Author

Lu Yin

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#machine learning Preprint Sep 2026

SEAR: Spoofing Evidence-Grounded Audio Reasoning Benchmark for Audio Language Models

Spoofing evidence-grounded audio reasoning is introduced, a four-task AQA benchmark to evaluate ALM-based ADD through acoustic evidence identification and quantification, deepfake detection, and forensic rationale generation, and a bona-fide-based acoustic evidence agent (BAEA), which equips a frozen ALM with controlle...

Rong-Zheng-Wang-Lian-Hui-Liu-Cheng-De-Wang-Qin-Yun Wan, Su-Liu Qin, Jia-Xi Li et al. · 0 citations

Preprint Aug 2026

Grounded Checklist Partial Credit for Agent Skill Trajectories

Grounded Checklist Partial Credit (GCPC) is introduced, a human-governed and LLM-instantiated partial-credit evaluation of agent trajectories that better discriminates official PASS and FAIL outcomes than holistic judging on the shared subset.

Su-Liu Qin, Lu Yin, Xi-Lu Wang · 1 citation