Xinyi Li

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Code Generation & Program Synthesis (1)Eval Frameworks & Benchmarks (1)

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Hui Sun (1)Yun-Ji Zhang (1)Zheng Xie (1)Renbiao Liu (1)

Papers (1)

Apr 5, 2026

3w ago·also NJU

ACES: Who Tests the Tests? Leave-One-Out AUC Consistency for Code Generation

Stop blindly trusting LLM-generated tests: ACES reveals which tests actually distinguish good code from bad, leading to better code evaluation without needing ground truth labels.

Hui Sun, Yun-Ji Zhang, Zheng Xie +4

Code Generation & Program Synthesis Eval Frameworks & Benchmarks

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Xinyi Li

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)