(rte.test_results());
-for (var i=1; i<=20; ++i) {
+for (var i=1; i<=10; ++i) {
 	rte.retrain();
 	if (i==1 || i==10 || i==20) {
 		console.log("\n\nafter retrain "+i+":");
diff --git a/perceptron_associative.js b/perceptron_associative.js
index b30fe94..fed702d 100644
--- a/perceptron_associative.js
+++ b/perceptron_associative.js
@@ -10,8 +10,6 @@ var associative = require("./associative");
  *	<li>debug 
  *	<li>weights: initial weights (if not given, initialized to default_weight).
  *  <li>default_weight: default weight for a newly discovered feature (default = 0).
- *	<li>threshold: defaults to 1.
- *	<li>bias: initial weight of threshold. defaults to 1. 
  *	<li>learningrate: defaults to 0.1.
  *	<li>feature_extractor: function that converts input samples to feature arrays. If not given, the input sample itself is treated as an associative array of features.
  * 
@@ -29,12 +27,6 @@ function PerceptronAssociative(opts) {
 	var default_weight = 'default_weight' in opts
 		? opts.default_weight
 		: 0;
-	var threshold = 'threshold' in opts
-		? opts.threshold
-		: 1
-	var bias = 'bias' in opts	
-		? opts.bias 
-		: 1
 	var use_averaging = 'use_averaging' in opts
 		? opts.use_averaging
 		: false
@@ -60,14 +52,15 @@ function PerceptronAssociative(opts) {
 
 		save: function(folder) {
 			mkpath.sync(folder);
-			fs.writeFileSync(folder+"/opts.json", JSON.stringify({
-					weights: weights,
-					default_weight: default_weight,
-					threshold: threshold, 
-					learningrate: learningrate, 
-					debug: debug, 
-					feature_extractor: feature_extractor
-				},null,"\t")
+			fs.writeFileSync(folder+"/opts.json", "{\n"+
+					'\t"debug": '+debug+"\n,"+ 
+					'\t"weights": '+associative.stringify_sorted(weights, "\n\t\t")+",\n"+
+					'\t"weights_sum": '+associative.stringify_sorted(weights_sum, "\n\t\t")+",\n"+
+					'\t"default_weight": '+default_weight+",\n"+
+					'\t"use_averaging": '+use_averaging+",\n"+
+					//'\t"feature_extractor": "'+feature_extractor.toString().replace(/\n/g," ")+'",\n'+
+					'\t"learningrate": '+learningrate+"\n"+
+				"}\n"
 			);
 			fs.writeFileSync(folder+"/data.json", JSON.stringify(data,null,"\t"));
 		},
@@ -76,11 +69,23 @@ function PerceptronAssociative(opts) {
 			data = JSON.parse(fs.readFileSync(folder+"/data.json"));
 			opts = JSON.parse(fs.readFileSync(folder+"/opts.json"));
 			api.weights = weights = opts.weights;
+			weights_sum = opts.weights_sum;
 			default_weight = opts.default_weight;
-			threshold = opts.threshold;
 			learningrate = opts.learningrate;
+			use_averaging = opts.use_averaging;
 			debug = opts.debug;
-			feature_extractor = opts.feature_extractor;
+			//feature_extractor = eval(opts.feature_extractor);
+		},
+		
+		normalized_features: function (inputs) {
+			if (feature_extractor)	{
+				var features = {};
+				feature_extractor(inputs, features);
+			} else {
+				var features = inputs;
+			}
+			features['bias'] = 1;
+			return features;
 		},
 
 		/**
@@ -102,30 +107,24 @@ function PerceptronAssociative(opts) {
 		 * @param expected the classification value for that sample (0 or 1)
 		 * @return true if the input sample got its correct classification (i.e. no change made).
 		 */
-		train_features: function(inputs, expected) {
-			//if (debug) console.log('train_features: ', inputs, ' weights: ',weights);
-			for (feature in inputs) {
+		train_features: function(features, expected) {
+			for (feature in features) {
 				if (!(feature in weights)) {
 					weights[feature] = default_weight;
 				}
 			}
 
-			if (!('threshold' in weights)) {
-				weights['threshold'] = bias;
-			}
+			var result = api.perceive_features(features, /*net=*/false, weights); // always use the running 'weights' vector for training, and NOT the weights_sum!
 
-			var result = api.perceive_features(inputs, /*net=*/false, weights); // always use the running 'weights' vector for training, and NOT the weights_sum!
-			
-			data.push({features: inputs, classification: expected/*, prev: result*/})
+			data.push({features: features, classification: expected/*, prev: result*/})
 
-			if (debug) console.log('> training ',inputs,', expecting: ',expected, ' got: ', result)
+			if (debug) console.log('> training ',features,', expecting: ',expected, ' got: ', result);
 
 			if (result != expected) {
 				// Current model is incorrect - adjustment needed!
-				if (debug) console.log('> adjusting weights...', weights, inputs);
-				for (var feature in inputs) 
-					api.adjust(result, expected, inputs[feature], feature);
-				api.adjust(result, expected, threshold, 'threshold');
+				if (debug) console.log('> adjusting weights...', weights, features);
+				for (var feature in features) 
+					api.adjust(result, expected, features[feature], feature);
 				if (debug) console.log(' -> weights:', weights)
 			}
 			if (use_averaging) associative.add(weights_sum, weights);
@@ -139,13 +138,7 @@ function PerceptronAssociative(opts) {
 		 * @return true if the input sample got its correct classification (i.e. no change made).
 		 */
 		train: function(inputs, expected) {
-			if (feature_extractor)	{
-				var features = {};
-				feature_extractor(inputs, features);
-			} else {
-				var features = inputs;
-			} 
-			return api.train_features(features, expected);
+			return api.train_features(api.normalized_features(inputs), expected);
 		},
 
