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Marc-Alexandre Côté

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#artificial intelligence Preprint Sep 2026

Shockingly Simple Self-retrospection Improves Agentic Models Without RL

People learn not only by repeating successful actions, but also by recounting and explaining their experiences, revising their understanding to guide future behavior. Can a language-model agent improve its future actions by training only on explanations of its own experience? We investigate this question by studying Re...

Jonathan Light, C. Cui, Jeonghye Kim et al. · 0 citations
#artificial intelligence Preprint Sep 2026

ProgramDistill: From Interactive Web Apps to Verifiable Reference-Guided SWE Tasks

Coding agents are typically evaluated with desired behavior specified through issues or instructions. In practical web development, however, agents may need to infer behavior from working software and implement it in an incomplete application. We introduce ProgramDistill, a benchmark evaluating coding agents on feature...

Jeonghye Kim, Minseon Kim, Young Jin Kim et al. · 0 citations

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