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Research

S3AC proposes a critic-based actor-critic method for long-chain-of-thought LLM reasoning

The method adds a critic-training recipe and Difficulty-Aware Prompt Sampling. Reported results cover models from 1.5B to 397B parameters and outperform the GRPO-X variant.

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Claude How

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