 
@@ -167,17 +160,9 @@ function PerceptronAssociative(opts) {
 		 * @param net if true, return the net classification value. If false [default], return 0 or 1.
 		 * @return the classification of the sample.
 		 */
-		perceive_features: function(inputs, net, weights_for_classification) {
-			var result = 0
-			for (var feature in inputs) {
-				if (feature in weights_for_classification) {
-					result += inputs[feature] * weights_for_classification[feature]
-				} else {
-					/* the sample contains a feature that was never seen in training - ignore it for now */ 
-				}
-			}
-			result += threshold * weights_for_classification['threshold']
-			if (debug) console.log("> perceive_features ",inputs," = ",result);
+		perceive_features: function(features, net, weights_for_classification) {
+			var result = associative.inner_product(features, weights_for_classification);
+			if (debug) console.log("> perceive_features ",features," = ",result);
 			return net
 				? result
 				: result > 0 ? 1 : 0
@@ -189,13 +174,7 @@ function PerceptronAssociative(opts) {
 		 * @return the classification of the sample.
 		 */
 		perceive: function(inputs, net) {
-			if (feature_extractor)	{
-				var features = {};
-				feature_extractor(inputs, features);
-			} else {
-				var features = inputs;
-			}
-			return api.perceive_features(features, net,
+			return api.perceive_features(api.normalized_features(inputs), net,
 				(use_averaging? weights_sum: weights) );
 		},
 		
@@ -208,14 +187,6 @@ function PerceptronAssociative(opts) {
 				FN: 0
 			};
 		},
-		
-		test_results: function() {
-			test_stats.Accuracy = (test_stats.TP+test_stats.TN)/(test_stats.count);
-			test_stats.Precision = test_stats.TP/(test_stats.TP+test_stats.FP);
-			test_stats.Recall = test_stats.TP/(test_stats.TP+test_stats.FN);
-			test_stats.F1 = 2/(1/test_stats.Recall+1/test_stats.Precision);
-			return test_stats;
-		},
 
 		test_features: function(features,expected) {
 			var actual = api.perceive_features(features, /*net=*/false, 
@@ -232,14 +203,17 @@ function PerceptronAssociative(opts) {
 		 * @return statistics about the test.
 		 */
 		test: function(inputs, expected) {
-			if (feature_extractor)	{
-				var features = {};
-				feature_extractor(inputs, features);
-			} else {
-				var features = inputs;
-			}
-			api.test_features(features, expected);
+			api.test_features(api.normalized_features(inputs), expected);
 		},
+		
+		test_results: function() {
+			test_stats.Accuracy = (test_stats.TP+test_stats.TN)/(test_stats.count);
+			test_stats.Precision = test_stats.TP/(test_stats.TP+test_stats.FP);
+			test_stats.Recall = test_stats.TP/(test_stats.TP+test_stats.FN);
+			test_stats.F1 = 2/(1/test_stats.Recall+1/test_stats.Precision);
+			return test_stats;
+		},
+
 
 		/**
 		 * Run through all past training samples, and use them for testing.

From 84af68fd808d3374f6b0a45859ebba8c6c0e33c1 Mon Sep 17 00:00:00 2001
From: erelsgl <erelsgl@gmail.com>
Date: Mon, 3 Jun 2013 15:22:36 +0300
Subject: [PATCH 7/9] remove unneeded files

---
 demos/rte3model2/data.json | 23333 -----------------------------------
 demos/rte3model2/opts.json |  1788 ---
 2 files changed, 25121 deletions(-)
 delete mode 100644 demos/rte3model2/data.json
 delete mode 100644 demos/rte3model2/opts.json

