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Observe the result, repeat Format your responses EXACTLY as follows: Thought: [your reasoning about the current situation, what to do] Action: [exact action from the availabl

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cs.LG 1

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2026 1

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UNVERDICTED 1

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Training Language Agents to Learn from Experience

cs.LG · 2026-05-19 · unverdicted · novelty 6.0

Introduces the ICT framework and an RL pipeline to train language agent reflectors that distill experience into reusable prompts, outperforming baselines on held-out tasks in ALFWorld and MiniHack.

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  • Training Language Agents to Learn from Experience cs.LG · 2026-05-19 · unverdicted · none · ref 31

    Introduces the ICT framework and an RL pipeline to train language agent reflectors that distill experience into reusable prompts, outperforming baselines on held-out tasks in ALFWorld and MiniHack.