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Shangao Li

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Preprint Aug 2026

QuoteBench: How Matched Scores Can Hide Command-Path Failures

Evaluations of command-issuing agents should report the model configuration, generation contract, execution path, operating point, and final-state validator rather than treat a matched score as an intrinsic model property.

Shangao Li, Yao Zhang, Volker Tresp et al. · 1 citation · ⚡1
#natural language process... Preprint Aug 2026

Evidence-Bounded Mental Health Reasoning from Heterogeneous Speech Protocols

The Evidence Package Benchmark is introduced, integrating 1,870 packages across six heterogeneous sources with explicit modality masks and evidence permissions, and EviBound, a protocol-aware evidence control framework is proposed, a protocol-aware evidence control framework for safer clinical NLP research.

Cheng-Yuan Gao, Jiang Wu, Tao Lu et al. · 0 citations

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