diff --git a/demos/rte3model2/data.json b/demos/rte3model2/data.json
deleted file mode 100644
index 4c88e69..0000000
--- a/demos/rte3model2/data.json
+++ /dev/null
@@ -1,23333 +0,0 @@
-[
-	{
-		"features": {
-			"IE": 1,
-			"InverseHypothesisLength": 0.2,
-			"InsertNode": 1,
-			"InsertNode/pos=O": 1,
-			"InsertNode/lemma=to": 1,
-			"InsertNode/Exist in Pair": 1,
-			"InsertNode/cost": 9.567,
-			"MoveNode": 2,
-			"MoveNode/change context": 2,
-			"MoveNode/cost": 8,
-			"bias": 1
-		},
-		"classification": 1
-	},
-	{
-		"features": {
-			"IE": 1,
-			"InverseHypothesisLength": 0.2,
-			"MoveNode": 3,
-			"MoveNode/predicate-truth justified": 1,
-			"InsertNode": 2,
-			"InsertNode/pos=PUNC": 1,
-			"InsertNode/lemma=.": 1,
-			"InsertNode/Empty Word": 1,
-			"SubstituteNode": 1,
-			"SubstituteNode/oldPos=NP": 1,
-			"SubstituteNode/oldLemma=us9400000000": 1,
-			"SubstituteNode/newPos=NP": 1,
-			"SubstituteNode/newLemma=us27500000000": 1,
-			"SubstituteNode/EDIT_DISTANCE_PLUGIN": 1,
-			"MoveNode/MOVE_CHANGE_RELATION_WEAK_PLUGIN": 1,
-			"InsertNode/pos=NN": 1,
-			"InsertNode/lemma=cost": 1,
-			"InsertNode/content word": 1,
-			"InsertNode/cost": 7.5263,
-			"MoveNode/change context": 1,
-			"MoveNode/cost": 7,
-			"bias": 1
-		},
-		"classification": 0
-	},
-	{
-		"features": {
-			"IE": 1,
-			"InverseHypothesisLength": 0.1,
-			"RuleSubstituteNode": 1,
-			"RuleSubstituteNode/oldPos=NN": 1,
-			"RuleSubstituteNode/oldLemma=production": 1,
-			"RuleSubstituteNode/newPos=V": 1,
-			"RuleSubstituteNode/newLemma=produce": 1,
-			"RuleSubstituteNode/ruleBaseName=CATVAR": 1,
-			"MoveNode": 3,
-			"MoveNode/predicate-truth justified": 1,
-			"InsertNode": 8,
-			"InsertNode/pos=PUNC": 3,
-			"InsertNode/lemma=.": 1,
-			"InsertNode/Empty Word": 3,
-			"InsertNode/lemma=''": 1,
-			"InsertNode/lemma=``": 1,
-			"InsertNode/pos=V": 1,
-			"InsertNode/lemma=be": 1,
-			"InsertNode/Exist in Pair": 5,
-			"InsertNode/cost": 25.2834,
-			"InsertNode/pos=PP": 1,
-			"InsertNode/lemma=in": 1,
-			"InsertNode/pos=NP": 3,
-			"InsertNode/lemma=london": 1,
-			"InsertNode/Named Entity": 1,
-			"InsertNode/content word": 3,
-			"MoveNode/change context": 2,
-			"MoveNode/cost": 10,
-			"InsertNode/lemma=a": 1,
-			"InsertNode/lemma=necktie": 1,
-			"bias": 1
-		},
-		"classification": 0
-	},
-	{
-		"features": {
-			"IE": 1,
-			"InverseHypothesisLength": 0.14285714285714285,
-			"MoveNode": 1,
-			"MoveNode/predicate-truth justified": 1,
-			"InsertNode": 7,
-			"InsertNode/pos=PUNC": 3,
-			"InsertNode/lemma=.": 1,
-			"InsertNode/Empty Word": 3,
-			"InsertNode/lemma=''": 1,
-			"InsertNode/lemma=``": 1,
-			"InsertNode/pos=V": 1,
-			"InsertNode/lemma=be": 1,
-			"InsertNode/Exist in Pair": 4,
-			"InsertNode/cost": 18.0809,
-			"InsertNode/pos=NP": 2,
-			"InsertNode/lemma=girl": 1,
-			"InsertNode/content word": 2,
-			"InsertNode/pos=ART": 1,
-			"InsertNode/lemma=the": 1,
-			"InsertNode/positive determiner": 1,
-			"InsertNode/lemma=extra": 1,
-			"bias": 1
-		},
-		"classification": 1
-	},
-	{
-		"features": {
-			"IE": 1,
-			"InverseHypothesisLength": 0.125,
-			"InsertNode": 3,
-			"InsertNode/pos=NN": 1,
-			"InsertNode/lemma=die": 1,
-			"InsertNode/content word": 1,
-			"InsertNode/cost": 13.643999999999998,
-			"InsertNode/pos=PUNC": 1,
-			"InsertNode/lemma=.": 1,
-			"InsertNode/Empty Word": 1,
-			"InsertNode/pos=PP": 1,
-			"InsertNode/lemma=in": 1,
-			"InsertNode/Exist in Pair": 1,
-			"SubstituteNode": 1,
-			"SubstituteNode/oldPos=NN": 1,
-			"SubstituteNode/oldLemma=collision": 1,
-			"SubstituteNode/newPos=NN": 1,
-			"SubstituteNode/newLemma=collision": 1,
-			"SubstituteNode/Change predicate truth [U->P]": 1,
-			"MoveNode": 3,
-			"MoveNode/change context": 2,
-			"MoveNode/cost": 16,
-			"MoveNode/MOVE_PREPOSITION_PHRASE_PLUGIN": 1,
-			"bias": 1
-		},
-		"classification": 1
-	},
-	{
-		"features": {
-			"IE": 1,
-			"InverseHypothesisLength": 0.1111111111111111,
-			"RuleSubstituteNode": 1,
-			"RuleSubstituteNode/oldPos=NN": 1,
-			"RuleSubstituteNode/oldLemma=partnership": 1,
-			"RuleSubstituteNode/newPos=N": 1,
-			"RuleSubstituteNode/newLemma=partner": 1,
-			"RuleSubstituteNode/ruleBaseName=CATVAR": 1,
-			"MoveNode": 3,
-			"MoveNode/MOVE_TO_ROOT_PLUGIN": 1,
-			"InsertNode": 6,
-			"InsertNode/pos=PUNC": 1,
-			"InsertNode/lemma=.": 1,
-			"InsertNode/Empty Word": 1,
-			"InsertNode/pos=PP": 1,
-			"InsertNode/lemma=of": 1,
-			"InsertNode/Exist in Pair": 4,
-			"InsertNode/cost": 22.2137,
-			"InsertNode/pos=V": 1,
-			"InsertNode/lemma=be": 1,
-			"MoveNode/change context": 2,
-			"MoveNode/cost": 8,
-			"InsertNode/pos=NP": 2,
-			"InsertNode/lemma=procter": 1,
-			"InsertNode/content word": 2,
-			"InsertNode/pos=CONJ": 1,
-			"InsertNode/lemma=and": 1,
-			"InsertNode/lemma=gamble": 1,
-			"bias": 1
-		},
-		"classification": 0
-	},
-	{
-		"features": {
-			"IE": 1,
-			"InverseHypothesisLength": 0.1,
-			"MoveNode": 4,
-			"MoveNode/predicate-truth justified": 1,
-			"InsertNode": 4,
-			"InsertNode/pos=PUNC": 1,
-			"InsertNode/lemma=.": 1,
-			"InsertNode/Empty Word": 1,
-			"InsertNode/pos=CONJ": 1,
-			"InsertNode/lemma=and": 1,
-			"InsertNode/Exist in Pair": 1,
-			"InsertNode/cost": 15.578800000000001,
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-			"InsertNode/pos=V": 1,
-			"InsertNode/lemma=be": 1,
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-			"InsertNode/lemma=on": 1,
