2 papers
cs.LG2026
MetaLead: A Comprehensive Human-Curated Leaderboard Dataset for Transparent Reporting of Machine Learning Experiments
Roelien C. Timmer, Necva Bölücü, Stephen Wan
Leaderboards are crucial in the machine learning (ML) domain for benchmarking and tracking progress. However, creating leaderboards traditionally demands significant manual effort.…
cs.CL2025
A Position Paper on the Automatic Generation of Machine Learning Leaderboards
Roelien C Timmer, Yufang Hou, Stephen Wan
An important task in machine learning (ML) research is comparing prior work, which is often performed via ML leaderboards: a tabular overview of experiments with comparable conditi…