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Binze Hu

2 accepted papers

2026

SciAgentGym: Benchmarking Multi-Step Scientific Tool-Use in LLM Agents

ICML 2026poster

Scientific reasoning inherently demands integrating sophisticated toolkits to navigate domain-specific knowledge. Yet, current benchmarks largely overlook agents' ability to orchestrate tools for such rigorous workflows. To bridge this gap, we introduce **SciAgentGym**, a scalable interactive enviro…

Cited by 0SourceScholar
2025

LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation

EMNLP 2025

Evaluating large language models (LLMs) in medicine is crucial because medical applications require high accuracy with little room for error. Current medical benchmarks have three main types: medical exam-based, comprehensive medical, and specialized assessments. However, these benchmarks have limit