Benchmarks
Verified primary-publisher scores with explicit acquisition, mapping, and exclusion coverage.
Directory
Benchmark Types
| Aider Polyglotpolyglot-225-5dc9490bb35f | Aidercoding | 69 | 13 | 10 | 56 | 3 | 4.5% | Mapped rows excluded56 source IDs need review |
| ARC-AGI-1verified-v1-613c385b0c93 | ARC Prize Foundationabstract-reasoning | 265 | 224 | 48 | 41 | 176 | 21.7% | Mapped rows excluded41 source IDs need review |
| ARC-AGI-2verified-v2-be40992860f9 | ARC Prize Foundationabstract-reasoning | 265 | 220 | 48 | 45 | 172 | 21.7% | Mapped rows excluded45 source IDs need review |
| Berkeley Function Calling Leaderboardv4-ede5081a24bc | Berkeley Function Calling Leaderboardtool-use | 109 | 28 | 18 | 81 | 10 | 8.1% | Mapped rows excluded81 source IDs need review |
| LiveBench2026-06-25-90f8d44da965 | LiveBenchgeneral-language | 71 | 58 | 55 | 13 | 3 | 24.9% | Mapped rows excluded13 source IDs need review |
| LMArena Agent Arenaagent-2026-10-16-a64ca3b12b6e | LMArenaagentic | 52 | 18 | 18 | 34 | 0 | 8.1% | Mapping incomplete34 source IDs need review |
| LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | LMArenaknowledge-work | 44 | 39 | 33 | 5 | 6 | 14.9% | Mapped rows excluded5 source IDs need review |
| LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | LMArenasearch | 42 | 31 | 30 | 11 | 1 | 13.6% | Mapped rows excluded11 source IDs need review |
| LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | LMArenageneral-language | 416 | 95 | 86 | 321 | 9 | 38.9% | Mapped rows excluded321 source IDs need review |
| LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | LMArenamultimodal | 165 | 67 | 58 | 98 | 9 | 26.2% | Mapped rows excluded98 source IDs need review |
| ToneBench2026-10-17-10-task-e9c76358afb2 | Towards AIwriting | 134 | 93 | 55 | 41 | 38 | 24.9% | Mapped rows excluded41 source IDs need review |
Select a benchmark to view its model leaderboard. Mapped rows have an exact catalog identity; unmapped source IDs remain quarantined.
Results
Model Benchmark Scores
| GPT-5OpenAI | Aider Polyglotpolyglot-225-5dc9490bb35f | 88.00 | 11,659.7 | 225 | diff; aider 0.86.2.dev; reasoning hightotal | Recomputedwinner eligible | Third-party benchmark |
| GPT-5OpenAI | Aider Polyglotpolyglot-225-5dc9490bb35f | 86.67 | 6,528 | 225 | diff; aider 0.86.2.dev; reasoning mediumtotal | Recomputedwinner eligible | Third-party benchmark |
| GPT-5OpenAI | Aider Polyglotpolyglot-225-5dc9490bb35f | 81.33 | 3,464.7 | 225 | diff; aider 0.86.2.dev; reasoning lowtotal | Recomputedwinner eligible | Third-party benchmark |
| Kimi K2 InstructMoonshot AI | Aider Polyglotpolyglot-225-5dc9490bb35f | 59.11 | 1,617.1 | 225 | diff; aider 0.85.3.devtotal | Recomputedwinner eligible | Third-party benchmark |
| GPT-4.1OpenAI | Aider Polyglotpolyglot-225-5dc9490bb35f | 52.44 | — | 225 | diff; aider 0.81.4.devunknown | Recomputedwinner eligible | Third-party benchmark |
| gpt-oss-120bOpenAI | Aider Polyglotpolyglot-225-5dc9490bb35f | 41.78 | 3,806.6 | 225 | diff; aider 0.85.3.devtotal | Recomputedwinner eligible | Third-party benchmark |
| GPT-4.1 MiniOpenAI | Aider Polyglotpolyglot-225-5dc9490bb35f | 32.44 | — | 225 | diff; aider 0.81.4.devunknown | Recomputedwinner eligible | Third-party benchmark |
| GPT-4oOpenAI | Aider Polyglotpolyglot-225-5dc9490bb35f | 23.11 | — | 225 | diff; aider 0.70.1.devunknown | Recomputedwinner eligible | Third-party benchmark |
| Llama 4 Maverick 17B 128E InstructMeta | Aider Polyglotpolyglot-225-5dc9490bb35f | 15.56 | — | 225 | whole; aider 0.81.2.devunknown | Recomputedwinner eligible | Third-party benchmark |
| Command ACohere | Aider Polyglotpolyglot-225-5dc9490bb35f | 12.00 | — | 225 | whole; aider 0.77.1.devunknown | Recomputedwinner eligible | Third-party benchmark |
| GPT-4.1 NanoOpenAI | Aider Polyglotpolyglot-225-5dc9490bb35f | 8.89 | — | 225 | whole; aider 0.81.4.devunknown | Recomputedwinner eligible | Third-party benchmark |
| GPT-4o MiniOpenAI | Aider Polyglotpolyglot-225-5dc9490bb35f | 3.56 | — | 225 | whole; aider 0.69.2.devunknown | Recomputedwinner eligible | Third-party benchmark |
| Claude Fable 5Anthropic | ARC-AGI-1verified-v1-613c385b0c93 | 98.50 | — | — | Claude Fable 5 (XHigh)unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 5.5Anthropic | ARC-AGI-1verified-v1-613c385b0c93 | 98.50 | — | — | Claude Opus 5.5 (High)unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.8 FlashGoogle DeepMind | ARC-AGI-1verified-v1-613c385b0c93 | 98.50 | — | — | Gemini 3.8 Flash (High)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-6.1 SolOpenAI | ARC-AGI-1verified-v1-613c385b0c93 | 98.50 | — | — | GPT-6.1 Sol (XHigh)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-6 AstraOpenAI | ARC-AGI-1verified-v1-613c385b0c93 | 98.50 | — | — | GPT-6 Astra (XHigh)unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.1 ProGoogle DeepMind | ARC-AGI-1verified-v1-613c385b0c93 | 98.00 | — | — | Gemini 3.1 Pro (Preview)unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Fable 5.1Anthropic | ARC-AGI-1verified-v1-613c385b0c93 | 97.50 | — | — | Claude Fable 5.1 (Max)unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 5Anthropic | ARC-AGI-1verified-v1-613c385b0c93 | 97.50 | — | — | Claude Opus 5 (Max)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.6 SolOpenAI | ARC-AGI-1verified-v1-613c385b0c93 | 97.50 | — | — | GPT-5.6 Sol (XHigh)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.5 ProOpenAI | ARC-AGI-1verified-v1-613c385b0c93 | 96.50 | — | — | GPT-5.5 Pro (High)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.6 TerraOpenAI | ARC-AGI-1verified-v1-613c385b0c93 | 96.50 | — | — | GPT-5.6 Terra (Max)unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.7 FlashGoogle DeepMind | ARC-AGI-1verified-v1-613c385b0c93 | 95.50 | — | — | Gemini 3.7 Flash (High)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-6 SolOpenAI | ARC-AGI-1verified-v1-613c385b0c93 | 95.50 | — | — | GPT-6 Sol (Max)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.5OpenAI | ARC-AGI-1verified-v1-613c385b0c93 | 95.00 | — | — | GPT-5.5 (XHigh)unknown | Original sourcewinner eligible | Third-party benchmark |
| DeepSeek V4.1 FlashDeepSeek | ARC-AGI-1verified-v1-613c385b0c93 | 94.50 | — | — | DeepSeek V4.1 Flash (Max)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.4 ProOpenAI | ARC-AGI-1verified-v1-613c385b0c93 | 94.50 | — | — | GPT-5.4 Pro (XHigh)unknown | Original sourcewinner eligible | Third-party benchmark |
| Kimi K3Moonshot AI | ARC-AGI-1verified-v1-613c385b0c93 | 94.50 | — | — | Kimi K3 (Max)unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.6Anthropic | ARC-AGI-1verified-v1-613c385b0c93 | 94.00 | — | — | Claude Opus 4.6 (120K, High)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.4OpenAI | ARC-AGI-1verified-v1-613c385b0c93 | 93.67 | — | — | GPT-5.4 (XHigh)unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.7Anthropic | ARC-AGI-1verified-v1-613c385b0c93 | 93.50 | — | — | Claude 4.7 (High)unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.8Anthropic | ARC-AGI-1verified-v1-613c385b0c93 | 92.50 | — | — | Claude Opus 4.8 (Max)unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.5 FlashGoogle DeepMind | ARC-AGI-1verified-v1-613c385b0c93 | 92.50 | — | — | Gemini 3.5 Flash (High)unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.6 FlashGoogle DeepMind | ARC-AGI-1verified-v1-613c385b0c93 | 91.17 | — | — | Gemini 3.6 Flash (High)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.6 LunaOpenAI | ARC-AGI-1verified-v1-613c385b0c93 | 90.67 | — | — | GPT-5.6 Luna 2026-07-30 (Max)unknown | Original sourcewinner eligible | Third-party benchmark |
| DeepSeek V4 Pro 0813DeepSeek | ARC-AGI-1verified-v1-613c385b0c93 | 90.50 | — | — | DeepSeek V4 Pro 0813 (Low)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.2 ProOpenAI | ARC-AGI-1verified-v1-613c385b0c93 | 90.50 | — | — | GPT-5.2 Pro (XHigh)unknown | Original sourcewinner eligible | Third-party benchmark |
| Grok 4.7xAI | ARC-AGI-1verified-v1-613c385b0c93 | 90.17 | — | — | Grok 4.7 (High)unknown | Original sourcewinner eligible | Third-party benchmark |
| Grok 4.20 Multi AgentxAI | ARC-AGI-1verified-v1-613c385b0c93 | 89.50 | — | — | Grok 4.20 (Reasoning)unknown | Original sourcewinner eligible | Third-party benchmark |
| DeepSeek V4 FlashDeepSeek | ARC-AGI-1verified-v1-613c385b0c93 | 89.00 | — | — | DeepSeek V4 Flash 0731 (Max)unknown | Original sourcewinner eligible | Third-party benchmark |
| Grok 4.6xAI | ARC-AGI-1verified-v1-613c385b0c93 | 87.50 | — | — | Grok 4.6 (Medium)unknown | Original sourcewinner eligible | Third-party benchmark |
| Qwen3.8 27BQwen | ARC-AGI-1verified-v1-613c385b0c93 | 87.50 | — | — | Qwen3.8-27B (XHigh)unknown | Original sourcewinner eligible | Third-party benchmark |
| Grok 4.5xAI | ARC-AGI-1verified-v1-613c385b0c93 | 87.17 | — | — | Grok 4.5 (Medium)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-6 LunaOpenAI | ARC-AGI-1verified-v1-613c385b0c93 | 86.67 | — | — | GPT-6 Luna (Max)unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Sonnet 4.6Anthropic | ARC-AGI-1verified-v1-613c385b0c93 | 86.50 | — | — | Claude Sonnet 4.6 (High)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.2OpenAI | ARC-AGI-1verified-v1-613c385b0c93 | 86.17 | — | — | GPT-5.2 (XHigh)unknown | Original sourcewinner eligible | Third-party benchmark |
| Inkling SmallThinking Machines Lab | ARC-AGI-1verified-v1-613c385b0c93 | 84.00 | — | — | Inkling Small (XHigh)unknown | Original sourcewinner eligible | Third-party benchmark |
| InklingThinking Machines Lab | ARC-AGI-1verified-v1-613c385b0c93 | 79.50 | — | — | Inklingunknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.1OpenAI | ARC-AGI-1verified-v1-613c385b0c93 | 72.83 | — | — | GPT-5.1 (Thinking, High)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5 ProOpenAI | ARC-AGI-1verified-v1-613c385b0c93 | 70.17 | — | — | GPT-5 Prounknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5OpenAI | ARC-AGI-1verified-v1-613c385b0c93 | 65.67 | — | — | GPT-5 (High)unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Sonnet 4.5Anthropic | ARC-AGI-1verified-v1-613c385b0c93 | 63.67 | — | — | Claude Sonnet 4.5 (Thinking 32K)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.4 MiniOpenAI | ARC-AGI-1verified-v1-613c385b0c93 | 63.67 | — | — | GPT-5.4 Mini (XHigh)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5 MiniOpenAI | ARC-AGI-1verified-v1-613c385b0c93 | 54.33 | — | — | GPT-5 Mini (High)unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.5 Flash LiteGoogle DeepMind | ARC-AGI-1verified-v1-613c385b0c93 | 53.50 | — | — | Gemini 3.5 Flash-Lite (High)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.4 NanoOpenAI | ARC-AGI-1verified-v1-613c385b0c93 | 51.50 | — | — | GPT-5.4 Nano (XHigh)unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Haiku 4.5Anthropic | ARC-AGI-1verified-v1-613c385b0c93 | 47.67 | — | — | Claude Haiku 4.5 (Thinking 32K)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5 NanoOpenAI | ARC-AGI-1verified-v1-613c385b0c93 | 20.71 | — | — | GPT-5 Nano (Medium)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-4.1OpenAI | ARC-AGI-1verified-v1-613c385b0c93 | 5.50 | — | — | GPT-4.1unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-6 AstraOpenAI | ARC-AGI-2verified-v2-be40992860f9 | 95.00 | — | — | GPT-6 Astra (Max)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-6.1 SolOpenAI | ARC-AGI-2verified-v2-be40992860f9 | 94.17 | — | — | GPT-6.1 Sol (Max)unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 5.5Anthropic | ARC-AGI-2verified-v2-be40992860f9 | 93.33 | — | — | Claude Opus 5.5 (High)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.6 SolOpenAI | ARC-AGI-2verified-v2-be40992860f9 | 92.50 | — | — | GPT-5.6 Sol (Max)unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 5Anthropic | ARC-AGI-2verified-v2-be40992860f9 | 90.42 | — | — | Claude Opus 5 (Max)unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Fable 5.1Anthropic | ARC-AGI-2verified-v2-be40992860f9 | 90.00 | — | — | Claude Fable 5.1 (XHigh)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-6 SolOpenAI | ARC-AGI-2verified-v2-be40992860f9 | 89.58 | — | — | GPT-6 Sol (Max)unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Fable 5Anthropic | ARC-AGI-2verified-v2-be40992860f9 | 89.17 | — | — | Claude Fable 5 (Max)unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.8 FlashGoogle DeepMind | ARC-AGI-2verified-v2-be40992860f9 | 89.17 | — | — | Gemini 3.8 Flash (High)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.5OpenAI | ARC-AGI-2verified-v2-be40992860f9 | 85.00 | — | — | GPT-5.5 (XHigh)unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.7 FlashGoogle DeepMind | ARC-AGI-2verified-v2-be40992860f9 | 84.58 | — | — | Gemini 3.7 Flash (High)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.5 ProOpenAI | ARC-AGI-2verified-v2-be40992860f9 | 84.58 | — | — | GPT-5.5 Pro (High)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.6 TerraOpenAI | ARC-AGI-2verified-v2-be40992860f9 | 83.90 | — | — | GPT-5.6 Terra (Max)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.4 ProOpenAI | ARC-AGI-2verified-v2-be40992860f9 | 83.33 | — | — | GPT-5.4 Pro (XHigh)unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.1 ProGoogle DeepMind | ARC-AGI-2verified-v2-be40992860f9 | 77.08 | — | — | Gemini 3.1 Pro (Preview)unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.7Anthropic | ARC-AGI-2verified-v2-be40992860f9 | 75.83 | — | — | Claude 4.7 (Max)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.4OpenAI | ARC-AGI-2verified-v2-be40992860f9 | 73.95 | — | — | GPT-5.4 (XHigh)unknown | Original sourcewinner eligible | Third-party benchmark |
