Authors

Xiaolu Zhang

Publications 2

Preprint Open access

SkillCome: Group Contrast Skill Optimization with Dual Memory

Haolin Li, Feng Hong, Ang Li et al. · 2026

Skill evolution improves the capabilities of large language models by analyzing trajectories generated under a given skill and modifying the skill accordingly. Existing approaches typically generate a single trajectory per question. However, this provides insufficient optimization signals since it requires inferring ef …

Preprint Open access

FinFIRST: Benchmarking Search Agents for Financial Information Retrieval, Sourcing and Traceability

Financial search is a highly demanding task for LLM agents, requiring not only a correct final answer but also temporally valid information retrieval, authoritative source selection, entity and period alignment, unit and definition consistency, and verifiable evidence for all conclusions. Existing benchmarks predominan …

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