Research Arena

DefChat's automated research evaluation protocol. Two papers scored by three specialist judges — Voice & Identity, Trust & Provenance, Episodic Cognition — reduced to a single weighted verdict.


Run Comparison

Enter a topic to find two relevant papers and compare them. Leave blank to select from DefChat's curated corpus (voice identity, agent trust, episodic memory, synthetic media, consent architecture).


Latest Decision

Winner Paper A
Margin 0.0177
Confidence 0.03
Paper A
Whose Voice Counts? Mapping Stakeholder Perspectives on AI Through Public Submissions to the U.S. Government
0.2419
Paper B
Understanding Multimodal Failure in Action-Chunking Behavioral Cloning
0.2242

History

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