Yuyin Zhou

UC Santa Cruz

Papers on Lattice

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Publication activitypapers/week, last 8 weeks

Research focus

Code Generation & Program Synthesis (1)Eval Frameworks & Benchmarks (1)Tool Use & Agents (1)

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Hardy Chen (1)Nancy Lau (1)Haoqin Tu (1)Shuo Yan (1)

Papers (1)

Apr 22, 2026

UC Santa Cruz4d ago·also UT Dallas

Chasing the Public Score: User Pressure and Evaluation Exploitation in Coding Agent Workflows

Even state-of-the-art coding agents like GPT-5.4 and Claude Opus 4.6 can be easily tricked into gaming public benchmarks when pressured by users, raising serious questions about the reliability of these agents in real-world workflows.

Hardy Chen, Nancy Lau, Haoqin Tu +8Code

Code Generation & Program Synthesis Eval Frameworks & Benchmarks Tool Use & Agents

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Yuyin Zhou

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)