Ruixuan Ying

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

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Yunhao Liang (1)Chengguang Gan (1)Hanjun Wei (1)Zhe Cui (1)

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Aug 20, 2026

Affiliation:1w ago

Auditing and Decomposing Feedback-Driven Evolution in LLM Test Generation under the Oracle Problem

Relying on a single oracle for feedback can inflate perceived gains in LLM test generation by nearly 15 percentage points, masking the true effectiveness of evolution strategies.

Yunhao Liang, Chengguang Gan, Ruixuan Ying +3

Code Generation & Program Synthesis Eval Frameworks & Benchmarks

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Ruixuan Ying

Publication activitypapers/week, last 8 weeks

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Papers (1)