Chatbot Arena
LMArenaHosted 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- 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 confidenceThe 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 confidenceThe 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.
- https://github.com/lmarena/arena-hard-auto recorded 2026-06-04
500 SWE/math queries + 250 creative prompts, GPT-4.1/Gemini-2.5 judges, highest correlation to LMArena
- https://arena.ai/ recorded 2026-06-04
battle-mode pairwise comparison across many models
- https://raw.githubusercontent.com/lmarena/arena-hard-auto/main/README.md recorded 2026-08-13
'V2.0 contains 500 fresh, challenging real-world user queries ... and 250 creative writing queries sourced from Chatbot Arena. We employs automatic judges, GPT-4.1 and Gemini-2.5'; the README also claims the 'highest correlation and separability to LMArena ... among popular open-ended LLM benchmarks'.
Verified 2026-08-13