-			"MoveNode/change context": 2,
-			"MoveNode/cost": 10,
-			"bias": 1
-		},
-		"classification": 1
-	},
-	{
-		"features": {
-			"IE": 1,
-			"InverseHypothesisLength": 0.2,
-			"RuleSubstituteNode": 1,
-			"RuleSubstituteNode/oldPos=NN": 1,
-			"RuleSubstituteNode/oldLemma=approval": 1,
-			"RuleSubstituteNode/newPos=V": 1,
-			"RuleSubstituteNode/newLemma=approve": 1,
-			"RuleSubstituteNode/ruleBaseName=WORDNET": 1,
-			"Rule": 1,
-			"Rule/cost": 1.0323,
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-			"InsertNode/pos=NN": 1,
-			"InsertNode/lemma=%": 1,
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-			"InsertNode/pos=PUNC": 1,
-			"InsertNode/lemma=.": 1,
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-			"InsertNode/lemma=of": 1,
-			"InsertNode/cost": 18,
-			"MoveNode/change context": 1,
-			"MoveNode/cost": 9,
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-			"InsertNode/Exist in Pair": 1,
-			"InsertNode/number": 1,
-			"bias": 1
-		},
-		"classification": 0
-	},
-	{
-		"features": {
-			"IE": 1,
-			"InverseHypothesisLength": 0.125,
-			"InsertNode": 5,
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-			"InsertNode/content word": 2,
-			"InsertNode/cost": 16.9851,
-			"MoveNode": 2,
-			"MoveNode/MOVE_PREPOSITION_PHRASE_PLUGIN": 1,
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-			"InsertNode/lemma=.": 1,
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-			"MoveNode/change context": 1,
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-			"InsertNode/pos=ART": 1,
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-			"InsertNode/positive determiner": 1,
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-			"InsertNode/lemma=complete": 1,
-			"bias": 1
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-		"classification": 0
-	},
-	{
-		"features": {
-			"IE": 1,
-			"InverseHypothesisLength": 0.09090909090909091,
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-			"InsertNode/content verb": 1,
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-			"InsertNode/cost": 36.0574,
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-			"InsertNode/lemma=.": 1,
-			"InsertNode/Empty Word": 1,
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-			"InsertNode/lemma=a": 1,
-			"InsertNode/positive determiner": 1,
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-			"InsertNode/lemma=pro-women": 1,
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-		"classification": 0
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-	{
-		"features": {
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-			"InverseHypothesisLength": 0.16666666666666666,
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-			"InsertNode/cost": 15.4466,
-			"InsertNode/lemma=be": 1,
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-			"InsertNode/lemma=.": 1,
-			"InsertNode/Empty Word": 1,
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-			"InsertNode/Named Entity": 1,
-			"Rule": 1,
-			"Rule/cost": 9.1029,
-			"MoveNode": 1,
-			"MoveNode/change context": 1,
-			"MoveNode/cost": 7,
-			"bias": 1
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-		"classification": 0
-	},
-	{
-		"features": {
-			"IE": 1,
-			"InverseHypothesisLength": 0.1111111111111111,
-			"MoveNode": 3,
-			"MoveNode/MOVE_TO_ROOT_PLUGIN": 1,
-			"MoveNode/MOVE_PREPOSITION_PHRASE_PLUGIN": 1,
-			"InsertNode": 3,
-			"InsertNode/pos=PUNC": 1,
-			"InsertNode/lemma=.": 1,
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-			"MoveNode/cost": 5,
-			"bias": 1
-		},
-		"classification": 0
-	},
-	{
-		"features": {
-			"IE": 1,
-			"InverseHypothesisLength": 0.16666666666666666,
-			"InsertNode": 2,
-			"InsertNode/pos=V": 1,
-			"InsertNode/lemma=plan": 1,
-			"InsertNode/content verb": 1,
-			"InsertNode/content word": 1,
-			"InsertNode/cost": 7.0248,
-			"InsertNode/pos=PUNC": 1,
-			"InsertNode/lemma=.": 1,
-			"InsertNode/Empty Word": 1,
-			"MoveNode": 2,
-			"MoveNode/change context": 2,
-			"MoveNode/cost": 10,
-			"bias": 1
-		},
-		"classification": 1
-	},
-	{
-		"features": {
-			"IE": 1,
-			"InverseHypothesisLength": 0.25,
-			"InsertNode": 2,
-			"InsertNode/pos=V": 1,
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-			"InsertNode/content verb": 1,
-			"InsertNode/content word": 1,
-			"InsertNode/cost": 8.8341,
-			"InsertNode/pos=PUNC": 1,
-			"InsertNode/lemma=.": 1,
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-			"MoveNode/cost": 12,
-			"bias": 1
-		},
-		"classification": 0
-	},
-	{
-		"features": {
-			"IE": 1,
-			"InverseHypothesisLength": 0.2,
-			"MoveNode": 3,
-			"MoveNode/predicate-truth justified": 1,
-			"InsertNode": 1,
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\ No newline at end of file
diff --git a/demos/rte3model2/opts.json b/demos/rte3model2/opts.json
deleted file mode 100644
index 68fa6fb..0000000
--- a/demos/rte3model2/opts.json
+++ /dev/null
@@ -1,1788 +0,0 @@
-{
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-		"IR": 1.0999999999999999,
-		"InsertNode": -1.8,
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-		"SubstituteNode/oldLemma=wheelchair": 0,
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-		"SubstituteNode/oldLemma=woman": -0.1,
-		"SubstituteNode/oldLemma=world-wide": 0,
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-		"SubstituteNodeMultiWord": 0.7,
