From e987510588842001381698e12b2f2cfb83c0a6c8 Mon Sep 17 00:00:00 2001
From: Martin Schrimpf <m4rtinsch@gmail.com>
Date: Fri, 5 Jul 2024 10:15:40 +0200
Subject: [PATCH 1/2] add link to benchmark tutorial

---
 .../benchmarks/tutorials/tutorial.html        | 62 +++++++++++--------
 .../tutorials/tutorial_quickstart.html        |  2 +-
 2 files changed, 37 insertions(+), 27 deletions(-)

diff --git a/benchmarks/templates/benchmarks/tutorials/tutorial.html b/benchmarks/templates/benchmarks/tutorials/tutorial.html
index 549364858..4fe9055ee 100644
--- a/benchmarks/templates/benchmarks/tutorials/tutorial.html
+++ b/benchmarks/templates/benchmarks/tutorials/tutorial.html
@@ -2,39 +2,49 @@
 {% load static %}
 
 {% block banner %}
-<h1>Tutorials</h1>
-<p>Your one-stop-shop to get you up and running on Brain-Score in no time. </p>
+    <h1>Tutorials</h1>
+    <p>Your one-stop-shop to get you up and running on Brain-Score in no time. </p>
 {% endblock %}
 
 {% block info_section %}
-  {% include "benchmarks/tutorials/tutorial-info-section.html" %}
+    {% include "benchmarks/tutorials/tutorial-info-section.html" %}
 {% endblock %}
 
 
 {% block content %}
-<div class="box leaderboard-table-component">
-    <div class="columns is-tablet is-variable is-1-tablet">
-        <div class="column is-one-half">
-            <img class="tutorial_main" src="{% static "/benchmarks/img/tutorials/tutorial_main.png" %}" />
-        </div>
-        <div class="column is-one-half tutorial_text">
-            <h3 class="benefits_heading is-size-3-mobile">Welcome!</h3>
-            <p class="benefits_info is-size-5-mobile">
-                We are excited that you are here. Below you will find guides and
-                links on various use cases of the platform. We hope that Brain-Score will enable you to find new
-                insights from models, benchmarks, and integrated scoring.
-            </p>
-            <p class="benefits_info is-size-5-mobile">
-                You can get up and running ASAP with our Quickstart, where you learn how to install Brain-Score on your
-                machine and how to score an existing model on an existing benchmark.
-            </p>
-            <p class="benefits_info is-size-5-mobile">
-                Or, if you are a more seasoned user, you can explore the platform further via our Deep Dive series. Here
-                there are guided overviews of the submission system, as well as instructions on how to submit plugins.
-            </p>
-            <a href="http{% if request.is_secure %}s{% endif %}://{{ request.get_host }}/tutorial/quickstart"><button class="button button-primary tutorial">Quickstart</button></a>
-            <a href="http{% if request.is_secure %}s{% endif %}://{{ request.get_host }}/tutorial/deepdive_1"><button class="button button-primary tutorial">Dive Deeper</button></a>
+    <div class="box leaderboard-table-component">
+        <div class="columns is-tablet is-variable is-1-tablet">
+            <div class="column is-one-half">
+                <img class="tutorial_main" src="{% static "/benchmarks/img/tutorials/tutorial_main.png" %}"/>
+            </div>
+            <div class="column is-one-half tutorial_text">
+                <h3 class="benefits_heading is-size-3-mobile">Welcome!</h3>
+                <p class="benefits_info is-size-5-mobile">
+                    We are excited that you are here. Below you will find guides and
+                    links on various use cases of the platform. We hope that Brain-Score will enable you to find new
+                    insights from models, benchmarks, and integrated scoring.
+                </p>
+                <p class="benefits_info is-size-5-mobile">
+                    You can get up and running ASAP with our Quickstart, where you learn how to install Brain-Score on
+                    your
+                    machine and how to score an existing model on an existing benchmark.
+                </p>
+                <p class="benefits_info is-size-5-mobile">
+                    Or, if you are a more seasoned user, you can explore the platform further via our Deep Dive series.
+                    Here
+                    there are guided overviews of the submission system, as well as instructions on how to submit
+                    plugins.
+                </p>
+                <a href="http{% if request.is_secure %}s{% endif %}://{{ request.get_host }}/tutorial/quickstart">
+                    <button class="button button-primary tutorial">Quickstart</button>
+                </a>
+                <a href="http{% if request.is_secure %}s{% endif %}://{{ request.get_host }}/tutorial/deepdive_1">
+                    <button class="button button-primary tutorial">Model Deep Dive</button>
+                </a>
+                <a href="https://brain-score.readthedocs.io/en/latest/modules/benchmark_tutorial.html">
+                    <button class="button button-primary tutorial">Benchmark Deep Dive</button>
+                </a>
+            </div>
         </div>
     </div>
-</div>
 {% endblock %}
diff --git a/benchmarks/templates/benchmarks/tutorials/tutorial_quickstart.html b/benchmarks/templates/benchmarks/tutorials/tutorial_quickstart.html
index 8c30149cb..78144c8cc 100644
--- a/benchmarks/templates/benchmarks/tutorials/tutorial_quickstart.html
+++ b/benchmarks/templates/benchmarks/tutorials/tutorial_quickstart.html
@@ -141,7 +141,7 @@ <h3 class="benefits_heading is-size-3-mobile">Further Learning Resources</h3>
     </div>
 </div>
 <div class="box leaderboard-table-component">
-    <h3 class="benefits_heading is-size-3-mobile">Optional: Scoring a Language Model</h3>
+    <h3 class="benefits_heading is-size-3-mobile">Scoring a Language Model</h3>
         <p class="benefits_info is-size-5-mobile shorter">
             The process is very similar for scoring a language model. First, install the needed packages in Step 1 above,
             but just change all occurrences of vision to language, i.e:

