lighteval
Hugging FaceEvaluation toolkit from Hugging Face's Leaderboard and Evals team, supporting vLLM, SGLang, transformers and endpoint backends with a focus on speed and easy custom metric authoring. It ships more than a thousand evaluation tasks in the package and powers parts of the Open LLM Leaderboard.
The Columbia extension caveat for model code evaluation applies to this record. Verified 2026-08-13 via the huggingface/lighteval repository, its license endpoint and its README.
Openness
5 high confidence- license
- MIT(OSI)
- source
- public(github.com/huggingface/lighteval)
- core-gated
- ungated
Fully OSI-licensed (MIT), full source public, no managed/commercial tier gating the eval engine.
- https://github.com/huggingface/lighteval recorded 2026-06-04
MIT license, public source, v0.13.0 (Nov 2025), 1000+ tasks, multi-backend support
- https://api.github.com/repos/huggingface/lighteval/license recorded 2026-08-13
GitHub's license endpoint reports spdx_id MIT for huggingface/lighteval and returns the MIT text as the LICENSE body.
- https://raw.githubusercontent.com/huggingface/lighteval/main/README.md recorded 2026-08-13
README carries the MIT badge and documents running the whole toolkit locally through `lighteval eval`, `lighteval vllm`, `lighteval sglang` and `lighteval endpoint`, with the 1000+ tasks shipping in the package. The optional endpoints are third-party inference providers, not a paid edition of lighteval. No pricing, enterprise tier or license key appears in it.
Adoption
2 medium confidencelighteval sees 24,962 PyPI downloads in the trailing 30 days, inside the 10K-100K band. It powers the Hugging Face Open LLM Leaderboard and is the reproducible eval suite behind it - meaningful within the eval and research community, but a smaller install base than the general-purpose harnesses. Download volume is what the level rests on; the 2.5k GitHub stars only corroborate.
- https://pypistats.org/packages/lighteval recorded 2026-06-04
~37,239 lighteval downloads in the last month
- https://github.com/huggingface/lighteval recorded 2026-06-04
stated as the toolkit powering the HF Open LLM Leaderboard; 2.4k stars (corroboration)
- https://pypistats.org/api/packages/lighteval/recent recorded 2026-08-13
last_month = 24,962 downloads of the lighteval package (last_week 6,698, last_day 978)
- https://raw.githubusercontent.com/huggingface/lighteval/main/README.md recorded 2026-08-13
README still bills the project as coming 'from Hugging Face's Leaderboard and Evals Team', which is the leaderboard tie the corroborating half of this level rests on.
Capability
4 high confidenceStrong on every dimension that counts here - task coverage, model-backend breadth, reproducibility, and some agentic support by way of the inspect-ai backend. Not a 5, because lm-evaluation-harness remains the broader de-facto standard and is cited in more frontier release reports; lighteval is the Hugging Face-leaderboard-tied counterpart.
- https://github.com/huggingface/lighteval recorded 2026-06-04
1000+ tasks, 8+ model backends, reproduces Open LLM Leaderboard evals
- https://raw.githubusercontent.com/huggingface/lighteval/main/README.md recorded 2026-08-13
'Lighteval supports 1000+ evaluation tasks across multiple domains'; backends invoked as `lighteval eval` (inspect-ai, preferred), `vllm`, `sglang` and `endpoint` including HF inference providers; custom task and custom metric authoring documented.
Verified 2026-08-13