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Training one 60-sample run with Qwen takes approximately6 hours, inference over the 120-sample test set takes approximately8 hoursper configuration · arXiv 8640.56910

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cs.AI 1

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2026 1

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MEMENTO: Leveraging Web as a Learning Signal for Low-Data Domains

cs.AI · 2026-05-28 · unverdicted · novelty 6.0

MEMENTO framework uses adaptive web exploration via AET and dual-channel memory to acquire domain expertise from interaction trajectories, yielding +25.6% and +36.5% gains over ReAct baselines in sales automation and legal research.

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  • MEMENTO: Leveraging Web as a Learning Signal for Low-Data Domains cs.AI · 2026-05-28 · unverdicted · none · ref 19

    MEMENTO framework uses adaptive web exploration via AET and dual-channel memory to acquire domain expertise from interaction trajectories, yielding +25.6% and +36.5% gains over ReAct baselines in sales automation and legal research.