Author

Chuan Wang

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#artificial intelligence Preprint Aug 2026

PII-TRACE: A Benchmark for Context-Aware PII Detection in Multi-Turn LLM Conversations

This work introduces PII-Tracer, a compact 0.6B-parameter detector trained with conversation-level supervision that attains the highest entity-level coverage of any system the authors evaluate and also performs strongly on standard single-record benchmarks.

Kai-Yuan Zhang, Chuan Wang, Joey Zhong et al. · 0 citations

Review Aug 2026

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review

OpenCodeReview is introduced, built on deterministic engineering for uncertain agents: rather than granting maximal freedom, determinism is injected at three deliberate pipeline points to address non-determinism in LLM code review systems.

Zhengfeng Li, Lei Zhang, Xian Wu et al. · 0 citations