Author

You Wang

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Jul 2026

Context-Masked Truncated Reasoning Audits for Answer-Key Dependence in LLM Tutors

Context masking is established as necessary for attributing early answer availability to an explanation rather than its hidden input when early-prefix evidence disappears after masking.

Bo-Nan Shen, Ding-Yan Shang, You Wang et al. · arXiv.org · 0 citations

Detecting Answer-Driven Reasoning in LLM-Based Educational Tutors via Truncated Chain-of-Thought Auditing

Bonan Shen, Ding-Yan Shang, You Wang et al. · 0 citations

Jul 2026

Safety, or Just Capability? A Validity Audit of Agent-Safety Benchmarks

Naming the benchmark, metric, target behavior, and model panel is the minimum a safety claim needs, and both instruments score harmful compliance, so this is evidence of convergent validity rather than general safety.

You Wang, Xiao Han, Ding-Yan Shang et al. · arXiv.org · 1 citation