| DeepSeek V4.1 FlashDeepSeek | ARC-AGI-2verified-v2-be40992860f9 | 72.92 | — | — | DeepSeek V4.1 Flash (Max)unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.8Anthropic | ARC-AGI-2verified-v2-be40992860f9 | 72.08 | — | — | Claude Opus 4.8 (High)unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.5 FlashGoogle DeepMind | ARC-AGI-2verified-v2-be40992860f9 | 72.08 | — | — | Gemini 3.5 Flash (High)unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.6Anthropic | ARC-AGI-2verified-v2-be40992860f9 | 69.17 | — | — | Claude Opus 4.6 (120K, High)unknown | Original sourcewinner eligible | Third-party benchmark |
| Grok 4.6xAI | ARC-AGI-2verified-v2-be40992860f9 | 67.08 | — | — | Grok 4.6 (XHigh)unknown | Original sourcewinner eligible | Third-party benchmark |
| Grok 4.20 Multi AgentxAI | ARC-AGI-2verified-v2-be40992860f9 | 65.14 | — | — | Grok 4.20 (Reasoning)unknown | Original sourcewinner eligible | Third-party benchmark |
| DeepSeek V4 FlashDeepSeek | ARC-AGI-2verified-v2-be40992860f9 | 61.39 | — | — | DeepSeek V4 Flash 0731 (Max)unknown | Original sourcewinner eligible | Third-party benchmark |
| Grok 4.7xAI | ARC-AGI-2verified-v2-be40992860f9 | 61.39 | — | — | Grok 4.7 (XHigh)unknown | Original sourcewinner eligible | Third-party benchmark |
| DeepSeek V4 Pro 0813DeepSeek | ARC-AGI-2verified-v2-be40992860f9 | 61.25 | — | — | DeepSeek V4 Pro 0813 (Max)unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Sonnet 4.6Anthropic | ARC-AGI-2verified-v2-be40992860f9 | 60.42 | — | — | Claude Sonnet 4.6 (High)unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.6 FlashGoogle DeepMind | ARC-AGI-2verified-v2-be40992860f9 | 60.42 | — | — | Gemini 3.6 Flash (High)unknown | Original sourcewinner eligible | Third-party benchmark |
| Kimi K3Moonshot AI | ARC-AGI-2verified-v2-be40992860f9 | 60.42 | — | — | Kimi K3 (Max)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.6 LunaOpenAI | ARC-AGI-2verified-v2-be40992860f9 | 59.58 | — | — | GPT-5.6 Luna 2026-07-30 (Max)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-6 LunaOpenAI | ARC-AGI-2verified-v2-be40992860f9 | 59.31 | — | — | GPT-6 Luna (Max)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.2 ProOpenAI | ARC-AGI-2verified-v2-be40992860f9 | 54.16 | — | — | GPT-5.2 Pro (High)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.2OpenAI | ARC-AGI-2verified-v2-be40992860f9 | 52.91 | — | — | GPT-5.2 (XHigh)unknown | Original sourcewinner eligible | Third-party benchmark |
| Grok 4.5xAI | ARC-AGI-2verified-v2-be40992860f9 | 52.64 | — | — | Grok 4.5 (Medium)unknown | Original sourcewinner eligible | Third-party benchmark |
| Qwen3.8 27BQwen | ARC-AGI-2verified-v2-be40992860f9 | 42.36 | — | — | Qwen3.8-27B (XHigh)unknown | Original sourcewinner eligible | Third-party benchmark |
| Inkling SmallThinking Machines Lab | ARC-AGI-2verified-v2-be40992860f9 | 40.14 | — | — | Inkling Small (XHigh)unknown | Original sourcewinner eligible | Third-party benchmark |
| InklingThinking Machines Lab | ARC-AGI-2verified-v2-be40992860f9 | 36.53 | — | — | Inklingunknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.4 MiniOpenAI | ARC-AGI-2verified-v2-be40992860f9 | 18.90 | — | — | GPT-5.4 Mini (XHigh)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5 ProOpenAI | ARC-AGI-2verified-v2-be40992860f9 | 18.33 | — | — | GPT-5 Prounknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.1OpenAI | ARC-AGI-2verified-v2-be40992860f9 | 17.64 | — | — | GPT-5.1 (Thinking, High)unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Sonnet 4.5Anthropic | ARC-AGI-2verified-v2-be40992860f9 | 13.61 | — | — | Claude Sonnet 4.5 (Thinking 32K)unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.5 Flash LiteGoogle DeepMind | ARC-AGI-2verified-v2-be40992860f9 | 10.28 | — | — | Gemini 3.5 Flash-Lite (High)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5OpenAI | ARC-AGI-2verified-v2-be40992860f9 | 9.86 | — | — | GPT-5 (High)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.4 NanoOpenAI | ARC-AGI-2verified-v2-be40992860f9 | 5.69 | — | — | GPT-5.4 Nano (XHigh)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5 MiniOpenAI | ARC-AGI-2verified-v2-be40992860f9 | 4.44 | — | — | GPT-5 Mini (High)unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Haiku 4.5Anthropic | ARC-AGI-2verified-v2-be40992860f9 | 4.03 | — | — | Claude Haiku 4.5 (Thinking 32K)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5 NanoOpenAI | ARC-AGI-2verified-v2-be40992860f9 | 2.61 | — | — | GPT-5 Nano (High)unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-4.1OpenAI | ARC-AGI-2verified-v2-be40992860f9 | 0.42 | — | — | GPT-4.1unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.5Anthropic | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 77.47 | — | — | Claude-Opus-4-5-20251101 (FC)unknown | Recomputedwinner eligible | Third-party benchmark |
| Claude Sonnet 4.5Anthropic | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 73.24 | — | — | Claude-Sonnet-4-5-20250929 (FC)unknown | Recomputedwinner eligible | Third-party benchmark |
| Kimi K2 InstructMoonshot AI | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 59.06 | — | — | Moonshotai-Kimi-K2-Instruct (FC)unknown | Recomputedwinner eligible | Third-party benchmark |
| Gemini 2.5 FlashGoogle DeepMind | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 56.24 | — | — | Gemini-2.5-Flash (FC)unknown | Recomputedwinner eligible | Third-party benchmark |
| GPT-5.2OpenAI | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 55.87 | — | — | GPT-5.2-2025-12-11 (FC)unknown | Recomputedwinner eligible | Third-party benchmark |
| GPT-5 MiniOpenAI | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 55.46 | — | — | GPT-5-mini-2025-08-07 (FC)unknown | Recomputedwinner eligible | Third-party benchmark |
| GPT-4.1OpenAI | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 53.96 | — | — | GPT-4.1-2025-04-14 (FC)unknown | Recomputedwinner eligible | Third-party benchmark |
| GPT-5 NanoOpenAI | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 51.45 | — | — | GPT-5-nano-2025-08-07 (FC)unknown | Recomputedwinner eligible | Third-party benchmark |
| Gemini 2.5 FlashGoogle DeepMind | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 50.90 | — | — | Gemini-2.5-Flash (Prompt)unknown | Recomputedwinner eligible | Third-party benchmark |
| GPT-4.1 MiniOpenAI | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 50.45 | — | — | GPT-4.1-mini-2025-04-14 (FC)unknown | Recomputedwinner eligible | Third-party benchmark |
| Command ACohere | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 46.49 | — | — | Command A (FC)unknown | Recomputedwinner eligible | Third-party benchmark |
| GPT-5.2OpenAI | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 45.27 | — | — | GPT-5.2-2025-12-11 (Prompt)unknown | Recomputedwinner eligible | Third-party benchmark |
| GPT-4.1OpenAI | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 39.38 | — | — | GPT-4.1-2025-04-14 (Prompt)unknown | Recomputedwinner eligible | Third-party benchmark |
| Gemini 2.5 Flash LiteGoogle DeepMind | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 36.87 | — | — | Gemini-2.5-Flash-Lite (FC)unknown | Recomputedwinner eligible | Third-party benchmark |
| Claude Opus 4.5Anthropic | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 33.47 | — | — | Claude-Opus-4-5-20251101 (Prompt)unknown | Recomputedwinner eligible | Third-party benchmark |
| GPT-4.1 NanoOpenAI | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 33.05 | — | — | GPT-4.1-nano-2025-04-14 (FC)unknown | Recomputedwinner eligible | Third-party benchmark |
| Llama 3.3 70B InstructMeta | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 31.90 | — | — | Llama-3.3-70B-Instruct (FC)unknown | Recomputedwinner eligible | Third-party benchmark |
| GPT-4.1 MiniOpenAI | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 29.73 | — | — | GPT-4.1-mini-2025-04-14 (Prompt)unknown | Recomputedwinner eligible | Third-party benchmark |
| phi-4Microsoft | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 28.79 | — | — | Phi-4 (Prompt)unknown | Recomputedwinner eligible | Third-party benchmark |
| Llama 4 Scout 17B 16E InstructMeta | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 28.13 | — | — | Llama-4-Scout-17B-16E-Instruct (FC)unknown | Recomputedwinner eligible | Third-party benchmark |
| Gemini 2.5 Flash LiteGoogle DeepMind | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 28.03 | — | — | Gemini-2.5-Flash-Lite (Prompt)unknown | Recomputedwinner eligible | Third-party benchmark |
| GPT-5 MiniOpenAI | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 27.83 | — | — | GPT-5-mini-2025-08-07 (Prompt)unknown | Recomputedwinner eligible | Third-party benchmark |
| GPT-5 NanoOpenAI | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 27.55 | — | — | GPT-5-nano-2025-08-07 (Prompt)unknown | Recomputedwinner eligible | Third-party benchmark |
| Nova 2 LiteAmazon | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 27.10 | — | — | Amazon-Nova-2-Lite-v1:0 (FC)unknown | Recomputedwinner eligible | Third-party benchmark |
| Llama 3.1 8B InstructMeta | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 25.83 | — | — | Llama-3.1-8B-Instruct (Prompt)unknown | Recomputedwinner eligible | Third-party benchmark |
| Claude Sonnet 4.5Anthropic | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 24.90 | — | — | Claude-Sonnet-4-5-20250929 (Prompt)unknown | Recomputedwinner eligible | Third-party benchmark |
| GPT-4.1 NanoOpenAI | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 24.88 | — | — | GPT-4.1-nano-2025-04-14 (Prompt)unknown | Recomputedwinner eligible | Third-party benchmark |
| Ministral 8B Instruct 2410Mistral AI | Berkeley Function Calling Leaderboardv4-ede5081a24bc | 11.10 | — | — | Ministral-8B-Instruct-2410 (FC)unknown | Recomputedwinner eligible | Third-party benchmark |
| Claude Fable 5.1Anthropic | LiveBench2026-06-25-90f8d44da965 | 86.82 | 16,470 | 1,270 | claude-fable-5-1-max-effortaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Claude Fable 5Anthropic | LiveBench2026-06-25-90f8d44da965 | 86.55 | 20,255 | 1,270 | claude-fable-5-max-effortaverage per case | Recomputedwinner eligible | Third-party benchmark |
| GPT-6 AstraOpenAI | LiveBench2026-06-25-90f8d44da965 | 86.47 | 10,407 | 1,270 | gpt-6-astra-maxaverage per case | Recomputedwinner eligible | Third-party benchmark |
| GPT-6.1 SolOpenAI | LiveBench2026-06-25-90f8d44da965 | 86.14 | 10,375 | 1,270 | gpt-6.1-sol-maxaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Claude Opus 5.5Anthropic | LiveBench2026-06-25-90f8d44da965 | 85.94 | 25,610 | 1,270 | claude-opus-5-5-max-effortaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Muse Spark 1.3Meta | LiveBench2026-06-25-90f8d44da965 | 85.47 | 28,234 | 1,270 | muse-spark-1.3-xhighaverage per case | Recomputedwinner eligible | Third-party benchmark |
| GPT-6.1 SolOpenAI | LiveBench2026-06-25-90f8d44da965 | 85.35 | 6,594 | 1,270 | gpt-6.1-sol-xhighaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Claude Opus 5.5Anthropic | LiveBench2026-06-25-90f8d44da965 | 85.30 | 7,508 | 1,270 | claude-opus-5-5-xhigh-effortaverage per case | Recomputedwinner eligible | Third-party benchmark |
| GPT-5.6 SolOpenAI | LiveBench2026-06-25-90f8d44da965 | 85.26 | 11,729 | 1,270 | gpt-5.6-sol-maxaverage per case | Recomputedwinner eligible | Third-party benchmark |
| GPT-5.5OpenAI | LiveBench2026-06-25-90f8d44da965 | 84.54 | 11,355 | 1,270 | gpt-5.5-xhighaverage per case | Recomputedwinner eligible | Third-party benchmark |
| GPT-6 SolOpenAI | LiveBench2026-06-25-90f8d44da965 | 83.83 | 17,131 | 1,270 | gpt-6-sol-maxaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Claude Opus 5Anthropic | LiveBench2026-06-25-90f8d44da965 | 83.44 | 14,826 | 1,271 | claude-opus-5-max-effortaverage per case | Recomputedwinner eligible | Third-party benchmark |
| DeepSeek V4.1 FlashDeepSeek | LiveBench2026-06-25-90f8d44da965 | 83.20 | 36,355 | 1,270 | deepseek-v4.1-flash-maxaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Gemini 3.7 FlashGoogle DeepMind | LiveBench2026-06-25-90f8d44da965 | 83.15 | 22,610 | 1,270 | gemini-3.7-flash-highaverage per case | Recomputedwinner eligible | Third-party benchmark |
| GPT-5.4OpenAI | LiveBench2026-06-25-90f8d44da965 | 82.38 | 18,273 | 1,270 | gpt-5.4-xhighaverage per case | Recomputedwinner eligible | Third-party benchmark |
| GPT-5.6 TerraOpenAI | LiveBench2026-06-25-90f8d44da965 | 82.31 | 22,145 | 1,270 | gpt-5.6-terra-maxaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Grok 4.7xAI | LiveBench2026-06-25-90f8d44da965 | 82.20 | 56,776 | 1,270 | grok-4.7-xhighaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Grok 4.6xAI | LiveBench2026-06-25-90f8d44da965 | 82.17 | 16,154 | 1,270 | grok-4.6average per case | Recomputedwinner eligible | Third-party benchmark |
| DeepSeek V4 Pro 0813DeepSeek | LiveBench2026-06-25-90f8d44da965 | 81.91 | 36,339 | 1,270 | deepseek-v4-pro-0813average per case | Recomputedwinner eligible | Third-party benchmark |
| Qwen3.8 MaxQwen | LiveBench2026-06-25-90f8d44da965 | 81.88 | 21,637 | 1,270 | qwen3.8-maxaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Muse Spark 1.2Meta | LiveBench2026-06-25-90f8d44da965 | 81.88 | 18,700 | 1,270 | muse-spark-1.2-xhighaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Gemini 3.1 ProGoogle DeepMind | LiveBench2026-06-25-90f8d44da965 | 81.66 | 13,380 | 1,270 | gemini-3.1-pro-preview-highaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Claude Opus 4.8Anthropic | LiveBench2026-06-25-90f8d44da965 | 81.18 | 24,171 | 1,270 | claude-opus-4-8-max-effortaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Kimi K3Moonshot AI | LiveBench2026-06-25-90f8d44da965 | 81.02 | 13,647 | 1,270 | kimi-k3average per case | Recomputedwinner eligible | Third-party benchmark |
