How Should I Build A Benchmark? Revisiting Code-Related Benchmarks For LLMs. - Jialun Cao; Yuk-Kit Chan; Zixuan Ling; Wenxuan Wang 001; Shuqing Li 001; Mingwei Liu 002; Ruixi Qiao; Yuting Han; Chaozheng Wang; Boxi Yu; Pinjia He; Shuai Wang 011; et al. (CoRR, 2025)