Research & Papers

BrainBench: New benchmark tests LLMs on comprehensive EEG understanding

From sleep scoring to neurocognition, this benchmark evaluates LLMs on 3,000+ real EEG tasks

Deep Dive

Key Points
  • Zhejiang University's BrainBench covers 4 subsets, 17 datasets, and 3,000+ EEG tasks on real data
  • LLMs evaluated across 100K+ executions using CodeAct and BrainAgent agentic paradigms
  • Outputs validated via numerical, categorical, set, sequence, semantic, and artifact checks

Why It Matters

As LLMs enter neuroscience, BrainBench sets a standard for measuring real-world EEG analysis capability.

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