| Claude Opus 4.7Anthropic | LiveBench2026-06-25-90f8d44da965 | 80.97 | 11,460 | 1,270 | claude-opus-4-7-xhigh-effortaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Gemini 3.8 FlashGoogle DeepMind | LiveBench2026-06-25-90f8d44da965 | 80.85 | 42,786 | 1,270 | gemini-3.8-flash-highaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Claude Sonnet 5Anthropic | LiveBench2026-06-25-90f8d44da965 | 80.01 | 19,428 | 1,270 | claude-sonnet-5-xhigh-effortaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Grok 4.5xAI | LiveBench2026-06-25-90f8d44da965 | 80.01 | 10,517 | 1,270 | grok-4.5average per case | Recomputedwinner eligible | Third-party benchmark |
| DeepSeek V4 Flash Vision ExpDeepSeek | LiveBench2026-06-25-90f8d44da965 | 79.67 | 52,644 | 1,270 | deepseek-v4-flash-vision-expaverage per case | Recomputedwinner eligible | Third-party benchmark |
| GPT-5.2OpenAI | LiveBench2026-06-25-90f8d44da965 | 79.21 | 11,512 | 1,270 | gpt-5.2-2025-12-11-highaverage per case | Recomputedwinner eligible | Third-party benchmark |
| GLM 5.3Z.ai | LiveBench2026-06-25-90f8d44da965 | 79.15 | 62,090 | 1,270 | glm-5.3average per case | Recomputedwinner eligible | Third-party benchmark |
| Qwen3.8 FlashQwen | LiveBench2026-06-25-90f8d44da965 | 79.12 | 54,438 | 1,270 | qwen3.8-flash-nextaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Gemini 3.5 FlashGoogle DeepMind | LiveBench2026-06-25-90f8d44da965 | 78.84 | 15,522 | 1,270 | gemini-3.5-flash-highaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Claude Opus 4.6Anthropic | LiveBench2026-06-25-90f8d44da965 | 78.69 | 9,651 | 1,270 | claude-opus-4-6-thinking-auto-high-effortaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Muse Spark 1.1Meta | LiveBench2026-06-25-90f8d44da965 | 78.57 | 13,652 | 1,270 | muse-spark-1.1-xhighaverage per case | Recomputedwinner eligible | Third-party benchmark |
| DeepSeek V4 FlashDeepSeek | LiveBench2026-06-25-90f8d44da965 | 78.08 | 21,079 | 1,270 | deepseek-v4-flash-0731average per case | Recomputedwinner eligible | Third-party benchmark |
| Gemini 3.6 FlashGoogle DeepMind | LiveBench2026-06-25-90f8d44da965 | 78.05 | 14,746 | 1,270 | gemini-3.6-flash-highaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Qwen3.8 27BQwen | LiveBench2026-06-25-90f8d44da965 | 78.02 | 28,740 | 1,270 | qwen3.8-27baverage per case | Recomputedwinner eligible | Third-party benchmark |
| Qwen3.7 MaxQwen | LiveBench2026-06-25-90f8d44da965 | 77.50 | 12,909 | 1,270 | qwen3.7-maxaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Claude Opus 4.5Anthropic | LiveBench2026-06-25-90f8d44da965 | 77.39 | 15,203 | 1,270 | claude-opus-4-5-20251101-thinking-64k-high-effortaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Claude Sonnet 4.6Anthropic | LiveBench2026-06-25-90f8d44da965 | 77.11 | 13,226 | 1,270 | claude-sonnet-4-6-thinking-auto-medium-effortaverage per case | Recomputedwinner eligible | Third-party benchmark |
| GPT-5.6 LunaOpenAI | LiveBench2026-06-25-90f8d44da965 | 77.05 | 21,799 | 1,270 | gpt-5.6-luna-maxaverage per case | Recomputedwinner eligible | Third-party benchmark |
| GLM 5.2Z.ai | LiveBench2026-06-25-90f8d44da965 | 76.96 | 23,463 | 1,270 | glm-5.2average per case | Recomputedwinner eligible | Third-party benchmark |
| DeepSeek V4 ProDeepSeek | LiveBench2026-06-25-90f8d44da965 | 76.79 | 35,014 | 1,270 | deepseek-v4-proaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Mistral Large 4Mistral AI | LiveBench2026-06-25-90f8d44da965 | 76.67 | 25,699 | 1,270 | mistral-large-4-highaverage per case | Recomputedwinner eligible | Third-party benchmark |
| InklingThinking Machines Lab | LiveBench2026-06-25-90f8d44da965 | 76.47 | 22,213 | 1,270 | inkling-xhighaverage per case | Recomputedwinner eligible | Third-party benchmark |
| GPT-6 LunaOpenAI | LiveBench2026-06-25-90f8d44da965 | 75.84 | 35,869 | 1,270 | gpt-6-luna-maxaverage per case | Recomputedwinner eligible | Third-party benchmark |
| GPT-5.4 NanoOpenAI | LiveBench2026-06-25-90f8d44da965 | 75.27 | 46,179 | 1,246 | gpt-5.4-nano-xhighaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Kimi K2.6Moonshot AI | LiveBench2026-06-25-90f8d44da965 | 74.18 | 27,001 | 1,270 | kimi-k2.6-thinkingaverage per case | Recomputedwinner eligible | Third-party benchmark |
| NVIDIA Nemotron 3 Ultra 550B A55B BF16NVIDIA | LiveBench2026-06-25-90f8d44da965 | 73.49 | 41,654 | 1,270 | nemotron-3-ultra-550b-a55baverage per case | Recomputedwinner eligible | Third-party benchmark |
| GLM 5.3 FlashZ.ai | LiveBench2026-06-25-90f8d44da965 | 73.27 | 34,707 | 1,270 | glm-5.3-flashaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Kimi K2.7 CodeMoonshot AI | LiveBench2026-06-25-90f8d44da965 | 71.45 | 13,007 | 1,270 | kimi-k2.7-codeaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Grok Build 0.1xAI | LiveBench2026-06-25-90f8d44da965 | 71.09 | 980 | 1,270 | grok-build-0.1average per case | Recomputedwinner eligible | Third-party benchmark |
| MiniMax M3MiniMax | LiveBench2026-06-25-90f8d44da965 | 70.26 | 15,530 | 1,270 | minimax-m3average per case | Recomputedwinner eligible | Third-party benchmark |
| DeepSeek V4 FlashDeepSeek | LiveBench2026-06-25-90f8d44da965 | 69.67 | 34,434 | 1,270 | deepseek-v4-flashaverage per case | Recomputedwinner eligible | Third-party benchmark |
| GPT-5.4 MiniOpenAI | LiveBench2026-06-25-90f8d44da965 | 69.53 | 47,448 | 1,257 | gpt-5.4-mini-xhighaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Grok 4.3xAI | LiveBench2026-06-25-90f8d44da965 | 69.27 | 11,184 | 1,270 | grok-4.3average per case | Recomputedwinner eligible | Third-party benchmark |
| Gemini 3.5 Flash LiteGoogle DeepMind | LiveBench2026-06-25-90f8d44da965 | 66.35 | 11,526 | 1,270 | gemini-3.5-flash-lite-highaverage per case | Recomputedwinner eligible | Third-party benchmark |
| Claude Fable 5.1Anthropic | LMArena Agent Arenaagent-2026-10-16-a64ca3b12b6e | 14.03 | — | 16,374 | Claude Fable 5.1 (Max); 95% CI [12.03932907, 16.02502568]; sessions 16374; observations 1913479; rank 3unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 5Anthropic | LMArena Agent Arenaagent-2026-10-16-a64ca3b12b6e | 8.68 | — | 23,770 | Claude Opus 5 (Max); 95% CI [6.99592257, 10.36856205]; sessions 23770; observations 3146528; rank 8unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Fable 5Anthropic | LMArena Agent Arenaagent-2026-10-16-a64ca3b12b6e | 8.18 | — | 42,608 | Claude Fable 5 (High); 95% CI [6.75735259, 9.60649884]; sessions 42608; observations 2530600; rank 9unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Sonnet 5Anthropic | LMArena Agent Arenaagent-2026-10-16-a64ca3b12b6e | 4.58 | — | 33,276 | Claude Sonnet 5 (High); 95% CI [2.88280252, 6.28024714]; sessions 33276; observations 3570560; rank 12unknown | Original sourcewinner eligible | Third-party benchmark |
| Muse Spark 1.3Meta | LMArena Agent Arenaagent-2026-10-16-a64ca3b12b6e | 3.82 | — | 73,912 | Muse Spark 1.3 (Max); 95% CI [2.98809934, 4.65329623]; sessions 73912; observations 7381209; rank 14unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.8 FlashGoogle DeepMind | LMArena Agent Arenaagent-2026-10-16-a64ca3b12b6e | 3.75 | — | 37,692 | Gemini 3.8 Flash (High); 95% CI [2.64957678, 4.84993702]; sessions 37692; observations 5316787; rank 15unknown | Original sourcewinner eligible | Third-party benchmark |
| Grok 4.7xAI | LMArena Agent Arenaagent-2026-10-16-a64ca3b12b6e | 3.21 | — | 15,127 | Grok 4.7 (xHigh); 95% CI [1.57579589, 4.84117305]; sessions 15127; observations 2475030; rank 16unknown | Original sourcewinner eligible | Third-party benchmark |
| Hy4 previewTencent | LMArena Agent Arenaagent-2026-10-16-a64ca3b12b6e | 2.68 | — | 84,828 | Hy4 preview; 95% CI [2.00929922, 3.35139547]; sessions 84828; observations 8314177; rank 20unknown | Original sourcewinner eligible | Third-party benchmark |
| Kimi K3Moonshot AI | LMArena Agent Arenaagent-2026-10-16-a64ca3b12b6e | 1.93 | — | 135,415 | Kimi K3 (Max); 95% CI [1.20183745, 2.66737332]; sessions 135415; observations 12343129; rank 23unknown | Original sourcewinner eligible | Third-party benchmark |
| Grok 4.6xAI | LMArena Agent Arenaagent-2026-10-16-a64ca3b12b6e | 0.89 | — | 28,868 | Grok 4.6 (xHigh); 95% CI [-0.22077562, 2.00905409]; sessions 28868; observations 3315294; rank 28unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.7 FlashGoogle DeepMind | LMArena Agent Arenaagent-2026-10-16-a64ca3b12b6e | -0.72 | — | 54,989 | Gemini 3.7 Flash (High); 95% CI [-1.64184585, 0.19418642]; sessions 54989; observations 4923541; rank 32unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.1 ProGoogle DeepMind | LMArena Agent Arenaagent-2026-10-16-a64ca3b12b6e | -4.00 | — | 87,236 | Gemini 3.1 Pro Preview; 95% CI [-5.35690873, -2.63856355]; sessions 87236; observations 2815597; rank 39unknown | Original sourcewinner eligible | Third-party benchmark |
| Hy3Tencent | LMArena Agent Arenaagent-2026-10-16-a64ca3b12b6e | -6.00 | — | 31,296 | Hy3; 95% CI [-7.50774599, -4.49280945]; sessions 31296; observations 1149668; rank 41unknown | Original sourcewinner eligible | Third-party benchmark |
| Muse Spark 1.2Meta | LMArena Agent Arenaagent-2026-10-16-a64ca3b12b6e | -6.41 | — | 51,435 | Muse Spark 1.2 (xHigh); 95% CI [-7.24140950, -5.58489868]; sessions 51435; observations 3268541; rank 43unknown | Original sourcewinner eligible | Third-party benchmark |
| Muse Spark 1.1Meta | LMArena Agent Arenaagent-2026-10-16-a64ca3b12b6e | -6.43 | — | 145,940 | Muse Spark 1.1; 95% CI [-7.08799618, -5.77544358]; sessions 145940; observations 7748331; rank 44unknown | Original sourcewinner eligible | Third-party benchmark |
| Mistral Medium 3.5 128BMistral AI | LMArena Agent Arenaagent-2026-10-16-a64ca3b12b6e | -11.72 | — | 12,762 | Mistral Medium 3.5; 95% CI [-13.50841359, -9.93416425]; sessions 12762; observations 527876; rank 49unknown | Original sourcewinner eligible | Third-party benchmark |
| InklingThinking Machines Lab | LMArena Agent Arenaagent-2026-10-16-a64ca3b12b6e | -14.35 | — | 43,507 | Inkling; 95% CI [-15.81859883, -12.88168979]; sessions 43507; observations 1662352; rank 50unknown | Original sourcewinner eligible | Third-party benchmark |
| Solar Pro 4Upstage | LMArena Agent Arenaagent-2026-10-16-a64ca3b12b6e | -20.06 | — | 10,243 | Solar Pro 4; 95% CI [-22.42702213, -17.68944380]; sessions 10243; observations 452978; rank 52unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 5Anthropic | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,516.27 | — | 8,794 | claude-opus-5-high; 95% CI [1509.24512533, 1523.28765667]; votes 8794; rank 1unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Fable 5.1Anthropic | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,512.58 | — | 1,403 | claude-fable-5.1-max; 95% CI [1497.40364732, 1527.76498981]; votes 1403; rank 2unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.6Anthropic | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,507.32 | — | 27,929 | claude-opus-4-6-high; 95% CI [1500.89502415, 1513.74254503]; votes 27929; rank 3unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.6Anthropic | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,507.05 | — | 41,260 | claude-opus-4-6; 95% CI [1501.18336037, 1512.92390326]; votes 41260; rank 4unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Fable 5Anthropic | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,496.08 | — | 8,497 | claude-fable-5; 95% CI [1488.22135990, 1503.94311259]; votes 8497; rank 5unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.7Anthropic | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,495.04 | — | 22,192 | claude-opus-4-7; 95% CI [1488.66496264, 1501.41313008]; votes 22192; rank 6unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.7Anthropic | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,494.71 | — | 21,957 | claude-opus-4-7-high; 95% CI [1488.20710383, 1501.21879014]; votes 21957; rank 7unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.5OpenAI | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,485.72 | — | 21,279 | gpt-5.5; 95% CI [1479.48245578, 1491.95617143]; votes 21279; rank 8unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.5OpenAI | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,484.48 | — | 20,944 | gpt-5.5-high; 95% CI [1478.10008380, 1490.85597001]; votes 20944; rank 9unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.6 SolOpenAI | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,482.71 | — | 4,818 | gpt-5.6-sol-xhigh; 95% CI [1473.91086026, 1491.51379085]; votes 4818; rank 10unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Sonnet 4.6Anthropic | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,482.24 | — | 57,813 | claude-sonnet-4-6; 95% CI [1476.36427265, 1488.10617859]; votes 57813; rank 11unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.8Anthropic | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,474.79 | — | 11,551 | claude-opus-4-8-high; 95% CI [1467.88529316, 1481.69160653]; votes 11551; rank 12unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.6 TerraOpenAI | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,471.58 | — | 5,787 | gpt-5.6-terra-xhigh; 95% CI [1463.31179298, 1479.85049651]; votes 5787; rank 13unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.4OpenAI | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,471.00 | — | 33,331 | gpt-5.4; 95% CI [1464.96841782, 1477.04032901]; votes 33331; rank 14unknown | Original sourcewinner eligible | Third-party benchmark |
