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LiveBench 2.0 LMArena models.dev OpenRouter AIHOT cross-check
Ranked now165of 230 tracked models
Public evidence532verified benchmark results
Evaluation map96reviewed upstream sources
Builders / multimodal20 / 136providers · rich-input models
Leaders right now

Research & reasoning

Direct public data · prices never affect capability rank
01
MetaMuse Wonder 1.0
Research & reasoning90.6
1M context$20 / 1M out
02
Alibaba QwenQwen3.8 Flash
Research & reasoning87.4
1M context$0.47 / 1M out
03
DeepSeekdeepseek-v4.1-flash-max
Research & reasoning86.7
1M context$0.6 / 1M out
51 matching models · select up to four to compare
Research & reasoning. A score of 50 is the current reference-set average. Price and speed are shown for comparison but never affect rank.
Full ranking

Research & reasoning

Open a model for verified evidence, specifications and related releases
RankModelCapabilityContextAPI pricingEvidenceCompare
02—Muse Wonder 1.0Meta · museMultimodalReasoningTools90.6Research & reasoning1MLaunched 2026-10-12$4 in$20 out4 public results1 source · 90% coverage
10—Qwen3.8 FlashAlibaba Qwen · qwenMultimodalReasoningTools87.4Research & reasoning1MLaunched 2026-08-26$0.16 in$0.47 out4 public results1 source · 90% coverage
13—deepseek-v4.1-flash-maxDeepSeek · deepseek-flashMultimodalReasoningTools86.7Research & reasoning1MLaunched 2026-09-10$0.15 in$0.6 out8 public results3 sources · 100% coverage
62—Deepseek V4 Flash VisionDeepSeek · deepseek-flashMultimodalReasoningTools85.4Research & reasoning1MLaunched 2026-08-21$0.22 in$0.65 out4 public results1 source · 90% coverage
06—Mistral Large 4 0Mistral AIMultimodalReasoningTools85.2Research & reasoning1MLaunched 2026-10-06$0.7 in$2.1 out4 public results1 source · 90% coverage
05—GPT-6 AstraOpenAI · gpt-astraMultimodalReasoningTools84.7Research & reasoning1.1MLaunched 2026-09-04$10 in$50 out9 public results3 sources · 100% coverage
83—Mistral Large 4Mistral AI · mistral-largeMultimodalReasoningTools83.9Research & reasoning1MLaunched 2026-10-06$0.7 in$2.1 out5 public results2 sources · 95% coverage
07—GPT-6.1 SolOpenAI · gpt-solMultimodalReasoningTools83.8Research & reasoning1.1MLaunched 2026-09-29$2 in$10 out9 public results3 sources · 100% coverage
——Step 5 PreviewstepfunMultimodalReasoningTools83.8Research & reasoning1MLaunched 2026-09-16$1 in$2.7 out0 public results0 sources · 0% coverage
17—Step 5 PreviewIndependentMultimodalReasoningTools83.8Research & reasoning1MLaunched 2026-09-16$1 in$2.7 out8 public results3 sources · 100% coverage
09—Gemini 4 ArgonGoogle · geminiMultimodalReasoningTools83.8Research & reasoning1MLaunched 2026-10-13$2 in$10 out9 public results3 sources · 100% coverage
03—Claude Opus 5.5Anthropic · claude-opusMultimodalReasoningTools83.7Research & reasoning1MLaunched 2026-09-22$4 in$20 out9 public results3 sources · 100% coverage
12—Minimax M3.1 FlashMiniMax · minimaxMultimodalReasoningTools82.9Research & reasoning1MLaunched 2026-10-19$0.15 in$0.6 out8 public results2 sources · 100% coverage
04—Claude Fable 5.1Anthropic · claude-fableMultimodalReasoningTools82.5Research & reasoning1MLaunched 2026-09-01$10 in$50 out9 public results3 sources · 100% coverage
08—Claude Sonnet 5.5Anthropic · claude-sonnetMultimodalReasoningTools82.3Research & reasoning1MLaunched 2026-09-28$2 in$10 out9 public results3 sources · 100% coverage
22—GPT-6 LunaOpenAI · gpt-lunaMultimodalReasoningTools81.8Research & reasoning1.1MLaunched 2026-09-22$0.1 in$0.5 out5 public results2 sources · 95% coverage
