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SRPO: Self-Reflective Policy Optimization for Long-Horizon Reasoning
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EarlyEval: Cheaper Agent Evaluation via Early Outcome Prediction
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You don't have to run an agent evaluation to the end. An agent's final outcome is usually visible from its early behavior, so we just stop the run once it's clear. EarlyEval cuts 13% to 26% of steps and up to 44% of input tokens, and resolve rates move by only 1 to 2 points. https://huggingface.co/papers/2609.02783 https://github.com/inphotoo/earlyeval
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YerbaPage/WebQA
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