| Muse Spark 1.3Meta | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,470.66 | — | 1,006 | muse-spark-1.3-max; 95% CI [1452.36505006, 1488.94793707]; votes 1006; rank 15unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-6 AstraOpenAI | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,467.52 | — | 1,621 | gpt-6-astra-max; 95% CI [1453.25995337, 1481.78626802]; votes 1621; rank 16unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Sonnet 5Anthropic | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,466.14 | — | 7,411 | claude-sonnet-5-high; 95% CI [1458.49407458, 1473.77896309]; votes 7411; rank 17unknown | Original sourcewinner eligible | Third-party benchmark |
| Muse Spark 1.1Meta | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,464.70 | — | 4,885 | muse-spark-1.1; 95% CI [1455.86175356, 1473.53929177]; votes 4885; rank 18unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.8Anthropic | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,464.07 | — | 12,128 | claude-opus-4-8; 95% CI [1457.10320334, 1471.03216030]; votes 12128; rank 19unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.5 FlashGoogle DeepMind | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,463.27 | — | 6,500 | gemini-3.5-flash-medium; 95% CI [1455.40466041, 1471.14299590]; votes 6500; rank 20unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.5Anthropic | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,462.20 | — | 7,981 | claude-opus-4-5-20251101; 95% CI [1451.78988580, 1472.60655272]; votes 7981; rank 21unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.5 FlashGoogle DeepMind | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,461.40 | — | 4,061 | gemini-3.5-flash-high; 95% CI [1452.14297727, 1470.66464631]; votes 4061; rank 22unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.6 LunaOpenAI | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,456.92 | — | 5,766 | gpt-5.6-luna-xhigh; 95% CI [1448.72029252, 1465.11301394]; votes 5766; rank 23unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.6 FlashGoogle DeepMind | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,456.06 | — | 2,975 | gemini-3.6-flash-high; 95% CI [1445.28023002, 1466.83474253]; votes 2975; rank 24unknown | Original sourcewinner eligible | Third-party benchmark |
| Grok 4.6xAI | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,452.33 | — | 2,258 | grok-4.6-high; 95% CI [1440.31399734, 1464.34557688]; votes 2258; rank 25unknown | Original sourcewinner eligible | Third-party benchmark |
| Grok 4.5xAI | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,451.96 | — | 4,965 | grok-4.5; 95% CI [1443.26182849, 1460.65626012]; votes 4965; rank 26unknown | Original sourcewinner eligible | Third-party benchmark |
| Kimi K2.6Moonshot AI | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,450.74 | — | 11,291 | kimi-k2.6; 95% CI [1443.10467262, 1458.37474735]; votes 11291; rank 27unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Sonnet 4.5Anthropic | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,449.81 | — | 31,455 | claude-sonnet-4-5-20250929; 95% CI [1443.68972646, 1455.92640287]; votes 31455; rank 28unknown | Original sourcewinner eligible | Third-party benchmark |
| Qwen3.7 PlusQwen | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,444.14 | — | 4,591 | qwen3.7-plus; 95% CI [1435.12302267, 1453.16578005]; votes 4591; rank 30unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.1 ProGoogle DeepMind | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,443.92 | — | 49,457 | gemini-3.1-pro-preview; 95% CI [1438.69417039, 1449.14324048]; votes 49457; rank 31unknown | Original sourcewinner eligible | Third-party benchmark |
| MiniMax M3MiniMax | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,434.79 | — | 6,314 | minimax-m3; 95% CI [1426.53255805, 1443.05504941]; votes 6314; rank 32unknown | Original sourcewinner eligible | Third-party benchmark |
| Kimi K2.5Moonshot AI | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,430.10 | — | 21,569 | kimi-k2.5-thinking; 95% CI [1423.37027866, 1436.81983378]; votes 21569; rank 34unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemma 4 31BGoogle DeepMind | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,424.51 | — | 12,326 | gemma-4-31b; 95% CI [1416.71159012, 1432.31286462]; votes 12326; rank 35unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 2.5 ProGoogle DeepMind | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,421.23 | — | 25,110 | gemini-2.5-pro; 95% CI [1414.98072895, 1427.48825137]; votes 25110; rank 36unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Haiku 4.5Anthropic | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,419.97 | — | 34,677 | claude-haiku-4-5-20251001; 95% CI [1414.09579972, 1425.83505080]; votes 34677; rank 37unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3 FlashGoogle DeepMind | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,412.99 | — | 7,158 | gemini-3-flash; 95% CI [1403.58694998, 1422.40270038]; votes 7158; rank 40unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.2OpenAI | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,404.59 | — | 7,108 | gpt-5.2-high; 95% CI [1395.08956216, 1414.09210801]; votes 7108; rank 41unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.1OpenAI | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,403.17 | — | 8,244 | gpt-5.1; 95% CI [1393.82886201, 1412.50542979]; votes 8244; rank 42unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.2OpenAI | LMArena Document Arenadocument-2026-09-13-a64ca3b12b6e | 1,401.12 | — | 28,212 | gpt-5.2; 95% CI [1395.19508120, 1407.03614053]; votes 28212; rank 44unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.6 SolOpenAI | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,261.13 | — | 60,437 | gpt-5.6-sol-xhigh; 95% CI [1254.84060485, 1267.42091382]; votes 60437; rank 1unknown | Original sourcewinner eligible | Third-party benchmark |
| Qwen3.8 MaxQwen | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,261.08 | — | 1,870 | qwen3.8-max; 95% CI [1247.89214823, 1274.26022415]; votes 1870; rank 2unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.6Anthropic | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,251.37 | — | 173,191 | claude-opus-4-6-search; 95% CI [1246.82915739, 1255.90736955]; votes 173191; rank 3unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.5OpenAI | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,246.55 | — | 125,957 | gpt-5.5-search; 95% CI [1241.65410036, 1251.45490149]; votes 125957; rank 4unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Fable 5.1Anthropic | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,245.85 | — | 12,782 | claude-fable-5.1-high; 95% CI [1238.79268797, 1252.89817971]; votes 12782; rank 5unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 5Anthropic | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,241.57 | — | 13,285 | claude-opus-5-high; 95% CI [1234.69644002, 1248.43868868]; votes 13285; rank 6unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-6 AstraOpenAI | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,233.62 | — | 18,483 | gpt-6-astra-max; 95% CI [1225.77363708, 1241.45798456]; votes 18483; rank 7unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-6.1 SolOpenAI | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,233.10 | — | 5,555 | gpt-6.1-sol-max; 95% CI [1224.24145466, 1241.96324521]; votes 5555; rank 8unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.7Anthropic | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,230.15 | — | 127,506 | claude-opus-4-7; 95% CI [1225.28137992, 1235.01180806]; votes 127506; rank 9unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Fable 5Anthropic | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,229.14 | — | 73,596 | claude-fable-5-high; 95% CI [1222.63001070, 1235.64949261]; votes 73596; rank 10unknown | Original sourcewinner eligible | Third-party benchmark |
| ERNIE 5.1Baidu | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,226.72 | — | 4,024 | ernie-5.1; 95% CI [1217.24341628, 1236.18668968]; votes 4024; rank 11unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Sonnet 4.6Anthropic | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,220.50 | — | 173,986 | claude-sonnet-4-6-search; 95% CI [1216.03052081, 1224.97904735]; votes 173986; rank 12unknown | Original sourcewinner eligible | Third-party benchmark |
| Grok 4.5xAI | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,215.94 | — | 76,458 | grok-4.5; 95% CI [1210.07957437, 1221.79459071]; votes 76458; rank 13unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 5.5Anthropic | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,212.75 | — | 10,842 | claude-opus-5.5-medium; 95% CI [1205.66309681, 1219.84195206]; votes 10842; rank 14unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.1 ProGoogle DeepMind | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,208.81 | — | 151,436 | gemini-3.1-pro-grounding; 95% CI [1204.12797055, 1213.48336905]; votes 151436; rank 15unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.2OpenAI | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,207.24 | — | 55,634 | gpt-5.2-search; 95% CI [1201.69874997, 1212.78027063]; votes 55634; rank 16unknown | Original sourcewinner eligible | Third-party benchmark |
| Grok 4.20 Multi AgentxAI | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,204.80 | — | 126,238 | grok-4.20-multi-agent-beta-0309; 95% CI [1199.36322528, 1210.23649279]; votes 126238; rank 18unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.8Anthropic | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,204.11 | — | 106,304 | claude-opus-4-8; 95% CI [1198.48669076, 1209.73163091]; votes 106304; rank 19unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.1OpenAI | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,199.70 | — | 63,042 | gpt-5.1-search; 95% CI [1194.51255947, 1204.89089087]; votes 63042; rank 20unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.4OpenAI | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,199.08 | — | 126,730 | gpt-5.4-search; 95% CI [1193.60193056, 1204.56536227]; votes 126730; rank 21unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3 FlashGoogle DeepMind | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,195.69 | — | 196,399 | gemini-3-flash-grounding; 95% CI [1191.39370466, 1199.99583788]; votes 196399; rank 22unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.5Anthropic | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,179.58 | — | 65,047 | claude-opus-4-5-search; 95% CI [1173.98777416, 1185.18060388]; votes 65047; rank 25unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-6 SolOpenAI | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,174.91 | — | 11,313 | gpt-6-sol-max; 95% CI [1167.83636087, 1181.98711987]; votes 11313; rank 26unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.2OpenAI | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,171.46 | — | 79,796 | gpt-5.2-search-non-reasoning; 95% CI [1165.94554809, 1176.98399625]; votes 79796; rank 27unknown | Original sourcewinner eligible | Third-party benchmark |
| Grok 4.3xAI | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,165.81 | — | 128,393 | grok-4.3; 95% CI [1161.07351221, 1170.53848666]; votes 128393; rank 30unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Sonnet 4.5Anthropic | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,160.27 | — | 144,153 | claude-sonnet-4-5-search; 95% CI [1155.14751166, 1165.38826265]; votes 144153; rank 31unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-6 LunaOpenAI | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,159.56 | — | 10,793 | gpt-6-luna-max; 95% CI [1152.33057533, 1166.78316335]; votes 10793; rank 32unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 2.5 ProGoogle DeepMind | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,142.80 | — | 86,689 | gemini-2.5-pro-grounding; 95% CI [1138.12227943, 1147.47015160]; votes 86689; rank 35unknown | Original sourcewinner eligible | Third-party benchmark |
| Sonar Reasoning ProPerplexity | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,139.01 | — | 29,439 | ppl-sonar-reasoning-pro-high; 95% CI [1133.19180048, 1144.81939817]; votes 29439; rank 37unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5OpenAI | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,133.49 | — | 20,865 | gpt-5-search; 95% CI [1127.51131313, 1139.47049228]; votes 20865; rank 38unknown | Original sourcewinner eligible | Third-party benchmark |
| Sonar ProPerplexity | LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e | 1,130.28 | — | 28,899 | ppl-sonar-pro-high; 95% CI [1124.47147876, 1136.08107434]; votes 28899; rank 39unknown | Original sourcewinner eligible | Third-party benchmark |
| Qwen3.8 MaxQwen | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,482.88 | — | 27,766 | qwen3.8-max; 95% CI [1477.92809424, 1487.82635626]; votes 27766; rank 17unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.5 FlashGoogle DeepMind | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,482.02 | — | 48,486 | gemini-3.5-flash-high; 95% CI [1478.14855340, 1485.88478693]; votes 48486; rank 18unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.6 FlashGoogle DeepMind | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,479.31 | — | 36,122 | gemini-3.6-flash-high; 95% CI [1474.91726787, 1483.70716010]; votes 36122; rank 21unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.5 FlashGoogle DeepMind | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,477.42 | — | 47,292 | gemini-3.5-flash-medium; 95% CI [1473.29723956, 1481.53686131]; votes 47292; rank 23unknown | Original sourcewinner eligible | Third-party benchmark |
