/TECH

AWS Trainium Paper on TritonRL Accepted at COLM in Top 5%

Commentary on X

Highest ranked

Allen Nie ✈️ ICML 2026 🇰🇷@allenainieTECH

@ShaoweiZhu95pu The paper gave a segment-level reward for thinking and code tokens with GRPO, mix it with a good curriculum and build a robust verifier. It's simple but effective. The result is an 8B model beating big models. Go to COLM to chat with Jiin Woo, @ShaoweiZhu95pu and Youngsuk! https://x.com/allenainie/status/2075127652051194041/photo/1

Combined views

1.7K

2 posts, first seen 7h ago

13 likes1 comments

Allen Nie ✈️ ICML 2026 🇰🇷@allenainieTECH

Congrats to my collaborators at AWS Trainium lab: Jiin Woo, @ShaoweiZhu95pu, Yongsuk Park for having a top-5% scored submission accepted at COLM. https://arxiv.org/abs/2510.17891 https://x.com/allenainie/status/2075126661289541645/photo/1

1 reposts

Sentiment

Positive100%0%Negative

Positive Read

Users praise the AWS Trainium Paper on TritonRL for its simple but effective GRPO approach using segment-level rewards on thinking and code tokens.

Based on 1 visible X reactions from 1 accounts; directional sample.

Useful Links

TritonRL: Training LLMs to Think and Code Triton Without Cheating(arXiv.org)viaAllen Nie ✈️ ICML 2026 🇰🇷

Digg Deeper

Ask a question below.

Published answers will appear here.