HLER architecture with pre-commitment, deterministic computation, and three human decision gates reduces LLM-assisted research failure rates from 72% to 16% in a pre-specified 2x4 factorial experiment on four datasets.
Hler: Human-in-the-loop economic research via multi-agent pipelines for empir- ical discovery
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A survey organizing AI-powered research automation into five workflow stages, defining AutoResearch and Vibe Research, and proposing five evaluation dimensions while noting domain-conditioned limits on autonomy.
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(Human) Attention Is (Still) All You Need: Human oversight makes AI-assisted social science reliable
HLER architecture with pre-commitment, deterministic computation, and three human decision gates reduces LLM-assisted research failure rates from 72% to 16% in a pre-specified 2x4 factorial experiment on four datasets.
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AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery
A survey organizing AI-powered research automation into five workflow stages, defining AutoResearch and Vibe Research, and proposing five evaluation dimensions while noting domain-conditioned limits on autonomy.