| GLM 5.3Z.ai | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,471.46 | — | 22,543 | glm-5.3-max; 95% CI [1466.26042381, 1476.65163576]; votes 22543; rank 27unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.5OpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,471.34 | — | 69,401 | gpt-5.5-high; 95% CI [1467.64988983, 1475.02964305]; votes 69401; rank 28unknown | Original sourcewinner eligible | Third-party benchmark |
| GLM 5.3 FlashZ.ai | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,470.53 | — | 32,925 | glm-5.3-flash; 95% CI [1465.67476412, 1475.38456118]; votes 32925; rank 29unknown | Original sourcewinner eligible | Third-party benchmark |
| GLM 5.2Z.ai | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,470.37 | — | 49,820 | glm-5.2-max; 95% CI [1466.22224854, 1474.51957977]; votes 49820; rank 31unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.4OpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,468.97 | — | 64,776 | gpt-5.4-high; 95% CI [1465.23802304, 1472.70880445]; votes 64776; rank 33unknown | Original sourcewinner eligible | Third-party benchmark |
| ERNIE 5.1Baidu | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,467.73 | — | 39,468 | ernie-5.1; 95% CI [1463.22136313, 1472.23707800]; votes 39468; rank 34unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.5OpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,466.80 | — | 70,985 | gpt-5.5; 95% CI [1463.14500791, 1470.45729846]; votes 70985; rank 35unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3 FlashGoogle DeepMind | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,465.71 | — | 31,325 | gemini-3-flash; 95% CI [1461.39670282, 1470.02720080]; votes 31325; rank 36unknown | Original sourcewinner eligible | Third-party benchmark |
| GLM 5.1Z.ai | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,462.40 | — | 62,889 | glm-5.1; 95% CI [1458.83486169, 1465.97294166]; votes 62889; rank 39unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.8Anthropic | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,461.08 | — | 64,100 | claude-opus-4-8-high; 95% CI [1457.20719685, 1464.94408250]; votes 64100; rank 40unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Sonnet 4.6Anthropic | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,457.87 | — | 70,931 | claude-sonnet-4-6; 95% CI [1454.37156748, 1461.36302648]; votes 70931; rank 41unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 2.5 ProGoogle DeepMind | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,457.73 | — | 125,366 | gemini-2.5-pro; 95% CI [1455.29194111, 1460.15968303]; votes 125366; rank 42unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.6 SolOpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,457.06 | — | 40,442 | gpt-5.6-sol-xhigh; 95% CI [1452.73485432, 1461.39117296]; votes 40442; rank 43unknown | Original sourcewinner eligible | Third-party benchmark |
| Kimi K2.6Moonshot AI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,455.42 | — | 40,013 | kimi-k2.6; 95% CI [1451.01237282, 1459.83173802]; votes 40013; rank 44unknown | Original sourcewinner eligible | Third-party benchmark |
| Qwen3.7 PlusQwen | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,454.58 | — | 42,075 | qwen3.7-plus; 95% CI [1450.26283424, 1458.90144791]; votes 42075; rank 46unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.8Anthropic | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,453.90 | — | 65,172 | claude-opus-4-8; 95% CI [1450.05936004, 1457.74353427]; votes 65172; rank 47unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.4OpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,452.22 | — | 67,870 | gpt-5.4; 95% CI [1448.56177849, 1455.87949508]; votes 67870; rank 48unknown | Original sourcewinner eligible | Third-party benchmark |
| DeepSeek V4 ProDeepSeek | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,451.16 | — | 57,594 | deepseek-v4-pro; 95% CI [1447.27741116, 1455.03943137]; votes 57594; rank 49unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.5Anthropic | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,450.88 | — | 72,899 | claude-opus-4-5-20251101; 95% CI [1447.77007872, 1453.98289133]; votes 72899; rank 50unknown | Original sourcewinner eligible | Third-party benchmark |
| Grok 4.20 Multi AgentxAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,450.27 | — | 64,946 | grok-4.20-multi-agent-beta-0309; 95% CI [1446.59423552, 1453.95404223]; votes 64946; rank 52unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.5Anthropic | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,448.19 | — | 37,509 | claude-opus-4-5-20251101-high-32k; 95% CI [1444.36613918, 1452.02144591]; votes 37509; rank 54unknown | Original sourcewinner eligible | Third-party benchmark |
| Grok 4.5xAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,447.97 | — | 39,896 | grok-4.5; 95% CI [1443.63647354, 1452.30434473]; votes 39896; rank 56unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-6.1 SolOpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,447.67 | — | 6,320 | gpt-6.1-sol-max; 95% CI [1439.59979847, 1455.74908604]; votes 6320; rank 57unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.6 TerraOpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,447.39 | — | 43,271 | gpt-5.6-terra-xhigh; 95% CI [1443.15823569, 1451.62460535]; votes 43271; rank 58unknown | Original sourcewinner eligible | Third-party benchmark |
| GLM 5Z.ai | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,445.93 | — | 29,272 | glm-5; 95% CI [1441.71120059, 1450.14553038]; votes 29272; rank 60unknown | Original sourcewinner eligible | Third-party benchmark |
| DeepSeek V4 Pro 0813DeepSeek | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,445.55 | — | 9,800 | deepseek-v4-pro-high-20260813; 95% CI [1438.98161909, 1452.11869256]; votes 9800; rank 61unknown | Original sourcewinner eligible | Third-party benchmark |
| Kimi K2.5Moonshot AI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,445.02 | — | 74,759 | kimi-k2.5-thinking; 95% CI [1441.75782956, 1448.27322629]; votes 74759; rank 62unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemma 4 31BGoogle DeepMind | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,442.86 | — | 6,147 | gemma-4-31b; 95% CI [1435.47112822, 1450.25595360]; votes 6147; rank 67unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.1OpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,442.74 | — | 41,651 | gpt-5.1-high; 95% CI [1439.06360530, 1446.41090056]; votes 41651; rank 68unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-6 AstraOpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,442.69 | — | 12,163 | gpt-6-astra-max; 95% CI [1436.40189535, 1448.98654490]; votes 12163; rank 69unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3 FlashGoogle DeepMind | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,442.38 | — | 91,039 | gemini-3-flash (thinking-minimal); 95% CI [1439.36658863, 1445.39123855]; votes 91039; rank 70unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Sonnet 5Anthropic | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,442.12 | — | 49,595 | claude-sonnet-5-high; 95% CI [1438.01344792, 1446.22951308]; votes 49595; rank 72unknown | Original sourcewinner eligible | Third-party benchmark |
| InklingThinking Machines Lab | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,441.38 | — | 40,648 | inkling; 95% CI [1437.08506747, 1445.68368363]; votes 40648; rank 74unknown | Original sourcewinner eligible | Third-party benchmark |
| Qwen3.8 27BQwen | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,440.55 | — | 23,294 | qwen3.8-27b; 95% CI [1435.47949951, 1445.61514077]; votes 23294; rank 75unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Sonnet 4.5Anthropic | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,438.42 | — | 82,688 | claude-sonnet-4-5-20250929; 95% CI [1435.57332334, 1441.27604162]; votes 82688; rank 79unknown | Original sourcewinner eligible | Third-party benchmark |
| Hy3Tencent | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,438.00 | — | 12,208 | hy3; 95% CI [1431.86907820, 1444.13361939]; votes 12208; rank 80unknown | Original sourcewinner eligible | Third-party benchmark |
| Qwen3.5 397B A17BQwen | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,437.72 | — | 93,567 | qwen3.5-397b-a17b; 95% CI [1434.65086689, 1440.78699055]; votes 93567; rank 81unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Sonnet 4.5Anthropic | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,434.58 | — | 83,940 | claude-sonnet-4-5-20250929-high-32k; 95% CI [1431.82164426, 1437.34230911]; votes 83940; rank 88unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.5 Flash LiteGoogle DeepMind | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,434.52 | — | 35,851 | gemini-3.5-flash-lite; 95% CI [1430.05687105, 1438.97565121]; votes 35851; rank 89unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemma 4 26B A4BGoogle DeepMind | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,434.12 | — | 6,094 | gemma-4-26b-a4b; 95% CI [1426.70039347, 1441.53160125]; votes 6094; rank 90unknown | Original sourcewinner eligible | Third-party benchmark |
| MiniMax M3MiniMax | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,433.33 | — | 63,973 | minimax-m3; 95% CI [1429.51159020, 1437.14164071]; votes 63973; rank 91unknown | Original sourcewinner eligible | Third-party benchmark |
| DeepSeek V4 FlashDeepSeek | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,431.84 | — | 51,987 | deepseek-v4-flash; 95% CI [1427.81979734, 1435.85552908]; votes 51987; rank 92unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.6 LunaOpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,430.66 | — | 41,109 | gpt-5.6-luna-xhigh; 95% CI [1426.38028671, 1434.93119450]; votes 41109; rank 93unknown | Original sourcewinner eligible | Third-party benchmark |
| Mistral Large 3Mistral AI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,428.16 | — | 84,205 | mistral-large-3; 95% CI [1425.33671505, 1430.99053174]; votes 84205; rank 98unknown | Original sourcewinner eligible | Third-party benchmark |
| Grok 4.6xAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,427.77 | — | 28,965 | grok-4.6-high; 95% CI [1422.91144511, 1432.61896218]; votes 28965; rank 99unknown | Original sourcewinner eligible | Third-party benchmark |
| DeepSeek V3.2DeepSeek | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,424.46 | — | 48,112 | deepseek-v3.2; 95% CI [1420.99052972, 1427.92299771]; votes 48112; rank 105unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.1OpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,422.28 | — | 44,434 | gpt-5.1; 95% CI [1418.72432020, 1425.83291138]; votes 44434; rank 110unknown | Original sourcewinner eligible | Third-party benchmark |
| Mistral Medium 3.5 128BMistral AI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,420.97 | — | 11,778 | mistral-medium-3.5; 95% CI [1414.59009121, 1427.34230551]; votes 11778; rank 112unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 2.5 FlashGoogle DeepMind | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,416.89 | — | 125,521 | gemini-2.5-flash; 95% CI [1414.48804539, 1419.29483183]; votes 125521; rank 127unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.2OpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,416.24 | — | 49,655 | gpt-5.2-high; 95% CI [1412.72461401, 1419.75769766]; votes 49655; rank 129unknown | Original sourcewinner eligible | Third-party benchmark |
| Inkling SmallThinking Machines Lab | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,412.62 | — | 32,304 | Inkling Small; 95% CI [1407.97725962, 1417.26957820]; votes 32304; rank 135unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.2OpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,412.14 | — | 83,855 | gpt-5.2; 95% CI [1408.99454704, 1415.29029705]; votes 83855; rank 136unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.4 MiniOpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,411.45 | — | 63,449 | gpt-5.4-mini-high; 95% CI [1407.73358875, 1415.16901218]; votes 63449; rank 137unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5OpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,406.18 | — | 31,722 | gpt-5-high; 95% CI [1401.76102728, 1410.60028213]; votes 31722; rank 146unknown | Original sourcewinner eligible | Third-party benchmark |
| MiniMax M2.7MiniMax | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,404.83 | — | 84,977 | minimax-m2.7; 95% CI [1401.50702597, 1408.15721867]; votes 84977; rank 148unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-6 SolOpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,398.02 | — | 12,466 | gpt-6-sol-max; 95% CI [1391.69518333, 1404.34476736]; votes 12466; rank 156unknown | Original sourcewinner eligible | Third-party benchmark |
| Grok 4.3xAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,396.92 | — | 71,347 | grok-4.3; 95% CI [1393.31445966, 1400.53298228]; votes 71347; rank 158unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Haiku 4.5Anthropic | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,396.64 | — | 149,199 | claude-haiku-4-5-20251001; 95% CI [1394.24930739, 1399.03971640]; votes 149199; rank 159unknown | Original sourcewinner eligible | Third-party benchmark |
