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Re:Does RL Incentivize Reasoning in LLMs Beyond the Base Model? by imtringued on Tuesday April 22, 2025 @11:31AM (#43763359)
>Our key finding is that all reasoning paths in the RLVR model are already present in the base model.

This is a really good observation. It means that you don't need to RL the full model. You merely need to RL a few LoRAs or maybe a small Mamba model appended to the final layer.

Re:Does RL Incentivize Reasoning in LLMs Beyond the Base Model? by ismepornnahi on Wednesday April 23, 2025 @05:01AM (#43770011)
Interesting, has this already been experimented?