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CS336 Spring 2025 Assignment 1 (Basics) 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 increasing loss.

Note that your submission can run for at most 1.5 hours on an H100, and that you may only use the OpenWebText training dataset that we provide.

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 code 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 loss that was recorded
  • A link to an associated learning curve that clearly shows a wallclock-time x-axis that is less than 1.5 hours . 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

OpenWebText (subsample) validation loss leaderboard

Name Validation Loss Link Verification status (leave empty)
Herman Brunborg 3.0117 https://api.wandb.ai/links/brunborg-cs336/igorg097
Brandon Snider 3.109 https://api.wandb.ai/links/brandon-snider-stanford-university/v8n2t4py
Stephen Ge 3.111 https://api.wandb.ai/links/stephenge/cc9sewxe
Joe Li 3.19406 Validation loss curve
Tejas Narayanan 3.22 https://api.wandb.ai/links/tejas-narayanan/n8itavzy
Ayush Agrawal 3.261 https://api.wandb.ai/links/ayushag2410/mcbnccjr
Puheng Li 3.268 https://api.wandb.ai/links/puhengli-stanford-university/s1cokosj
Hongyue Li 3.27 Validation loss curve
Christine Ye 3.283 https://api.wandb.ai/links/christineye/dhqwbfqa
I-han Lai 3.29 https://wandb.ai/ihan-lai0924-stanford-university/cs336_hw1/reports/owt-validation-loss-25-04-18-01-16-13---VmlldzoxMjM1MjYwNA
Prateek 3.29 https://wandb.ai/stanfordcs/OWT%20Experiments/reports/--VmlldzoxMjM2NjQ2MQ
Pinlin [Calvin] Xu 3.29688 https://api.wandb.ai/links/pinlinxu-lab/rv9m2oqq
Varun Desai 3.298 https://wandb.ai/vdesai10/owt_leaderboard/reports/Final-Leaderboard-Submission-Varun--VmlldzoxMjM2NjQ3NA?accessToken=ylvoskxok1cnhegx1i4gziphtc5eih16ylza2buzy13y1uoll58h7jhndr4dviq5
Michael Bereket 3.30 https://api.wandb.ai/links/mbereket/srr1jc5b
Jack Hsieh 3.3001 https://wandb.ai/jackellishsieh-stanford-university/cs336-assignment1/runs/ohdb5e0v/panel/mc4jbfhrm?nw=nwuserjackellishsieh
Suze van Adrichem 3.3134 https://api.wandb.ai/links/suzevana/nfzefh73
Chenchen Gu 3.314 https://api.wandb.ai/links/cygu/2cwahtxu
Ashish Rao 3.330 https://api.wandb.ai/links/aprao/v79845cv
Arnuv Tandon 3.33213 https://wandb.ai/arnuv-tandon-stanford-university/cs336/reports/CS-336-Leaderboard--VmlldzoxMjM2NDY5OA?accessToken=eh8nugwo4d6zvq7sgajuni8892vfoomcp7k0klbqzkqrzj6h9ex789r38u76myrh
Mehmet Hamza Erol 3.353 https://api.wandb.ai/links/mhamzaerol-stanford-university/hcjj4l7r
Divija Hasteer 3.35628 Validation Loss Curve
Christopher Chou 3.41 https://api.wandb.ai/links/babychousr-stanford-university/ed9fu89s
Milan Rohatgi 3.41 [https://api.wandb.ai/links/milanrohatgi/zuet4nhc](https://api.wandb.ai/links/milanrohatgi/lq28xt0w)
Katherine Li 3.418 https://api.wandb.ai/links/kathli/rmglb4ts
Harshvardhan Agarwal 3.42 https://api.wandb.ai/links/tokenization/dvezrvbp
Ken Liu 3.47 https://api.wandb.ai/links/kenziyuliu/3z1f54qp
Milan Rohatgi 3.48 https://api.wandb.ai/links/milanrohatgi/zuet4nhc
Sai Konkimalla 3.51 https://api.wandb.ai/links/sai-konk/yf8ashf0
Radostin Cholakov 3.55 https://api.wandb.ai/links/radi-cho/mrr13237
Sally Zhu 3.55 https://api.wandb.ai/links/sallyzhu-stanford-university/s6sd95zh
Ziqing Huang 3.55 https://api.wandb.ai/links/tyltto/rz1kejp
Ayush Alag 3.56 https://api.wandb.ai/links/ayushalag1-stanford-university/z56avu3c
Kyler Wang 3.57 https://api.wandb.ai/links/kylerwang-stanford-university/5znjvf3e
Adam Zhao 3.58 https://api.wandb.ai/links/zhao1adam-stanford-university/5zgjjs1h
Aryaman Arora 3.61 https://wandb.ai/aryamanarora/cs336/runs/39skvnwk?nw=t6wb3iafj2q
Josiah Wong 3.61 Validation loss curve
orrzohar 3.61 https://api.wandb.ai/links/marvl/xpyqen6p
Prateek Varshney 3.62 https://api.wandb.ai/links/stanfordcs/jlkmfbgj
Varun Desai 3.63 https://api.wandb.ai/links/vdesai10/all5y62k
Karthik Dharmarajan 3.67 https://wandb.ai/kdharmarajan/cs336-asst1/reports/Validation-Loss-25-04-18-20-41-23---VmlldzoxMjM2NDk1OQ
Shiny Weng 3.67 https://api.wandb.ai/links/shinyweng-stanford-university/xt471xol
Harshit Joshi 3.69 https://wandb.ai/josharshit-stanford-university/cs336-basics/reports/CS-336--VmlldzoxMjM2NDcxMQ?accessToken=26yom3e3gznkpvg2yjispit1vhf4thw15i3xbj4hfckynojj0vc2g96bo7uedqec
Harry Shin 3.70 https://api.wandb.ai/links/dh2shin2-stanford-university/jueu6en8
Angikar Ghosal 3.71 Validation loss curve
Justin Wu 3.71 https://api.wandb.ai/links/justin-wu/9jrz2aep
Harry Shin 3.70 https://api.wandb.ai/links/dh2shin2-stanford-university/jueu6en8
Harshit Joshi 3.69 https://wandb.ai/josharshit-stanford-university/cs336-basics/reports/CS-336--VmlldzoxMjM2NDcxMQ?accessToken=26yom3e3gznkpvg2yjispit1vhf4thw15i3xbj4hfckynojj0vc2g96bo7uedqec
Angela Liu 3.75 https://api.wandb.ai/links/aliu917/fdx2pwqa
Herumb Shandilya 3.76 https://wandb.ai/krypticmouse/cs336-basics/runs/1zl172ay?nw=nwuserkrypticmouse
Hongyue Li 3.79 Validation loss curve
atj10 3.83 Validation loss curve
Ryan Zhao 3.84 https://api.wandb.ai/links/knightasterial-stanforduniversity/j7z9j001
jshenoy 3.99 https://api.wandb.ai/links/jayshenoy-stanford-university/shpznb3o
Arya Bakhtiar 4.00 https://drive.google.com/file/d/1nKmlqy1UJ6ZlmWjhZe-jTTN6h4Vn2vZK/view?usp=drive_link
naive baseline 5.00 Verified

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