Arash Shahmansoori

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Reasoning & Chain-of-Thought (1)Recommendation & Information Retrieval (1)Tool Use & Agents (1)

Papers (1)

Mar 10, 2026

Arash Shahmansoori6d ago

PRECEPT: Planning Resilience via Experience, Context Engineering & Probing Trajectories A Unified Framework for Test-Time Adaptation with Compositional Rule Learning and Pareto-Guided Prompt Evolution

LLM agents can now achieve a +41pp boost in first-try success and 100% accuracy in 2-way logistics compositions by using PRECEPT's novel combination of retrieval, memory, and prompt evolution.

Arash Shahmansoori

Reasoning & Chain-of-Thought Recommendation & Information Retrieval Tool Use & Agents

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Arash Shahmansoori

Publication activitypapers/week, last 8 weeks

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Papers (1)