Evaluate Hugging Face models locally

Run community evaluation benchmarks on models

Compare model performance against community standards without implementing custom eval logic.

• · model name
• · eval benchmark name
• · dataset

• · benchmark scores
• · ranking vs baseline
• · detailed metrics per task

• · Hugging Face Evals API
• · transformers library

Model publicly available on Hub; benchmark compatible with model task type

• · Benchmark takes hours to run on large models
• · No leaderboard entry if model is private
• · Dataset download fails due to quotas

• · Leaderboard integration
• · Reproducible seeds
• · Detailed error messages if eval fails