Introduces NeuroDoc and NeuroAudit to create a community-reviewed corpus of 53 EEG benchmark entries with 245 task definitions using a rulebook-guided task document and executable kernel.
Pre-meta: priors- augmented retrieval for llm-based metadata generation,
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
An ablation study on 252 datasets finds that adding table schemas to LLM prompts consistently degrades narrative quality of generated descriptions compared to titles alone.
citing papers explorer
-
EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction
Introduces NeuroDoc and NeuroAudit to create a community-reviewed corpus of 53 EEG benchmark entries with 245 task definitions using a rulebook-guided task document and executable kernel.
-
Less Is More? When Dataset Context Hurts LLM-Generated Dataset Descriptions
An ablation study on 252 datasets finds that adding table schemas to LLM prompts consistently degrades narrative quality of generated descriptions compared to titles alone.