#multi-step reasoning

topicmulti-step reasoning

2 papers · 1 filter

cs.LG2026

ClawTrack: Towards Trace-Level Evaluation and Improvement of Real-World Autonomous Agents

Xingjian Wu, Xuhang Zhu, Xingchen Liu +6

The paper introduces ClawTrack, a benchmark that evaluates both the final outcomes and the step-by-step reasoning processes of LLM-based autonomous agents across multiple dimension…

cs.AI2026

DeepResearch Agent System

Yong Huang, Yulu Huang, for the team Collaboration

The DeepResearch Agent System is a large language model designed for deep information retrieval and multi-step autonomous research, using a sparse activation architecture that acti…