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Author

Anirban Das

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Jul 2026

Structured Thoughts For Improved Reasoning And Context Pruning

This work introduces Structured Thoughts, a framework that organizes reasoning into alternating blocks and blocks that captures exploratory scratch work, while the distilled conclusion of that step contains the distilled conclusion of that step.

Zain Sarwar, Supriyo Chakraborty, Berkcan Kapusuzoglu et al. · 0 citations
#artificial intelligence Preprint Aug 2026

AcCoRD: Evaluating User-Agent Collaboration Under Realistic User Preference Dynamics

This work introduces AcCoRD, a user-agent collaboration benchmark requiring agents to handle diverse user preference dynamics in two domains: online shopping and travel planning, and evaluates five frontier LLMs under two prompting strategies: vanilla ReAct, and an uncertainty-guided variant that prompts models to identify and resolve ambiguity about user preferences.

Tejas Srinivasan, Shikib Mehri, Nandita Shankar Naik et al. · 0 citations

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