-		"SubstituteNodeMultiWord/Multi-Word": 0.7,
-		"SubstituteNodeMultiWord/cost": 3.3277500000000004,
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-		"SubstituteNodeMultiWord/newLemma=1900": 0.1,
-		"SubstituteNodeMultiWord/newLemma=2,45": 0,
-		"SubstituteNodeMultiWord/newLemma=50-mile": 0,
-		"SubstituteNodeMultiWord/newLemma=6-month": -0.2,
-		"SubstituteNodeMultiWord/newLemma=8586": 0,
-		"SubstituteNodeMultiWord/newLemma=al-qaida": 0.1,
-		"SubstituteNodeMultiWord/newLemma=auschwitz": 0,
-		"SubstituteNodeMultiWord/newLemma=award": 0,
-		"SubstituteNodeMultiWord/newLemma=best": 0,
-		"SubstituteNodeMultiWord/newLemma=bomb-handling": 0.1,
-		"SubstituteNodeMultiWord/newLemma=christian": 0.1,
-		"SubstituteNodeMultiWord/newLemma=co-owner": 0,
-		"SubstituteNodeMultiWord/newLemma=ebola": -0.1,
-		"SubstituteNodeMultiWord/newLemma=elect": 0.1,
-		"SubstituteNodeMultiWord/newLemma=euro-disney": 0.1,
-		"SubstituteNodeMultiWord/newLemma=fire": 0.1,
-		"SubstituteNodeMultiWord/newLemma=gaulle": 0,
-		"SubstituteNodeMultiWord/newLemma=german": 0.2,
-		"SubstituteNodeMultiWord/newLemma=glue-sniffing": 0.1,
-		"SubstituteNodeMultiWord/newLemma=government": 0,
-		"SubstituteNodeMultiWord/newLemma=hunting": 0,
-		"SubstituteNodeMultiWord/newLemma=israel-egypt": 0.2,
-		"SubstituteNodeMultiWord/newLemma=ivoire": -0.1,
-		"SubstituteNodeMultiWord/newLemma=khalifa": 0,
-		"SubstituteNodeMultiWord/newLemma=life": 0,
-		"SubstituteNodeMultiWord/newLemma=life-support": 0.1,
-		"SubstituteNodeMultiWord/newLemma=member": 0,
-		"SubstituteNodeMultiWord/newLemma=meter": 0,
-		"SubstituteNodeMultiWord/newLemma=ms": 0,
-		"SubstituteNodeMultiWord/newLemma=nuclear": 0,
-		"SubstituteNodeMultiWord/newLemma=oscar": -0.1,
-		"SubstituteNodeMultiWord/newLemma=québec": 0.1,
-		"SubstituteNodeMultiWord/newLemma=robot": 0,
-		"SubstituteNodeMultiWord/newLemma=robots": 0,
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-		"SubstituteNodeMultiWord/newLemma=seller": 0,
-		"SubstituteNodeMultiWord/newLemma=shoemaker-levy": 0,
-		"SubstituteNodeMultiWord/newLemma=state": 0,
-		"SubstituteNodeMultiWord/newLemma=tsunami": 0,
-		"SubstituteNodeMultiWord/newLemma=u.s.": 0,
-		"SubstituteNodeMultiWord/newLemma=uk": -0.1,
-		"SubstituteNodeMultiWord/newLemma=waste-water": 0.1,
-		"SubstituteNodeMultiWord/newPos=ADJ": 0,
-		"SubstituteNodeMultiWord/newPos=CARD": 0,
-		"SubstituteNodeMultiWord/newPos=NN": 0.5,
-		"SubstituteNodeMultiWord/newPos=NP": 0.19999999999999998,
-		"SubstituteNodeMultiWord/newPos=V": 0,
-		"SubstituteNodeMultiWord/oldLemma='s": 0,
-		"SubstituteNodeMultiWord/oldLemma=1810-1811": -0.1,
-		"SubstituteNodeMultiWord/oldLemma=1900-1946": 0.1,
-		"SubstituteNodeMultiWord/oldLemma=2": 0,
-		"SubstituteNodeMultiWord/oldLemma=25-member": 0,
-		"SubstituteNodeMultiWord/oldLemma=50-mile-wide": 0,
-		"SubstituteNodeMultiWord/oldLemma=6": -0.1,
-		"SubstituteNodeMultiWord/oldLemma=8586-meter": 0,
-		"SubstituteNodeMultiWord/oldLemma=al-khalifa": 0,
-		"SubstituteNodeMultiWord/oldLemma=al-qaida-linked": 0.1,
-		"SubstituteNodeMultiWord/oldLemma=anti-nuclear": 0,
-		"SubstituteNodeMultiWord/oldLemma=auschwitz-birkenau": 0,
-		"SubstituteNodeMultiWord/oldLemma=award-giving": 0,
-		"SubstituteNodeMultiWord/oldLemma=best-known": 0,
-		"SubstituteNodeMultiWord/oldLemma=best-seller": 0,
-		"SubstituteNodeMultiWord/oldLemma=bomb": 0.1,
-		"SubstituteNodeMultiWord/oldLemma=christian-democratic": 0.1,
-		"SubstituteNodeMultiWord/oldLemma=d'ivoire": -0.1,
-		"SubstituteNodeMultiWord/oldLemma=disney": 0.1,
-		"SubstituteNodeMultiWord/oldLemma=ebola-reston": -0.1,
-		"SubstituteNodeMultiWord/oldLemma=egypt-israel": 0.1,
-		"SubstituteNodeMultiWord/oldLemma=fire-related": 0.1,
-		"SubstituteNodeMultiWord/oldLemma=gaulle-anthonics": 0,
-		"SubstituteNodeMultiWord/oldLemma=german-speaking": 0.2,
-		"SubstituteNodeMultiWord/oldLemma=glue": 0.1,
-		"SubstituteNodeMultiWord/oldLemma=hunting": -0.1,
-		"SubstituteNodeMultiWord/oldLemma=israel": 0.1,
-		"SubstituteNodeMultiWord/oldLemma=life-support": 0,
-		"SubstituteNodeMultiWord/oldLemma=life-sustaining": 0.1,
-		"SubstituteNodeMultiWord/oldLemma=mini-robots": 0,
-		"SubstituteNodeMultiWord/oldLemma=month": -0.1,
-		"SubstituteNodeMultiWord/oldLemma=ms.": 0,
-		"SubstituteNodeMultiWord/oldLemma=non-uk": -0.1,
-		"SubstituteNodeMultiWord/oldLemma=oscar-winning": -0.1,
-		"SubstituteNodeMultiWord/oldLemma=owner": 0,
-		"SubstituteNodeMultiWord/oldLemma=president-elect": 0.1,
-		"SubstituteNodeMultiWord/oldLemma=québeckers": 0.1,
-		"SubstituteNodeMultiWord/oldLemma=robot-controlled": 0,
-		"SubstituteNodeMultiWord/oldLemma=seal-hunting": 0,
-		"SubstituteNodeMultiWord/oldLemma=shoemaker": 0,
-		"SubstituteNodeMultiWord/oldLemma=state-owned": 0,
-		"SubstituteNodeMultiWord/oldLemma=tsunami-battered": 0,
-		"SubstituteNodeMultiWord/oldLemma=u.s.-led": 0,
-		"SubstituteNodeMultiWord/oldLemma=us-government": 0,
-		"SubstituteNodeMultiWord/oldLemma=waste": 0.1,
-		"SubstituteNodeMultiWord/oldPos=ADJ": 0.30000000000000004,
-		"SubstituteNodeMultiWord/oldPos=CARD": -0.1,
-		"SubstituteNodeMultiWord/oldPos=NN": 0.1,
-		"SubstituteNodeMultiWord/oldPos=NP": 0.4,
-		"SubstituteNodeMultiWord/oldPos=O": 0,
-		"SubstituteNodeMultiWord/remove words": 0.30000000000000004,
-		"SubstitutionSubtree": 0,
-		"bias": 0.9999999999999997
-		},
-	"default_weight": 0,
-	"learningrate": 0.1,
-	"debug": 0
-}