| Qwen3.5 35B A3BQwen | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,394.73 | — | 30,457 | qwen3.5-35b-a3b; 95% CI [1390.52780278, 1398.93686884]; votes 30457; rank 161unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-6 LunaOpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,391.63 | — | 49,617 | gpt-6-luna-max; 95% CI [1387.01005073, 1396.24774606]; votes 49617; rank 166unknown | Original sourcewinner eligible | Third-party benchmark |
| Muse Glimmer 30BMeta | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,388.91 | — | 3,897 | muse-glimmer; 95% CI [1379.26475817, 1398.55311930]; votes 3897; rank 167unknown | Original sourcewinner eligible | Third-party benchmark |
| Solar Pro 4Upstage | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,386.72 | — | 21,281 | solar-pro4; 95% CI [1381.43817825, 1392.00326711]; votes 21281; rank 169unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-4.1OpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,382.89 | — | 50,312 | gpt-4.1-2025-04-14; 95% CI [1379.19934172, 1386.58437112]; votes 50312; rank 172unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5 MiniOpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,373.28 | — | 26,804 | gpt-5-mini-high; 95% CI [1368.72762571, 1377.83899204]; votes 26804; rank 180unknown | Original sourcewinner eligible | Third-party benchmark |
| DeepSeek R1DeepSeek | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,372.65 | — | 18,524 | deepseek-r1; 95% CI [1367.80631687, 1377.49940563]; votes 18524; rank 181unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.4 NanoOpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,372.01 | — | 62,396 | gpt-5.4-nano-high; 95% CI [1368.25704083, 1375.76986498]; votes 62396; rank 182unknown | Original sourcewinner eligible | Third-party benchmark |
| gpt-oss-120bOpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,365.51 | — | 30,206 | gpt-oss-120b; 95% CI [1361.16495776, 1369.85717870]; votes 30206; rank 192unknown | Original sourcewinner eligible | Third-party benchmark |
| Nova 2 LiteAmazon | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,361.83 | — | 12,413 | nova-2-lite; 95% CI [1355.81915120, 1367.83207069]; votes 12413; rank 195unknown | Original sourcewinner eligible | Third-party benchmark |
| Granite 4.2 30BIBM | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,361.41 | — | 3,401 | granite-4.2-30b; 95% CI [1350.97772869, 1371.83470317]; votes 3401; rank 196unknown | Original sourcewinner eligible | Third-party benchmark |
| MiniMax M2.5MiniMax | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,359.12 | — | 42,815 | minimax-m2.5; 95% CI [1355.25588729, 1362.99197980]; votes 42815; rank 198unknown | Original sourcewinner eligible | Third-party benchmark |
| NVIDIA Nemotron 3 Nano 30B A3B BF16NVIDIA | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,347.82 | — | 15,770 | nvidia-nemotron-3-nano-30b-a3b-bf16; 95% CI [1342.43511795, 1353.20837526]; votes 15770; rank 209unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-4.1 MiniOpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,340.50 | — | 38,709 | gpt-4.1-mini-2025-04-14; 95% CI [1336.20142291, 1344.80800339]; votes 38709; rank 211unknown | Original sourcewinner eligible | Third-party benchmark |
| DeepSeek V3DeepSeek | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,332.46 | — | 21,770 | deepseek-v3; 95% CI [1327.72698428, 1337.19353550]; votes 21770; rank 224unknown | Original sourcewinner eligible | Third-party benchmark |
| Command ACohere | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,330.94 | — | 55,766 | command-a-03-2025; 95% CI [1327.49064818, 1334.38717569]; votes 55766; rank 225unknown | Original sourcewinner eligible | Third-party benchmark |
| NVIDIA Nemotron 3.5 Lightning 30B A3BNVIDIA | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,328.88 | — | 19,938 | nvidia-nemotron-3.5-lightning-30b-a3b-nvfp4; 95% CI [1323.35291228, 1334.41299389]; votes 19938; rank 229unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5 NanoOpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,319.94 | — | 8,132 | gpt-5-nano-high; 95% CI [1313.09185399, 1326.78218151]; votes 8132; rank 232unknown | Original sourcewinner eligible | Third-party benchmark |
| Granite 4.2 8BIBM | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,319.58 | — | 3,254 | granite-4.2-8b; 95% CI [1308.51127780, 1330.64584507]; votes 3254; rank 234unknown | Original sourcewinner eligible | Third-party benchmark |
| Olmo 3.1 32B InstructAi2 | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,311.14 | — | 11,817 | olmo-3.1-32b-instruct; 95% CI [1305.04954142, 1317.22764633]; votes 11817; rank 242unknown | Original sourcewinner eligible | Third-party benchmark |
| Olmo 3 32B ThinkAi2 | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,299.42 | — | 5,831 | olmo-3-32b-think; 95% CI [1291.17882644, 1307.65677276]; votes 5831; rank 248unknown | Original sourcewinner eligible | Third-party benchmark |
| Granite 4.2 3BIBM | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,292.94 | — | 3,251 | granite-4.2-3b; 95% CI [1281.43969143, 1304.43063080]; votes 3251; rank 253unknown | Original sourcewinner eligible | Third-party benchmark |
| Granite 4.1 8BIBM | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,290.69 | — | 4,180 | granite-4.1-8b; 95% CI [1280.76464094, 1300.60785998]; votes 4180; rank 256unknown | Original sourcewinner eligible | Third-party benchmark |
| gpt-oss-20bOpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,287.43 | — | 10,419 | gpt-oss-20b; 95% CI [1281.03637900, 1293.81371199]; votes 10419; rank 260unknown | Original sourcewinner eligible | Third-party benchmark |
| Llama 4 Maverick 17B 128E InstructMeta | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,287.19 | — | 39,450 | llama-4-maverick-17b-128e-instruct; 95% CI [1282.93484207, 1291.44351277]; votes 39450; rank 261unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-4o MiniOpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,286.34 | — | 68,705 | gpt-4o-mini-2024-07-18; 95% CI [1282.82219462, 1289.86344250]; votes 68705; rank 263unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-4.1 NanoOpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,284.78 | — | 6,103 | gpt-4.1-nano-2025-04-14; 95% CI [1277.13551573, 1292.41837024]; votes 6103; rank 264unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-4oOpenAI | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,282.50 | — | 45,499 | gpt-4o-2024-08-06; 95% CI [1278.31275237, 1286.69364786]; votes 45499; rank 267unknown | Original sourcewinner eligible | Third-party benchmark |
| Llama 4 Scout 17B 16E InstructMeta | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,279.16 | — | 29,826 | llama-4-scout-17b-16e-instruct; 95% CI [1274.44779094, 1283.86814615]; votes 29826; rank 273unknown | Original sourcewinner eligible | Third-party benchmark |
| Llama 3.3 70B InstructMeta | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,274.21 | — | 54,497 | llama-3.3-70b-instruct; 95% CI [1270.72459081, 1277.68627453]; votes 54497; rank 276unknown | Original sourcewinner eligible | Third-party benchmark |
| Llama 3.1 70B InstructMeta | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,260.87 | — | 55,240 | llama-3.1-70b-instruct; 95% CI [1257.15696595, 1264.58148679]; votes 55240; rank 290unknown | Original sourcewinner eligible | Third-party benchmark |
| phi-4Microsoft | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,216.66 | — | 24,126 | phi-4; 95% CI [1212.07369450, 1221.23689100]; votes 24126; rank 314unknown | Original sourcewinner eligible | Third-party benchmark |
| Llama 3.1 8B InstructMeta | LMArena Text Arenatext-2026-10-15-a64ca3b12b6e | 1,186.54 | — | 49,605 | llama-3.1-8b-instruct; 95% CI [1182.43982822, 1190.63886318]; votes 49605; rank 327unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Fable 5Anthropic | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,323.95 | — | 14,175 | claude-fable-5-high; 95% CI [1316.82313713, 1331.08571856]; votes 14175; rank 1unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 5Anthropic | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,319.22 | — | 16,665 | claude-opus-5-high; 95% CI [1312.47954379, 1325.95953993]; votes 16665; rank 3unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Fable 5.1Anthropic | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,318.24 | — | 4,648 | claude-fable-5.1-max; 95% CI [1308.61778049, 1327.86146111]; votes 4648; rank 4unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.7Anthropic | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,316.41 | — | 23,165 | claude-opus-4-7; 95% CI [1309.83870131, 1322.97989133]; votes 23165; rank 5unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.7 FlashGoogle DeepMind | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,315.97 | — | 4,524 | gemini-3.7-flash-high; 95% CI [1306.20108292, 1325.73138242]; votes 4524; rank 6unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.6Anthropic | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,315.64 | — | 22,304 | claude-opus-4-6-high; 95% CI [1309.23331588, 1322.04524655]; votes 22304; rank 7unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.8 FlashGoogle DeepMind | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,314.08 | — | 3,792 | gemini-3.8-flash-high; 95% CI [1303.54395703, 1324.61562115]; votes 3792; rank 8unknown | Original sourcewinner eligible | Third-party benchmark |
| Qwen3.8 MaxQwen | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,313.60 | — | 10,017 | qwen3.8-max; 95% CI [1306.14335895, 1321.05468944]; votes 10017; rank 9unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.6Anthropic | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,313.02 | — | 26,853 | claude-opus-4-6; 95% CI [1306.75407253, 1319.29550756]; votes 26853; rank 10unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.7Anthropic | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,312.95 | — | 22,733 | claude-opus-4-7-high; 95% CI [1306.39165389, 1319.51248325]; votes 22733; rank 11unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.5 FlashGoogle DeepMind | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,309.62 | — | 13,103 | gemini-3.5-flash-high; 95% CI [1302.66440457, 1316.57227728]; votes 13103; rank 12unknown | Original sourcewinner eligible | Third-party benchmark |
| Muse Spark 1.3Meta | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,309.35 | — | 4,550 | muse-spark-1.3-max; 95% CI [1299.58784189, 1319.11184130]; votes 4550; rank 13unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.5 FlashGoogle DeepMind | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,309.32 | — | 13,180 | gemini-3.5-flash-medium; 95% CI [1302.39764204, 1316.24123214]; votes 13180; rank 14unknown | Original sourcewinner eligible | Third-party benchmark |
| Muse Spark 1.2Meta | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,304.55 | — | 1,954 | muse-spark-1.2 (xHigh); 95% CI [1290.22866830, 1318.87305829]; votes 1954; rank 17unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.4OpenAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,303.15 | — | 29,881 | gpt-5.4-high; 95% CI [1297.39164127, 1308.90995855]; votes 29881; rank 18unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.6 FlashGoogle DeepMind | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,297.66 | — | 8,127 | gemini-3.6-flash-high; 95% CI [1289.51471576, 1305.80526574]; votes 8127; rank 20unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.5OpenAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,296.63 | — | 27,993 | gpt-5.5; 95% CI [1290.81697444, 1302.45204648]; votes 27993; rank 21unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.1 ProGoogle DeepMind | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,296.20 | — | 46,320 | gemini-3.1-pro-preview; 95% CI [1291.04958388, 1301.35691905]; votes 46320; rank 22unknown | Original sourcewinner eligible | Third-party benchmark |
| GLM 5.3 FlashZ.ai | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,296.03 | — | 11,157 | glm-5.3-flash; 95% CI [1288.97978191, 1303.07121064]; votes 11157; rank 23unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.8Anthropic | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,294.18 | — | 18,341 | claude-opus-4-8-high; 95% CI [1287.71437228, 1300.65034925]; votes 18341; rank 24unknown | Original sourcewinner eligible | Third-party benchmark |
| Muse Spark 1.1Meta | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,292.70 | — | 11,994 | muse-spark-1.1; 95% CI [1285.66303358, 1299.73172684]; votes 11994; rank 25unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.5OpenAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,292.31 | — | 26,281 | gpt-5.5-high; 95% CI [1286.39749993, 1298.21557690]; votes 26281; rank 26unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.4OpenAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,292.11 | — | 22,832 | gpt-5.4; 95% CI [1285.63250026, 1298.59555072]; votes 22832; rank 27unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 4.8Anthropic | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,288.52 | — | 18,852 | claude-opus-4-8; 95% CI [1282.01202676, 1295.03051235]; votes 18852; rank 29unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-6.1 SolOpenAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,288.19 | — | 1,813 | gpt-6.1-sol-max; 95% CI [1273.83724449, 1302.54208160]; votes 1813; rank 30unknown | Original sourcewinner eligible | Third-party benchmark |
