Qitong Feng

Accountability without an Oracle: ScholarHound for LLM-Produced Scientific Commitments, and Why Claim-Level Gold Is the Binding Constraint

Scientific language-model systems increasingly retrieve papers and write evidence-backed syntheses, yet their judgments are checked by the same class of models that produced them. We present ScholarHound, an accountability layer separating model-mediated interpretation from autho...