From 16af6e93d00cf495295305abcde6da68c723e32d Mon Sep 17 00:00:00 2001
From: erelsgl <erelsgl@gmail.com>
Date: Mon, 3 Jun 2013 15:33:19 +0300
Subject: [PATCH 8/9] corrections to perceptron_associative

---
 demos/rtedemo.js          |  3 +-
 perceptron_associative.js | 63 +++++++++++++++++----------------------
 2 files changed, 29 insertions(+), 37 deletions(-)

diff --git a/demos/rtedemo.js b/demos/rtedemo.js
index 5e9c920..0d7b7d5 100644
--- a/demos/rtedemo.js
+++ b/demos/rtedemo.js
@@ -28,8 +28,9 @@ var testpairs = JSON.parse(fs.readFileSync('rte3testproofs.json', 'utf8'));
 
 for (var iPair=0; iPair<devpairs.length; ++iPair)
 	rte.train(devpairs[iPair], devpairs[iPair].decision);
-rte.save("rte3model");
 
+// test save and load:
+rte.save("rte3model");
 var rte2 = perceptron(opts);
 rte2.load("rte3model");
 rte = rte2;
diff --git a/perceptron_associative.js b/perceptron_associative.js
index fed702d..e398c1e 100644
--- a/perceptron_associative.js
+++ b/perceptron_associative.js
@@ -18,27 +18,25 @@ function PerceptronAssociative(opts) {
 	if (this === global) return new PerceptronAssociative(opts);
 	if (!opts) opts = {}
 
-	var debug = 'debug' in opts 
-		? opts.debug 
-		: false;
-	var weights = 'weights' in opts
-		? opts.weights			 /* should be an associative array */
-		: {}
-	var default_weight = 'default_weight' in opts
-		? opts.default_weight
-		: 0;
-	var use_averaging = 'use_averaging' in opts
-		? opts.use_averaging
-		: false
-	var learningrate = 'learningrate' in opts
-		? opts.learningrate
-		: 0.1
+
+	if (!('debug' in opts)) 
+		opts.debug = false; 
+	if (!('default_weight' in opts))
+		opts.default_weight = 0;
+	if (!('use_averaging' in opts))
+		opts.use_averaging = false;
+	if (!('learningrate' in opts))
+		opts.learningrate = 0.1;
+
 	var feature_extractor = 'feature_extractor' in opts
 		? opts.feature_extractor
 		: 0;
 		
+	var weights = 'weights' in opts
+		? opts.weights			 /* should be an associative array */
+		: {}
 	var weights_sum = {};   // for averaging; see http://ciml.info/dl/v0_8/ciml-v0_8-ch03.pdf
-	if (use_averaging) associative.add(weights_sum, weights);
+	if (opts.use_averaging) associative.add(weights_sum, weights);
 
 	var fs = require('fs'), mkpath = require('mkpath');
 