| Grok 4.5xAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,288.17 | — | 11,764 | grok-4.5; 95% CI [1280.98331591, 1295.35286239]; votes 11764; rank 31unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3 FlashGoogle DeepMind | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,285.15 | — | 39,145 | gemini-3-flash; 95% CI [1279.92496783, 1290.36579718]; votes 39145; rank 32unknown | Original sourcewinner eligible | Third-party benchmark |
| Kimi K2.6Moonshot AI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,282.78 | — | 16,379 | kimi-k2.6; 95% CI [1275.98531996, 1289.57750584]; votes 16379; rank 33unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Sonnet 4.6Anthropic | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,282.47 | — | 27,422 | claude-sonnet-4-6; 95% CI [1276.33534417, 1288.60341882]; votes 27422; rank 34unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.6 SolOpenAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,281.39 | — | 10,907 | gpt-5.6-sol-xhigh; 95% CI [1273.98131322, 1288.80759068]; votes 10907; rank 35unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-6 AstraOpenAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,281.35 | — | 3,590 | gpt-6-astra-max; 95% CI [1270.63592513, 1292.07239183]; votes 3590; rank 36unknown | Original sourcewinner eligible | Third-party benchmark |
| Qwen3.7 PlusQwen | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,279.07 | — | 13,636 | qwen3.7-plus; 95% CI [1272.29971328, 1285.84102976]; votes 13636; rank 37unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemma 4 31BGoogle DeepMind | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,276.80 | — | 39,669 | gemma-4-31b; 95% CI [1271.07071523, 1282.52723839]; votes 39669; rank 38unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Sonnet 5Anthropic | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,273.92 | — | 13,503 | claude-sonnet-5-high; 95% CI [1267.02186706, 1280.81063637]; votes 13503; rank 41unknown | Original sourcewinner eligible | Third-party benchmark |
| Qwen3.8 27BQwen | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,271.39 | — | 7,013 | qwen3.8-27b; 95% CI [1262.99100972, 1279.79432635]; votes 7013; rank 42unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.6 TerraOpenAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,271.07 | — | 11,020 | gpt-5.6-terra-xhigh; 95% CI [1263.65540928, 1278.48964371]; votes 11020; rank 43unknown | Original sourcewinner eligible | Third-party benchmark |
| Kimi K2.5Moonshot AI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,268.77 | — | 28,297 | kimi-k2.5-thinking; 95% CI [1263.09963340, 1274.44784290]; votes 28297; rank 44unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3.5 Flash LiteGoogle DeepMind | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,268.15 | — | 8,381 | gemini-3.5-flash-lite; 95% CI [1260.07450401, 1276.22711331]; votes 8381; rank 45unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 3 FlashGoogle DeepMind | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,265.51 | — | 37,172 | gemini-3-flash (thinking-minimal); 95% CI [1260.17071513, 1270.84458597]; votes 37172; rank 48unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 2.5 ProGoogle DeepMind | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,263.29 | — | 88,805 | gemini-2.5-pro; 95% CI [1258.74589708, 1267.83852907]; votes 88805; rank 51unknown | Original sourcewinner eligible | Third-party benchmark |
| Grok 4.6xAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,263.14 | — | 6,495 | grok-4.6-high; 95% CI [1254.48523007, 1271.79468461]; votes 6495; rank 52unknown | Original sourcewinner eligible | Third-party benchmark |
| Qwen3.5 397B A17BQwen | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,262.52 | — | 32,058 | qwen3.5-397b-a17b; 95% CI [1257.19517602, 1267.83577721]; votes 32058; rank 54unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemma 4 26B A4BGoogle DeepMind | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,259.70 | — | 23,943 | gemma-4-26b-a4b; 95% CI [1253.23971386, 1266.15382555]; votes 23943; rank 55unknown | Original sourcewinner eligible | Third-party benchmark |
| Grok 4.20 Multi AgentxAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,258.97 | — | 24,543 | grok-4.20-multi-agent-beta-0309; 95% CI [1252.84769478, 1265.09117861]; votes 24543; rank 57unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.6 LunaOpenAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,258.24 | — | 11,086 | gpt-5.6-luna-xhigh; 95% CI [1250.82216689, 1265.66350676]; votes 11086; rank 58unknown | Original sourcewinner eligible | Third-party benchmark |
| MiniMax M3MiniMax | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,253.11 | — | 19,026 | minimax-m3; 95% CI [1246.68252453, 1259.53765792]; votes 19026; rank 60unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.1OpenAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,249.84 | — | 9,861 | gpt-5.1-high; 95% CI [1242.04728848, 1257.64065919]; votes 9861; rank 63unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.2OpenAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,245.81 | — | 19,041 | gpt-5.2-high; 95% CI [1239.74622137, 1251.87027714]; votes 19041; rank 67unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.4 MiniOpenAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,245.01 | — | 25,733 | gpt-5.4-mini-high; 95% CI [1238.81649273, 1251.21275945]; votes 25733; rank 68unknown | Original sourcewinner eligible | Third-party benchmark |
| Gemini 2.5 FlashGoogle DeepMind | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,235.45 | — | 60,112 | gemini-2.5-flash; 95% CI [1230.89884927, 1239.99599852]; votes 60112; rank 74unknown | Original sourcewinner eligible | Third-party benchmark |
| Inkling SmallThinking Machines Lab | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,235.32 | — | 7,472 | Inkling Small; 95% CI [1226.97211879, 1243.66134454]; votes 7472; rank 75unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.1OpenAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,234.81 | — | 10,818 | gpt-5.1; 95% CI [1227.28917044, 1242.33289013]; votes 10818; rank 76unknown | Original sourcewinner eligible | Third-party benchmark |
| Grok 4.3xAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,229.24 | — | 27,037 | grok-4.3; 95% CI [1223.34663531, 1235.13960477]; votes 27037; rank 78unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.2OpenAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,229.01 | — | 20,127 | gpt-5.2; 95% CI [1223.02274809, 1235.00649862]; votes 20127; rank 79unknown | Original sourcewinner eligible | Third-party benchmark |
| Mistral Medium 3.5 128BMistral AI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,223.08 | — | 5,375 | mistral-medium-3.5; 95% CI [1213.57754699, 1232.58266173]; votes 5375; rank 82unknown | Original sourcewinner eligible | Third-party benchmark |
| Mistral Large 3Mistral AI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,220.76 | — | 8,643 | mistral-large-3; 95% CI [1212.81813492, 1228.69335345]; votes 8643; rank 83unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-4.1OpenAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,210.62 | — | 41,017 | gpt-4.1-2025-04-14; 95% CI [1203.95207689, 1217.29091390]; votes 41017; rank 87unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5OpenAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,208.24 | — | 34,470 | gpt-5-high; 95% CI [1201.43993030, 1215.03686763]; votes 34470; rank 89unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5 MiniOpenAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,202.14 | — | 28,959 | gpt-5-mini-high; 95% CI [1194.33907236, 1209.93452091]; votes 28959; rank 91unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5.4 NanoOpenAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,195.96 | — | 25,650 | gpt-5.4-nano-high; 95% CI [1189.64874058, 1202.27965668]; votes 25650; rank 94unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-4.1 MiniOpenAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,181.35 | — | 40,221 | gpt-4.1-mini-2025-04-14; 95% CI [1173.87762706, 1188.81616531]; votes 40221; rank 101unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-5 NanoOpenAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,159.22 | — | 3,929 | gpt-5-nano-high; 95% CI [1148.16831669, 1170.26403282]; votes 3929; rank 113unknown | Original sourcewinner eligible | Third-party benchmark |
| Llama 4 Maverick 17B 128E InstructMeta | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,141.63 | — | 6,922 | llama-4-maverick-17b-128e-instruct; 95% CI [1132.58229133, 1150.67926500]; votes 6922; rank 120unknown | Original sourcewinner eligible | Third-party benchmark |
| Llama 4 Scout 17B 16E InstructMeta | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,118.23 | — | 6,451 | llama-4-scout-17b-16e-instruct; 95% CI [1108.78959993, 1127.66568063]; votes 6451; rank 127unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-4o MiniOpenAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,065.60 | — | 17,341 | gpt-4o-mini-2024-07-18; 95% CI [1057.29887437, 1073.89816601]; votes 17341; rank 135unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-4oOpenAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,064.52 | — | 3,376 | gpt-4o-2024-08-06; 95% CI [1052.04133780, 1077.00060680]; votes 3376; rank 136unknown | Original sourcewinner eligible | Third-party benchmark |
| GPT-4.1 NanoOpenAI | LMArena Vision Arenavision-2026-10-09-a64ca3b12b6e | 1,063.24 | — | 1,211 | gpt-4.1-nano-2025-04-14; 95% CI [1044.95158579, 1081.52393740]; votes 1211; rank 137unknown | Original sourcewinner eligible | Third-party benchmark |
| Claude Opus 5.5Anthropic | ToneBench2026-10-17-10-task-e9c76358afb2 | 85.93 | 126,485 | 50 | Claude Opus 5.5 (max effort)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Claude Opus 5.5Anthropic | ToneBench2026-10-17-10-task-e9c76358afb2 | 85.83 | 47,524 | 50 | Claude Opus 5.5 (xhigh)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Claude Opus 5.5Anthropic | ToneBench2026-10-17-10-task-e9c76358afb2 | 84.61 | 13,778 | 50 | Claude Opus 5.5 (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Claude Fable 5.1Anthropic | ToneBench2026-10-17-10-task-e9c76358afb2 | 84.53 | 68,653 | 50 | Claude Fable 5.1 (max effort)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Claude Opus 5.5Anthropic | ToneBench2026-10-17-10-task-e9c76358afb2 | 84.49 | 12,860 | 50 | Claude Opus 5.5 (medium)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Claude Opus 5.5Anthropic | ToneBench2026-10-17-10-task-e9c76358afb2 | 84.28 | 9,507 | 50 | Claude Opus 5.5 (low)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GPT-6 SolOpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 83.52 | 10,008 | 50 | GPT-6 Sol (max)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Claude Fable 5.1Anthropic | ToneBench2026-10-17-10-task-e9c76358afb2 | 83.41 | 34,284 | 50 | Claude Fable 5.1 (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Claude Opus 5Anthropic | ToneBench2026-10-17-10-task-e9c76358afb2 | 83.25 | 26,820 | 50 | Claude Opus 5 (max effort)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Claude Opus 5Anthropic | ToneBench2026-10-17-10-task-e9c76358afb2 | 82.57 | 16,227 | 50 | Claude Opus 5 (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GPT-6 SolOpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 82.51 | 2,983 | 50 | GPT-6 Sol (medium)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GPT-6.1 SolOpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 82.44 | 21,221 | 50 | GPT-6.1 Sol (max)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GLM 5.3Z.ai | ToneBench2026-10-17-10-task-e9c76358afb2 | 82.39 | 50,208 | 50 | GLM-5.3 (max)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GPT-6.1 SolOpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 82.39 | 17,259 | 50 | GPT-6.1 Sol (xhigh)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GPT-5.6 SolOpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 82.35 | 15,714 | 50 | GPT-5.6 Sol (ultra)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GPT-5.6 SolOpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 82.35 | 2,988 | 50 | GPT-5.6 Sol (low)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GPT-6 AstraOpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 82.32 | 20,449 | 50 | GPT-6 Astra (max)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Kimi K3Moonshot AI | ToneBench2026-10-17-10-task-e9c76358afb2 | 82.23 | 21,438 | 50 | Kimi K3 (max)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Claude Fable 5Anthropic | ToneBench2026-10-17-10-task-e9c76358afb2 | 81.90 | 24,076 | 50 | Claude Fable 5 (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GLM 5.3 FlashZ.ai | ToneBench2026-10-17-10-task-e9c76358afb2 | 81.82 | 40,301 | 50 | GLM-5.3 Flash (max)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GPT-6.1 SolOpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 81.41 | 2,558 | 50 | GPT-6.1 Sol (low)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GPT-5.6 TerraOpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 81.40 | 20,718 | 50 | GPT-5.6 Terra (ultra)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GPT-6.1 SolOpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 81.12 | 6,803 | 50 | GPT-6.1 Sol (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| DeepSeek V4.1 FlashDeepSeek | ToneBench2026-10-17-10-task-e9c76358afb2 | 81.03 | 25,012 | 50 | DeepSeek V4.1 Flash (max)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GPT-6.1 SolOpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 81.00 | 2,722 | 50 | GPT-6.1 Sol (medium)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Claude Opus 4.8Anthropic | ToneBench2026-10-17-10-task-e9c76358afb2 | 80.70 | 46,601 | 50 | Claude Opus 4.8 (max effort)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GPT-6 AstraOpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 80.67 | 2,610 | 50 | GPT-6 Astra (medium)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GPT-5.6 TerraOpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 80.66 | 2,958 | 50 | GPT-5.6 Terra (medium)average per case | Original sourcenot winner eligible | Third-party benchmark |
