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CriticSearch: Fine-Grained Credit Assignment for Search Agents via a Retrospective Critic , author= · 2025

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Negative Advantages Is a Double-Edged Sword: Calibrating advantages in GRPO for Search Agents

cs.CL · 2026-04-20 · unverdicted · novelty 5.0

CalibAdv calibrates GRPO advantage signals for search agents by downscaling excessive negative advantages using intermediate-step correctness, improving performance and training stability across three models and seven benchmarks.

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