From ce2a891ef3f0a319402e281779f03573b6166243 Mon Sep 17 00:00:00 2001
From: Martin Schrimpf <m4rtinsch@gmail.com>
Date: Fri, 5 Jul 2024 10:32:36 +0200
Subject: [PATCH 2/2] re-arrange tutorial links

---
 .../benchmarks/tutorials/tutorial.html        | 24 +++++++++----------
 .../tutorials/tutorial_quickstart.html        | 17 ++++++++-----
 2 files changed, 23 insertions(+), 18 deletions(-)

diff --git a/benchmarks/templates/benchmarks/tutorials/tutorial.html b/benchmarks/templates/benchmarks/tutorials/tutorial.html
index 4fe9055ee..5ce396216 100644
--- a/benchmarks/templates/benchmarks/tutorials/tutorial.html
+++ b/benchmarks/templates/benchmarks/tutorials/tutorial.html
@@ -20,24 +20,24 @@ <h1>Tutorials</h1>
             <div class="column is-one-half tutorial_text">
                 <h3 class="benefits_heading is-size-3-mobile">Welcome!</h3>
                 <p class="benefits_info is-size-5-mobile">
-                    We are excited that you are here. Below you will find guides and
-                    links on various use cases of the platform. We hope that Brain-Score will enable you to find new
-                    insights from models, benchmarks, and integrated scoring.
+                    We are excited that you are here.
+                    Below you will find guides and links on various use cases of the platform.
+                    We hope that Brain-Score will enable you to
+                    find new insights from models, benchmarks, and integrated scoring.
                 </p>
                 <p class="benefits_info is-size-5-mobile">
-                    You can get up and running ASAP with our Quickstart, where you learn how to install Brain-Score on
-                    your
-                    machine and how to score an existing model on an existing benchmark.
-                </p>
-                <p class="benefits_info is-size-5-mobile">
-                    Or, if you are a more seasoned user, you can explore the platform further via our Deep Dive series.
-                    Here
-                    there are guided overviews of the submission system, as well as instructions on how to submit
-                    plugins.
+                    You can get up and running ASAP with our Quickstart, where you learn
+                    how to install Brain-Score on your machine and
+                    how to score an existing model on an existing benchmark.
                 </p>
                 <a href="http{% if request.is_secure %}s{% endif %}://{{ request.get_host }}/tutorial/quickstart">
                     <button class="button button-primary tutorial">Quickstart</button>
                 </a>
+                <p class="benefits_info is-size-5-mobile">
+                    Or, if you are a more seasoned user, you can explore the platform further via our Deep Dive series.
+                    This includes guided overviews of the submission system,
+                    as well as instructions on how to submit model and benchmark plugins.
+                </p>
                 <a href="http{% if request.is_secure %}s{% endif %}://{{ request.get_host }}/tutorial/deepdive_1">
                     <button class="button button-primary tutorial">Model Deep Dive</button>
                 </a>
diff --git a/benchmarks/templates/benchmarks/tutorials/tutorial_quickstart.html b/benchmarks/templates/benchmarks/tutorials/tutorial_quickstart.html
index 78144c8cc..465d7bdb3 100644
--- a/benchmarks/templates/benchmarks/tutorials/tutorial_quickstart.html
+++ b/benchmarks/templates/benchmarks/tutorials/tutorial_quickstart.html
@@ -118,21 +118,26 @@ <h3 class="benefits_heading is-size-3-mobile">Further Learning Resources</h3>
     <div class="columns is-tablet is-variable is-1-tablet">
         <div class="column is-one-half tutorial_text">
             <p class="benefits_info is-size-5-mobile shorter">
-                If you would like to know more about Brain-Score, please visit our Deep Dive series! These are guided tours
-                that walk you through how to put Brain-Score to work for you.
+                If you would like to know more about Brain-Score, please visit our Deep Dive series!
+                These are guided tours that walk you through how to put Brain-Score to work for you.
             </p>
             <p class="benefits_info is-size-5-mobile shorter">
                 In <a href="http{% if request.is_secure %}s{% endif %}://{{ request.get_host }}/tutorial/deepdive_1">Deep Dive 1</a>,
-                we will cover the submission package, and you can use this as a formatting guide for
+                we will cover the model submission package, and you can use this as a formatting guide for
                 your future submissions.
             </p>
             <p class="benefits_info is-size-5-mobile shorter">
                 In <a href="http{% if request.is_secure %}s{% endif %}://{{ request.get_host }}/tutorial/deepdive_2">Deep Dive 2</a>,
-                we will walkthough what a custom model submission looks like, and how to submit one.
+                we will walk through what a custom model submission looks like, and how to submit one.
             </p>
             <p class="benefits_info is-size-5-mobile shorter">
-                Finally, in <a href="http{% if request.is_secure %}s{% endif %}://{{ request.get_host }}/tutorial/deepdive_3">Deep Dive 3</a>,
-                we will cover how to submit a plugin via a Github Pull Request (PR).
+                In <a href="http{% if request.is_secure %}s{% endif %}://{{ request.get_host }}/tutorial/deepdive_3">Deep Dive 3</a>,
+                we will cover how to submit a model plugin via a Github Pull Request (PR).
+            </p>
+            <p class="benefits_info is-size-5-mobile shorter">
+                Finally, in the
+                <a href="https://brain-score.readthedocs.io/en/latest/modules/benchmark_tutorial.html">Benchmark Tutorial</a>,
+                we describe how to prepare data and stimuli for a benchmark submission.
             </p>
         </div>
         <div class="column is-one-half">