Ross ROSS = Recommend OSS · open-source software intelligence for agents

huggingface/evaluation-guidebook resource

Sharing both practical insights and theoretical knowledge about LLM evaluation that we gathered while managing the Open LLM Leaderboard and designing lighteval! observed · 2026-08-28

github.com/huggingface/evaluation-guidebook · Jupyter Notebook · NOASSERTION (other) observed · 2026-08-28

Health v2 · maintenance only

47/100

  • Activity 55
  • Release rhythm 35
  • Longevity 49

Flags: no_releases no_license

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 693
  • days_rel: n/a
  • days_push: 273
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

2143 stars · 125 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A guidebook from Hugging Face sharing practical and theoretical knowledge about LLM evaluation, gathered while managing the Open LLM Leaderboard and designing lighteval. It covers automatic benchmarks, human evaluation, and LLM-as-a-judge approaches.

Use cases

  • learn how to evaluate an llm on my specific task
  • design my own llm evaluation benchmark
  • understand llm-as-a-judge evaluation
  • how to run human evaluation of language models
  • tips for troubleshooting llm benchmark results
  • find evaluation datasets for language models
  • learn llm evaluation basics as a beginner

When to choose

  • you are new to LLM evaluation and want a structured introduction
  • you need practical tips for designing automatic benchmarks or judge prompts
  • you want curated references and evaluation datasets

When to avoid

  • you need a maintained, up-to-date version (the repo is no longer maintained; see the OpenEvals space)
  • you want runnable evaluation tooling rather than documentation
  • you need evaluation of non-LLM models

Facets

learning-resource · maturity maintenance

documentation machine-learning llm-inference large-language-models machine-learning tutorials education llm-evaluation guidebook benchmarks llm-as-a-judge human-evaluation open-llm-leaderboard web-server

1 source

Member repositories

RepositoryRoleHealth v2
huggingface/evaluation-guidebookmain47

For agents

markdown · JSON · MCP: product_card(name="huggingface/evaluation-guidebook")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem