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BOOKMARKS: Efficient Active Storyline Memory for Role-playing

A search-based memory framework called BOOKMARKS for active grounding, which retains access to the full preceding storyline and collects task-relevant information on demand, and improves next-action fidelity in a five-dimensional evaluation.

Letian Peng, Zi-Chen Liu, Yiming Huang et al. · 0 citations

PA3: Policy-Aware Agent Alignment through Chain-of-Thought

This work proposes a multi-stage alignment method that teaches models to recall and apply relevant business policies during chain-of-thought reasoning at inference time, without including the full business policy in-context.

Shubhashis Roy Dipta, Daniel Bis, Kun Zhou et al. · 6 citations

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