diff --git a/shared/client/src/cli.rs b/shared/client/src/cli.rs
index 268ea753a..a0bbb4634 100644
--- a/shared/client/src/cli.rs
+++ b/shared/client/src/cli.rs
@@ -278,12 +278,8 @@ impl TrainArgs {
         let result: Result<Vec<psyche_eval::Task>> = eval_tasks
             .split(",")
             .map(|eval_task| {
-                let fewshot = match eval_task {
-                    "mmlu_pro" => 5,
-                    _ => 0,
-                };
                 tasktype_from_name(eval_task)
-                    .map(|task_type| psyche_eval::Task::new(task_type, fewshot, eval_seed))
+                    .map(|task_type| psyche_eval::Task::new(task_type, 5, eval_seed))
             })
             .collect();
         result
diff --git a/shared/eval/src/harness.rs b/shared/eval/src/harness.rs
index 836cdd728..987ed29fc 100644
--- a/shared/eval/src/harness.rs
+++ b/shared/eval/src/harness.rs
@@ -35,12 +35,7 @@ const TASKS_WITH_ACC_NORM: [&str; 6] = [
     PIQA::name(),
 ];
 
-const TASKS_WITH_ACC_UNCOND: [&str; 4] = [
-    ArcChallenge::name(),
-    ArcEasy::name(),
-    MMLUCF::name(),
-    PIQA::name(),
-];
+const TASKS_WITH_ACC_UNCOND: [&str; 3] = [ArcChallenge::name(), ArcEasy::name(), MMLUCF::name()];
 
 pub enum TaskType {
     LogLikelihood(Box<dyn LogLikelihoodTask>),
@@ -827,7 +822,14 @@ impl PreparedTask {
     }
 
     pub fn main_metric_name(&self) -> &str {
-        if TASKS_WITH_ACC_NORM.contains(&self.name()) {
+        let name = self.name();
+        if name == ArcChallenge::name() || name == MMLUCF::name() {
+            "acc_uncond"
+        } else if name == MMLUPro::name()
+            || name == Hellaswag::name()
+            || name == OpenbookQA::name()
+            || name == PIQA::name()
+        {
             "acc_norm"
         } else {
             "acc"
diff --git a/website/README.md b/website/README.md
index 50bbd5615..6c02128f6 100644
--- a/website/README.md
+++ b/website/README.md
@@ -50,7 +50,7 @@ Optional:
 ### running with the backend pointed to localnet
 
 1. `cd backend`, `pnpm dev-local` in another terminal. This will build the WASM for deserializing the onchain state, build the IDL for interacting with the contracts, and start the backend.
-2. `cd frontend`, `pnpm dev` in another terminal.
+2. `cd frontend`, `pnpm dev-localnet` in another terminal.
 
 ### running with the backend pointing to a non-localnet setup