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CS336 Spring 2025 Assignment 5 (Alignment) Leaderboard

To submit to the leaderboard, submit a pull request that adds your results to the Markdown table below. The table should be sorted by decreasing accuracy.

The top 3 submissions will receive a prize at the end of the quarter. To make this fair, we will reorder the top 5 scoring students based on our reproduced training runs. Make sure you save a snapshot of your best design so it can be reproduced by us! We will reach out to the top 5 students after results have stabilized.

In your pull request description, you should include:

  • The final validation accuracy recorded over the entire validation set
  • A link to an associated learning curve that clearly shows wallclock-time. You may either upload an image directly to the repo (use the ./images) folder or link to a publicly-viewable plot from a service like Weights and Biases.
  • A description of what you did

Accuracy across the entire MATH validation set

Name Validation Accuracy Link Rank after Verification
Christine Ye 68.75% Wandb
atj10 67.12% Wandb 2nd
Yihan Lai 66.5% Wandb 3rd
Tony Ye 65.88% Wandb 1st
Jay Shenoy 64.64% Wandb
Ayush Agrawal 64.28% Wandb
Suze van Adrichem 63.78% Wandb
Stephen Ge 63.04% Wandb
Hongyue Li 62.4% image
Joonhyuk Lee 62.24% Wandb
Divija Hasteer 62.07% Wandb
Michael Bereket 61.8% Wandb
Prateek Varshney 61.5% Wandb
Harry Shin 60.7% Wandb
Kyler Wang 58.92% Wandb
Rafael Prado Basto 58.59% link
Puheng Li 58.1% Wandb
Angela Liu 58.02% Wandb
Karthik Dharmarajan 57.70% Wandb
Ramgopal Venkateswaran 57.38% Wandb
Pinlin (Calvin) Xu 56.24% Wandb
Adam Zhao 56.04% https://api.wandb.ai/links/zhao1adam-stanford-university/xntcnjj7
Sally Zhu 53.96% Wandb
Ayush Alag 53.66% Wandb
Ashish Rao 53.42% Wandb
Joshua Kazdan 53.28% Wandb
Ziqing Huang 52.48% Wandb
Matthew Noto 50.96% Wandb
Varun Desai 50.90% Wandb
Angikar Ghosal 50.80% Wandb
Milan Rohatgi 50.78% Wandb
Arnuv Tandon 50.54% Wandb
Krish Parikh 50.11% link
Brandon Snider 48.83% Wandb
Aryaman Arora 47.12% Wandb
Radostin Cholakov 46.06% WandB
Ken Liu 44.63% Wandb
Harshvardhan Agarwal 43.56% Wandb
Katherine Li 43.46% wandb
Tejas Narayanan 43.30% Wandb
Ryan Zhao 42.48% wandb
Christopher Chou 42.44% wandb
Shiny Weng 41.60% wandb
Herumb Shandilya 41.26% wandb
naive baseline 40.00% Verified
William Huang 26.36% wandb
Brendan McLaughlin 24.31% wandb

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