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Yuk-Kit Chan

2 accepted papers

2026

Position: Code Benchmarks Should Prioritize Rigor, Reliability, and Reproducibility

ICML 2026poster

Code-related benchmarks play a critical role in evaluating large language models (LLMs), yet their quality fundamentally shapes how the com- munity interprets model capabilities. In the past few years, awareness of benchmark quality has grown. Yet, after a decade-scale (2014 - 2025) survey over 572 …

Cited by 0SourceScholar
2025

Learning to Ask: When LLM Agents Meet Unclear Instruction

EMNLP 2025

Equipped with the capability to call functions, modern LLM agents can leverage external tools for addressing a range of tasks unattainable through language skills alone. However, the effective execution of these tools relies heavily not just on the advanced capabilities of LLM agents but also on pre