Author

Su-Liu Qin

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#machine learning Preprint Sep 2026

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

Audio language models (ALMs) are increasingly used for audio deepfake detection (ADD), yet existing benchmarks assess their verdicts or rationale plausibility without verifying the underlying acoustic evidence. To address this issue, we first introduce spoofing evidence-grounded audio reasoning (SEAR), a four-task AQA...

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

#natural language process... Preprint Sep 2026

SinoGlyphBench: A Diagnostic Benchmark for Chinese Glyph-Level Obfuscation in Language-Model Moderation

SinoGlyphBench, a diagnostic benchmark that identifies label-critical semantic anchors and creates matched original and glyph-obfuscated inputs in text and image modalities, is introduced, a diagnostic benchmark that identifies label-critical semantic anchors and creates matched original and glyph-obfuscated inputs in...

Yi-Fan Wang, Zi-Mu Wang, Su-Liu Qin 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