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Test-time RL's vulnerability to noisy pseudo-labels is amplified by group-relative advantage estimation, but can be mitigated with a surprisingly simple debiasing and denoising approach.
Forget slow and steady: "Fast Thinking" prompts, combined with carefully tuned reward functions and REINFORCE, can dramatically boost the performance of RL-trained research agents.
