The LLM’s RL Revelation We Didn’t See Coming

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Training language models to follow instructions with human feedback
[Paper] https://arxiv.org/abs/2203.02155

DeepSeek-R1 (Aha Moment)
[Paper] https://arxiv.org/abs/2501.12948

Understanding R1-Zero-Like Training: A Critical Perspective
[Paper] https://arxiv.org/pdf/2503.20783

Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?
[Paper] https://arxiv.org/abs/2504.13837

Reinforcement Learning Finetunes Small Subnetworks in Large Language Models
[Paper] https://arxiv.org/abs/2505.11711

Spurious Rewards: Rethinking Training Signals in RLVR
[Paper] https://arxiv.org/abs/2506.10947

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🙏Nous Research, Chris LeDoux, Ben Shaener, DX Research Group, Poof N’ Inu, Andrew Lescelius, Deagan, Robert Zawiasa, Ryszard Warzocha, Tobe2d, Louis Muk, Akkusativ, Kevin Tai, Mark Buckler, NO U, Tony Jimenez, Ângelo Fonseca, jiye, Anushka, Asad Dhamani, Binnie Yiu, Calvin Yan, Clayton Ford, Diego Silva, Etrotta, Gonzalo Fidalgo, Handenon, Hector, Jake Disco very, Michael Brenner, Nilly K, OlegWock, Daddy Wen, Shuhong Chen, Sid_Cipher, Stefan Lorenz, Sup, tantan assawade, Thipok Tham, Thomas Di Martino, Thomas Lin, Richárd Nagyfi, Paperboy, mika, Leo, Berhane-Meskel, Kadhai Pesalam, mayssam, Bill Mangrum, nyaa,
Toru Mon

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