@@ -53,13 +51,9 @@ function PerceptronAssociative(opts) {
 		save: function(folder) {
 			mkpath.sync(folder);
 			fs.writeFileSync(folder+"/opts.json", "{\n"+
-					'\t"debug": '+debug+"\n,"+ 
+					'\t"opts": '+JSON.stringify(opts, null, "\t")+"\n,"+ 
 					'\t"weights": '+associative.stringify_sorted(weights, "\n\t\t")+",\n"+
-					'\t"weights_sum": '+associative.stringify_sorted(weights_sum, "\n\t\t")+",\n"+
-					'\t"default_weight": '+default_weight+",\n"+
-					'\t"use_averaging": '+use_averaging+",\n"+
-					//'\t"feature_extractor": "'+feature_extractor.toString().replace(/\n/g," ")+'",\n'+
-					'\t"learningrate": '+learningrate+"\n"+
+					'\t"weights_sum": '+associative.stringify_sorted(weights_sum, "\n\t\t")+"\n"+
 				"}\n"
 			);
 			fs.writeFileSync(folder+"/data.json", JSON.stringify(data,null,"\t"));
@@ -68,13 +62,10 @@ function PerceptronAssociative(opts) {
 		load: function(folder) {
 			data = JSON.parse(fs.readFileSync(folder+"/data.json"));
 			opts = JSON.parse(fs.readFileSync(folder+"/opts.json"));
+			
 			api.weights = weights = opts.weights;
 			weights_sum = opts.weights_sum;
-			default_weight = opts.default_weight;
-			learningrate = opts.learningrate;
-			use_averaging = opts.use_averaging;
-			debug = opts.debug;
-			//feature_extractor = eval(opts.feature_extractor);
+			opts = opts.opts;
 		},
 		
 		normalized_features: function (inputs) {
@@ -110,7 +101,7 @@ function PerceptronAssociative(opts) {
 		train_features: function(features, expected) {
 			for (feature in features) {
 				if (!(feature in weights)) {
-					weights[feature] = default_weight;
+					weights[feature] = opts.default_weight;
 				}
 			}
 
@@ -118,16 +109,16 @@ function PerceptronAssociative(opts) {
 
 			data.push({features: features, classification: expected/*, prev: result*/})
 
-			if (debug) console.log('> training ',features,', expecting: ',expected, ' got: ', result);
+			if (opts.debug) console.log('> training ',features,', expecting: ',expected, ' got: ', result);
 
 			if (result != expected) {
 				// Current model is incorrect - adjustment needed!
-				if (debug) console.log('> adjusting weights...', weights, features);
+				if (opts.debug) console.log('> adjusting weights...', weights, features);
 				for (var feature in features) 
 					api.adjust(result, expected, features[feature], feature);
-				if (debug) console.log(' -> weights:', weights)
+				if (opts.debug) console.log(' -> weights:', weights)
 			}
-			if (use_averaging) associative.add(weights_sum, weights);
+			if (opts.use_averaging) associative.add(weights_sum, weights);
 			
 			return (result == expected);
 		},
@@ -143,7 +134,7 @@ function PerceptronAssociative(opts) {
 
 
 		adjust: function(result, expected, input, feature) {
-			var delta = api.delta(result, expected, input, learningrate);
+			var delta = api.delta(result, expected, input, opts.learningrate);
 			if (isNaN(delta)) throw new Error('delta is NaN!! result='+result+" expected="+expected+" input="+input+" feature="+feature);
 			weights[feature] += delta;
 			if (isNaN(weights[feature])) throw new Error('weights['+feature+'] went to NaN!! delta='+d);
@@ -162,7 +153,7 @@ function PerceptronAssociative(opts) {
 		 */
 		perceive_features: function(features, net, weights_for_classification) {
 			var result = associative.inner_product(features, weights_for_classification);
-			if (debug) console.log("> perceive_features ",features," = ",result);
+			if (opts.debug) console.log("> perceive_features ",features," = ",result);
 			return net
 				? result
 				: result > 0 ? 1 : 0
@@ -175,7 +166,7 @@ function PerceptronAssociative(opts) {
 		 */
 		perceive: function(inputs, net) {
 			return api.perceive_features(api.normalized_features(inputs), net,
-				(use_averaging? weights_sum: weights) );
+				(opts.use_averaging? weights_sum: weights) );
 		},
 		
 		test_start: function() {
@@ -190,7 +181,7 @@ function PerceptronAssociative(opts) {
 
 		test_features: function(features,expected) {
 			var actual = api.perceive_features(features, /*net=*/false, 
-				(use_averaging? weights_sum: weights) );
+				(opts.use_averaging? weights_sum: weights) );
 			test_stats.count++;
 			if (expected && actual) test_stats.TP++;
 			if (!expected && actual) test_stats.FP++;

From 2a9012c03ea0fb97bd1513a68dd85ba3e6a5f68e Mon Sep 17 00:00:00 2001
From: erelsgl <erelsgl@gmail.com>
Date: Tue, 4 Jun 2013 08:27:04 +0300
Subject: [PATCH 9/9] add option to do normalization

---
 associative.js            | 54 ++++++++++++++++++++++++++++++++++++++-
 demos/rtedemo.js          |  7 ++---
 perceptron_associative.js | 18 ++++++++-----
 3 files changed, 68 insertions(+), 11 deletions(-)

diff --git a/associative.js b/associative.js
index d556354..99b76f3 100644
--- a/associative.js
+++ b/associative.js
@@ -21,7 +21,7 @@ api.add  = function(target, source) {
 /**
  * multiply one associative array by another.
  * @param target [input and output]
- * @param source [input]: will be multiplied to target.
+ * @param source [input]: target will be multiplied by it.
  */
 api.multiply  = function(target, source) {
 	for (var feature in source) {
@@ -31,6 +31,17 @@ api.multiply  = function(target, source) {
 	}
 }
 
