Author

Can Wang

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Preprint Aug 2026

Towards Robust Tool Use in Agents via Experience-Driven Adaptive Guidance

Extensive experiments show that ExpG brings consistent improvements across the tool selection, tool calling, and response generation tasks, enabling smaller agents to outperform larger ones that do not use ExpG, suggesting a promising path toward more robust tool use.

Can Wang, Haoran Chen, Li Yu et al. · 0 citations

Preprint Aug 2026

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution

This work introduces a verifiable benchmark of 500 deep research tasks spanning 31 topics and 10 major categories, with three query forms designed to probe complementary capabilities required for deep research.

Can Wang, Haoran Chen, Hao Gao et al. · 0 citations