| DeepSeek V4.1 FlashDeepSeek | ToneBench2026-10-17-10-task-e9c76358afb2 | 80.35 | 16,668 | 50 | DeepSeek V4.1 Flash (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Kimi K3Moonshot AI | ToneBench2026-10-17-10-task-e9c76358afb2 | 80.35 | 5,851 | 50 | Kimi K3 (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Grok 4.6xAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 80.33 | 21,440 | 50 | Grok 4.6 (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| DeepSeek V4 Pro 0813DeepSeek | ToneBench2026-10-17-10-task-e9c76358afb2 | 80.12 | 34,473 | 50 | DeepSeek V4 Pro 0813 (max)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Grok 4.7xAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 79.60 | 31,034 | 50 | Grok 4.7 (medium)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Grok 4.7xAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 79.58 | 45,964 | 50 | Grok 4.7 (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Claude Opus 4.8Anthropic | ToneBench2026-10-17-10-task-e9c76358afb2 | 79.30 | 5,097 | 50 | Claude Opus 4.8 (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| DeepSeek V4.1 FlashDeepSeek | ToneBench2026-10-17-10-task-e9c76358afb2 | 79.30 | 9,394 | 50 | DeepSeek V4.1 Flash (low)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Claude Sonnet 5Anthropic | ToneBench2026-10-17-10-task-e9c76358afb2 | 79.21 | 66,953 | 50 | Claude Sonnet 5 (max effort)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Grok 4.7xAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 78.95 | 5,891 | 50 | Grok 4.7 (low)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GPT-5.6 LunaOpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 78.83 | 19,621 | 50 | GPT-5.6 Luna (ultra)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Claude Opus 4.7Anthropic | ToneBench2026-10-17-10-task-e9c76358afb2 | 78.27 | 12,590 | 50 | Claude Opus 4.7 (xhigh)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GPT-6 LunaOpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 78.19 | 6,595 | 50 | GPT-6 Luna (max)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Grok 4.5xAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 77.82 | 2,775 | 50 | Grok 4.5 (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GPT-6 LunaOpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 77.39 | 3,050 | 50 | GPT-6 Luna (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GPT-6 LunaOpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 76.96 | 2,620 | 50 | GPT-6 Luna (medium)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Claude Opus 4.6Anthropic | ToneBench2026-10-17-10-task-e9c76358afb2 | 76.91 | 28,423 | 50 | Claude Opus 4.6 (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Qwen3.8 MaxQwen | ToneBench2026-10-17-10-task-e9c76358afb2 | 76.83 | 29,839 | 50 | Qwen3.8 Max (thinking on)average per case | Original sourcenot winner eligible | Third-party benchmark |
| DeepSeek V4.1 FlashDeepSeek | ToneBench2026-10-17-10-task-e9c76358afb2 | 76.81 | 2,843 | 50 | DeepSeek V4.1 Flash (no thinking)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GPT-5.5OpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 76.76 | 3,939 | 50 | GPT-5.5 (xhigh)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GLM 5Z.ai | ToneBench2026-10-17-10-task-e9c76358afb2 | 76.68 | 32,056 | 50 | GLM-5 (thinking on)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GPT-5.6 LunaOpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 76.66 | 3,244 | 50 | GPT-5.6 Luna (medium)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Claude Sonnet 5Anthropic | ToneBench2026-10-17-10-task-e9c76358afb2 | 76.62 | 9,453 | 50 | Claude Sonnet 5 (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GPT-5.5OpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 76.41 | 3,893 | 50 | GPT-5.5 (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Claude Sonnet 4.6Anthropic | ToneBench2026-10-17-10-task-e9c76358afb2 | 75.99 | 41,616 | 50 | Claude Sonnet 4.6 (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GPT-5.5OpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 75.80 | 3,682 | 50 | GPT-5.5 (medium)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GLM 5.2Z.ai | ToneBench2026-10-17-10-task-e9c76358afb2 | 75.76 | 11,138 | 50 | GLM-5.2 (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Muse Spark 1.3Meta | ToneBench2026-10-17-10-task-e9c76358afb2 | 75.55 | 7,511 | 50 | Muse Spark 1.3 (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Muse Spark 1.3Meta | ToneBench2026-10-17-10-task-e9c76358afb2 | 75.44 | 4,995 | 50 | Muse Spark 1.3 (medium)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Qwen3.8 FlashQwen | ToneBench2026-10-17-10-task-e9c76358afb2 | 75.30 | 31,590 | 50 | Qwen3.8 Flash (thinking on)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GPT-5.5OpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 75.15 | 3,605 | 50 | GPT-5.5 (none)average per case | Original sourcenot winner eligible | Third-party benchmark |
| MiniMax M3MiniMax | ToneBench2026-10-17-10-task-e9c76358afb2 | 74.79 | 31,777 | 50 | MiniMax M3 (thinking on)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Kimi K2.6Moonshot AI | ToneBench2026-10-17-10-task-e9c76358afb2 | 74.36 | 22,649 | 50 | Kimi K2.6 (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| DeepSeek V4 ProDeepSeek | ToneBench2026-10-17-10-task-e9c76358afb2 | 73.62 | 6,353 | 50 | DeepSeek V4 Pro (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| DeepSeek V4 ProDeepSeek | ToneBench2026-10-17-10-task-e9c76358afb2 | 73.07 | 17,924 | 50 | DeepSeek V4 Pro (xhigh)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Qwen3.7 MaxQwen | ToneBench2026-10-17-10-task-e9c76358afb2 | 72.57 | 9,019 | 50 | Qwen3.7 Max (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| DeepSeek V4 Pro 0813DeepSeek | ToneBench2026-10-17-10-task-e9c76358afb2 | 72.29 | 11,262 | 50 | DeepSeek V4 Pro 0813 (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GPT-5.2OpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 71.37 | 4,155 | 50 | GPT-5.2 (no reasoning)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Gemini 3.1 ProGoogle DeepMind | ToneBench2026-10-17-10-task-e9c76358afb2 | 70.99 | 10,029 | 50 | Gemini 3.1 Pro (high thinking)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Gemini 2.5 ProGoogle DeepMind | ToneBench2026-10-17-10-task-e9c76358afb2 | 70.96 | 4,930 | 50 | Gemini 2.5 Pro (dynamic thinking)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Gemini 3.8 FlashGoogle DeepMind | ToneBench2026-10-17-10-task-e9c76358afb2 | 70.22 | 20,369 | 50 | Gemini 3.8 Flash (high thinking)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Gemini 3.1 ProGoogle DeepMind | ToneBench2026-10-17-10-task-e9c76358afb2 | 70.14 | 6,453 | 50 | Gemini 3.1 Pro (low thinking)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Gemini 3.7 FlashGoogle DeepMind | ToneBench2026-10-17-10-task-e9c76358afb2 | 70.06 | 20,208 | 50 | Gemini 3.7 Flash (high thinking)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Llama 4 Maverick 17B 128E InstructMeta | ToneBench2026-10-17-10-task-e9c76358afb2 | 69.93 | 2,232 | 50 | Llama 4 Maverick (no thinking)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Gemini 3.5 FlashGoogle DeepMind | ToneBench2026-10-17-10-task-e9c76358afb2 | 69.55 | 12,766 | 50 | Gemini 3.5 Flash (high thinking)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Gemini 3.5 FlashGoogle DeepMind | ToneBench2026-10-17-10-task-e9c76358afb2 | 69.54 | 10,000 | 50 | Gemini 3.5 Flash (medium thinking)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Gemini 3.7 FlashGoogle DeepMind | ToneBench2026-10-17-10-task-e9c76358afb2 | 69.44 | 7,384 | 50 | Gemini 3.7 Flash (medium thinking)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Gemini 3.6 FlashGoogle DeepMind | ToneBench2026-10-17-10-task-e9c76358afb2 | 69.28 | 11,191 | 50 | Gemini 3.6 Flash (medium thinking)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Gemini 3.6 FlashGoogle DeepMind | ToneBench2026-10-17-10-task-e9c76358afb2 | 69.16 | 13,346 | 50 | Gemini 3.6 Flash (high thinking)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Gemini 3.8 FlashGoogle DeepMind | ToneBench2026-10-17-10-task-e9c76358afb2 | 69.13 | 6,795 | 50 | Gemini 3.8 Flash (medium thinking)average per case | Original sourcenot winner eligible | Third-party benchmark |
| InklingThinking Machines Lab | ToneBench2026-10-17-10-task-e9c76358afb2 | 68.77 | 6,998 | 50 | Inkling (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| NVIDIA Nemotron 3 Ultra 550B A55B BF16NVIDIA | ToneBench2026-10-17-10-task-e9c76358afb2 | 66.66 | 2,705 | 50 | Nemotron 3 Ultra 550B (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Grok 4.3xAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 65.80 | 7,563 | 50 | Grok 4.3 (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Gemini 2.5 FlashGoogle DeepMind | ToneBench2026-10-17-10-task-e9c76358afb2 | 65.00 | 4,776 | 50 | Gemini 2.5 Flash (dynamic thinking)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Gemini 3.5 Flash LiteGoogle DeepMind | ToneBench2026-10-17-10-task-e9c76358afb2 | 65.00 | 2,030 | 50 | Gemini 3.5 Flash-Lite (minimal thinking)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Grok 4.3xAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 62.45 | 1,836 | 50 | Grok 4.3 (low)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Mistral Large 3Mistral AI | ToneBench2026-10-17-10-task-e9c76358afb2 | 61.78 | 2,031 | 50 | Mistral Large 3 (no thinking)average per case | Original sourcenot winner eligible | Third-party benchmark |
| gpt-oss-120bOpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 61.29 | 8,849 | 50 | gpt-oss 120B (high)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Gemini 2.5 Flash LiteGoogle DeepMind | ToneBench2026-10-17-10-task-e9c76358afb2 | 60.69 | 2,374 | 50 | Gemini 2.5 Flash-Lite (no thinking)average per case | Original sourcenot winner eligible | Third-party benchmark |
| gpt-oss-120bOpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 60.13 | 2,725 | 50 | gpt-oss 120B (medium)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Command A ReasoningCohere | ToneBench2026-10-17-10-task-e9c76358afb2 | 52.73 | 1,916 | 50 | Cohere Command A Reasoning (thinking on)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Command ACohere | ToneBench2026-10-17-10-task-e9c76358afb2 | 49.68 | 1,175 | 50 | Cohere Command A (03-2025) (no thinking)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GPT-4oOpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 47.32 | 1,115 | 50 | GPT-4o (no thinking)average per case | Original sourcenot winner eligible | Third-party benchmark |
| GPT-4o MiniOpenAI | ToneBench2026-10-17-10-task-e9c76358afb2 | 46.95 | 1,339 | 50 | GPT-4o mini (no thinking)average per case | Original sourcenot winner eligible | Third-party benchmark |
| Llama 4 Scout 17B 16E InstructMeta | ToneBench2026-10-17-10-task-e9c76358afb2 | 37.59 | 847 | 50 | Llama 4 Scout (no thinking)average per case | Original sourcenot winner eligible | Third-party benchmark |
Observed Oct 19, 2026. 119 of 221 text models have at least one current verified result. Score and output-token columns may cite different original artifacts.
Primary Evidence
Pinned Source Artifacts
Questions
Benchmark Questions
Which benchmarks enter rankings?+
Only current-version results obtained from the original benchmark publisher. Scores are recomputed where the publisher exposes sufficient components; exact publisher artifacts are verified and pinned otherwise. Provider self-reports cannot enter the aggregate ranking.
How is the maximum-firepower run selected?+
For each model and benchmark, Model Markets selects the published configuration with the highest output-token spend per case. If the benchmark publishes no token accounting, the latest comparable run is used for performance only.
How are scores compared?+
A score is normalized using the benchmark’s declared range and direction. Direct comparisons require the same version, metric, protocol, and evidence class. An overall winner requires at least two verified common benchmarks and a majority.
Why keep score and token sources separate?+
A benchmark may publish scores and cost or token logs in different artifacts. Both artifacts are pinned independently so token efficiency is never inferred from a model card or marketing claim.
What happens when evidence is missing?+
It stays missing. Model Markets publishes coverage and excludes incomplete token data from efficiency rather than filling it with an estimate. Read the methodology →