AI Potluck
Model components / Evaluation code

Chatbot Arena

LMArena

Hosted arena that ranks language models on blind pairwise human preference, turning crowd votes into an Elo-style leaderboard that vendors cite in launch posts. Where a harness scores a model against fixed tasks, this scores it against another model as judged by whoever is at the keyboard.

Renamed from LMSYS Chatbot Arena to LMArena to Arena; lmarena.ai redirects to arena.ai. FastChat is its historical implementation and Arena-Hard-Auto its automatic-judge companion, neither pushed since 2025. Verified 2026-08-13 via arena.ai, the FastChat README and the arena-hard-auto README.

Openness

2 medium confidence
2.0
platform
closed(hosted arena.ai, proprietary live leaderboard + private vote data)
source
partial(FastChat is a real arena implementation but stale relative to the operating platform
reference-code
FastChat Apache-2.0 (powers Chatbot Arena but stale, last release Feb 2024, 39.5k stars)
aux-OSS
Arena-Hard-Auto Apache-2.0 (automatic LLM eval, highest correlation to LMArena)

Scored as the hosted platform: the live evaluation product, its vote stream and the current ranking pipeline are all closed, while a substantial open-source heritage (FastChat) and an open automatic-eval companion (Arena-Hard-Auto) sit alongside them. That open code is stale relative to the platform actually running - FastChat's newest published release is still v0.2.36 - so what is public is a real arena implementation, just not the one operating. This is not an open core with functionality withheld for a paid tier; it is an open periphery around a runtime that never ships, which makes the source only partial and the product source-available rather than closed. The platform's canonical domain is now arena.ai, with lmarena.ai redirecting to it, and the ranking pipeline behind it still does not ship.

  • https://github.com/lm-sys/FastChat recorded 2026-06-04

    Apache-2.0; 'FastChat powers Chatbot Arena (lmarena.ai), serving over 10M chat requests for 70+ LLMs'; latest release v0.2.36 Feb 2024

  • https://github.com/lmarena/arena-hard-auto recorded 2026-06-04

    Apache-2.0 automatic LLM eval tool, highest correlation to LMArena

  • https://arena.ai/ recorded 2026-06-04

    hosted 'Official AI Ranking & LLM Leaderboard' with Battle Mode; conversations disclosed to providers (proprietary platform)

  • https://raw.githubusercontent.com/lm-sys/FastChat/main/README.md recorded 2026-08-13

    README still opens 'FastChat powers Chatbot Arena (lmarena.ai), serving over 10 million chat requests for 70+ LLMs' and documents launching an arena instance locally. Apache-2.0. The repo's newest release is v0.2.36, published 2024-02-11, so the published arena implementation is more than two years behind the operating platform: a real implementation, not the running one.

  • https://arena.ai/ recorded 2026-08-13

    Still the hosted ranking and battle platform, and now the canonical domain - lmarena.ai 301-redirects here. It offers no repository, no self-hostable ranking pipeline and no license to the evaluation code, and states that conversations are disclosed to the relevant AI providers.

Adoption

4 medium confidence
4.0

The FastChat README, the primary source here, states that Chatbot Arena has served 'over 10 million chat requests for 70+ LLMs', and Arena Elo is the most-cited human-preference leaderboard in frontier model releases, appearing across vendor launch posts. That 10M chat-request figure is what the band rests on, placed conservatively in the 1M-10M range on request volume; cumulatively it could be higher. It and the 1.5M human-vote figure beside it in the README have not been updated since they were first published, so the headline is a frozen number - another reason to stay conservative - while the platform itself still operates at arena.ai.

  • https://github.com/lm-sys/FastChat recorded 2026-06-04

    'serving over 10 million chat requests for 70+ LLMs'

  • https://arena.ai/ recorded 2026-06-04

    hosted live leaderboard / battle platform in active operation June 2026

  • https://raw.githubusercontent.com/lm-sys/FastChat/main/README.md recorded 2026-08-13

    'FastChat powers Chatbot Arena (lmarena.ai), serving over 10 million chat requests for 70+ LLMs' and 'Chatbot Arena has collected over 1.5M human votes from side-by-side LLM battles'. 39.5k stars on the repo.

  • https://arena.ai/ recorded 2026-08-13

    hosted live leaderboard and battle platform in active operation; no standalone user or traffic figure is published on it.

Capability

4 medium confidence
4.0

The reference platform for human-preference evaluation and the de-facto Elo standard, cited everywhere. Not a 5, because as evaluation code it is largely closed and hosted, and narrower than execution-based harnesses on agentic and task coverage. Judged on the breadth of its evaluation methodology: the hosted arena runs blind pairwise battles, and Arena-Hard-Auto v2.0 ships 500 hard queries plus 250 creative-writing ones with GPT-4.1 and Gemini-2.5 judges.

Verified 2026-08-13