EEGAgentBench: Benchmarking LLM Agents on Short- and Long-Horizon EEG Analysis
Results demonstrate that EEGAgentBench effectively distinguishes agent capabilities beyond model scale and inference cost, while revealing substantial limitations of current LLM agents in long-horizon EEG analysis, particularly in sustained evidence accumulation and multi-step reasoning.
Hu-Yu Wu, Wei-Ning Weng, Yu-Chen Liu et al.
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