+/**
+ * multiply an associative array by a scalar.
+ * @param target [input and output]
+ * @param source [input]: target will be multiplied by it.
+ */
+api.multiply_scalar  = function(target, source) {
+	for (var feature in target) {
+		target[feature] *= source;
+	}
+}
+
 /**
  * calculate the scalar product of the given two arrays.
  * @param features [input]
@@ -49,6 +60,47 @@ api.inner_product = function(features, weights) {
 	return result;
 }
 
+api.sum_of_values = function(weights) {
+	var result = 0;
+	for (var feature in weights)
+		result += weights[feature];
+	return result;
+}
+
+api.sum_of_absolute_values = function(weights) {
+	var result = 0;
+	for (var feature in weights)
+		result += Math.abs(weights[feature]);
+	return result;
+}
+
+api.sum_of_square_values = function(weights) {
+	var result = 0;
+	for (var feature in weights)
+		result += Math.pow(weights[feature],2);
+	return result;
+}
+
+/**
+ * Normalize the given associative array, such that the sum of values is 1.
+ * Unless, of course, the current sum is 0, in which case, nothing is done. 
+ */
+api.normalize_sum_of_values_to_1 = function(features) {
+	var sum = api.sum_of_absolute_values(features);
+	if (sum!=0)
+		api.multiply_scalar(features, 1/sum);
+}
+
+/**
+ * Normalize the given associative array, such that the sum of squares of the values is 1.
+ * Unless, of course, the current sum is 0, in which case, nothing is done. 
+ */
+api.normalize_sum_of_squares_to_1 = function(features) {
+	var sum = api.sum_of_square_values(features);
+	if (sum!=0)
+		api.multiply_scalar(features, 1/Math.sqrt(sum));
+}
+
 
 /**
  * @param array [input]
diff --git a/demos/rtedemo.js b/demos/rtedemo.js
index 0d7b7d5..e0c9a17 100644
--- a/demos/rtedemo.js
+++ b/demos/rtedemo.js
@@ -17,8 +17,9 @@ var opts = {
 				associative.add(features, step);
 			}
 		},
-		learningrate: 0.1,
-		use_averaging: true,
+		learningrate: 1,
+		do_averaging: false,
+		do_normalization: true,
 		debug: 0
 };
 var rte = perceptron(opts);
@@ -33,7 +34,7 @@ for (var iPair=0; iPair<devpairs.length; ++iPair)
 rte.save("rte3model");
 var rte2 = perceptron(opts);
 rte2.load("rte3model");
-rte = rte2;
+//rte = rte2;
 
 console.log("\n\nafter first train: ");
 console.log("test on train data: ");
diff --git a/perceptron_associative.js b/perceptron_associative.js
index e398c1e..069c544 100644
--- a/perceptron_associative.js
+++ b/perceptron_associative.js
@@ -23,8 +23,10 @@ function PerceptronAssociative(opts) {
 		opts.debug = false; 
 	if (!('default_weight' in opts))
 		opts.default_weight = 0;
-	if (!('use_averaging' in opts))
-		opts.use_averaging = false;
+	if (!('do_averaging' in opts))
+		opts.do_averaging = false;
+	if (!('do_normalization' in opts))
+		opts.do_normalization = false;
 	if (!('learningrate' in opts))
 		opts.learningrate = 0.1;
 
@@ -35,8 +37,8 @@ function PerceptronAssociative(opts) {
 	var weights = 'weights' in opts
 		? opts.weights			 /* should be an associative array */
 		: {}
-	var weights_sum = {};   // for averaging; see http://ciml.info/dl/v0_8/ciml-v0_8-ch03.pdf
-	if (opts.use_averaging) associative.add(weights_sum, weights);
+	var weights_sum = {};   // for averaging; see http://ciml.info/dl/v0_8/ciml-v0_8-ch03.pdf . But count only weight vectors with successful predictions (Carvalho and Cohen, 2006).
+	//if (opts.do_averaging) associative.add(weights_sum, weights);
 
 	var fs = require('fs'), mkpath = require('mkpath');
 
@@ -76,6 +78,7 @@ function PerceptronAssociative(opts) {
 				var features = inputs;
 			}
 			features['bias'] = 1;
+			if (opts.do_normalization) associative.normalize_sum_of_values_to_1(features);
 			return features;
 		},
 
@@ -117,8 +120,9 @@ function PerceptronAssociative(opts) {
 				for (var feature in features) 
 					api.adjust(result, expected, features[feature], feature);
 				if (opts.debug) console.log(' -> weights:', weights)
+			} else {
+				if (opts.do_averaging) associative.add(weights_sum, weights);
 			}
-			if (opts.use_averaging) associative.add(weights_sum, weights);
 			
 			return (result == expected);
 		},
@@ -166,7 +170,7 @@ function PerceptronAssociative(opts) {
 		 */
 		perceive: function(inputs, net) {
 			return api.perceive_features(api.normalized_features(inputs), net,
-				(opts.use_averaging? weights_sum: weights) );
+				(opts.do_averaging? weights_sum: weights) );
 		},
 		
 		test_start: function() {
@@ -181,7 +185,7 @@ function PerceptronAssociative(opts) {
 
 		test_features: function(features,expected) {
 			var actual = api.perceive_features(features, /*net=*/false, 
-				(opts.use_averaging? weights_sum: weights) );
+				(opts.do_averaging? weights_sum: weights) );
 			test_stats.count++;
 			if (expected && actual) test_stats.TP++;
 			if (!expected && actual) test_stats.FP++;