Code2Bench: Scaling Source and Rigor for Dynamic Benchmark Construction
Zhe Zhang · Runlin Liu · Aishan Liu · Xingyu Liu · Xiang Gao · Hailong Sun
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Zhe Zhang · Runlin Liu · Aishan Liu · Xingyu Liu · Xiang Gao · Hailong Sun
Xiao Li · Runlin Liu · Zhe Zhang · Xiang Gao · Hailong Sun
Large Language Models (LLMs) have demonstrated remarkable proficiency in code generation, yet their application to Property-Based Testing (PBT) remains fraught with a superficiality gap. While LLMs can readily generate syntactically correct tests, they often struggle to bridge the semantic gap be...
Lu Qi · Lei Chai · Hongrui Yu · Binhang Qi · Hailong Sun
Large Language Models (LLMs) have demonstrated remarkable capabilities across diverse natural language processing tasks. However, their performance often hinges on carefully designed prompts, whose creation requires substantial human effort. While numerous automatic prompt optimization techniques...
Lei Chai · Lu Qi · Hailong Sun · Jing Zhang · Jingxuan Xu