11—GPT-6.1 TerraOpenAI · gpt-terraMultimodalReasoningTools81.0Research & reasoning1.1MLaunched 2026-10-26$1 in$5 out8 public results2 sources · 100% coverage
15—Kimi K3.1 ProMoonshot AI · kimi-k3MultimodalReasoningTools80.4Research & reasoning1MLaunched 2026-10-23$2 in$10 out8 public results2 sources · 100% coverage
28—Beam 1.0Independent · beamReasoningToolsStructured80.2Research & reasoning1MLaunched 2026-10-05$0 in$0 out4 public results1 source · 90% coverage
21—Qwen3.8-27BAlibaba Qwen · qwenMultimodalReasoningTools80.0Research & reasoning32.8kLaunched 2026-08-14$0.32 in$3.2 out5 public results2 sources · 95% coverage
20—MiMo-V2.6-ProXiaomi · mimoMultimodalReasoningTools79.6Research & reasoning1MLaunched 2026-09-22$0.51 in$1.02 out8 public results3 sources · 100% coverage
55—InklingThinking Machines · lingMultimodalReasoningTools78.3Research & reasoning1MLaunched 2026-07-15$1 in$4.05 out5 public results2 sources · 95% coverage
27—GPT-5.6 TerraOpenAI · gpt-terraMultimodalReasoningTools78.1Research & reasoning1MLaunched 2026-07-09$1.5 in$9 out9 public results3 sources · 100% coverage
19—GLM-5.3-FlashZhipu AI · glm-flashMultimodalReasoningTools77.6Research & reasoning1MLaunched 2026-08-26$0.17 in$0.55 out5 public results2 sources · 95% coverage
16—Gemini 3.8 FlashGoogle · gemini-flashMultimodalReasoningTools77.3Research & reasoning1MLaunched 2026-09-02$0.75 in$3.75 out9 public results3 sources · 100% coverage
25—Muse Spark 1.3Meta · museMultimodalReasoningTools77.2Research & reasoning1MLaunched 2026-09-02$1.25 in$4.25 out9 public results3 sources · 100% coverage
23—Grok 4.6xAI · grokMultimodalReasoningTools77.0Research & reasoning500kLaunched 2026-08-12$2 in$6 out9 public results3 sources · 100% coverage
14—Deepseek V4.1 Flash 1017DeepSeek · deepseek-flashMultimodalReasoningTools76.9Research & reasoning1MLaunched 2026-10-17$0.3 in$1.2 out8 public results2 sources · 100% coverage
36—Kimi K3Moonshot AI · kimi-k3MultimodalReasoningTools76.6Research & reasoning1MLaunched 2026-07-16$3 in$15 out9 public results3 sources · 100% coverage
42—Qwen3.8-MaxAlibaba Qwen · qwenMultimodalReasoningTools75.9Research & reasoning1MLaunched 2026-08-03$2.2 in$6.6 out8 public results3 sources · 100% coverage
44—Smaug Nemotron 3.5 Nvfp4NVIDIAText75.1Research & reasoning—Launch date pending— in— out4 public results1 source · 90% coverage
——Nemotron Ultra 3NVIDIA · nemotronReasoningToolsStructured74.7Research & reasoning202.8kLaunched 2026-06-04$0.6 in$2.4 out4 public results1 source · 90% coverage
46—Nemotron Super Vl 3.5NVIDIA · nemotronText74.6Research & reasoning—Launched 2026-03-11— in— out4 public results1 source · 90% coverage
37—Muse Spark OpenMeta · museMultimodalReasoningTools73.7Research & reasoning1MLaunched 2026-10-15$1.25 in$4.25 out4 public results1 source · 90% coverage
18—Claude Haiku 5.5Anthropic · claude-haikuMultimodalReasoningTools72.9Research & reasoning1MLaunched 2026-10-07$0.1 in$0.5 out8 public results3 sources · 100% coverage
26—Grok 4.7xAI · grokMultimodalReasoningTools72.1Research & reasoning500kLaunched 2026-09-21$2 in$6 out9 public results3 sources · 100% coverage
60—Nemotron Super Vl 3.5 Nvfp4NVIDIAText71.7Research & reasoning—Launch date pending— in— out4 public results1 source · 90% coverage
30—Claude Opus 5Anthropic · claude-opusMultimodalReasoningTools70.6Research & reasoning1MLaunched 2026-07-24$5 in$25 out9 public results3 sources · 100% coverage
29—Muse Wonder FullMeta · museMultimodalReasoningTools70.4Research & reasoning1MLaunched 2026-10-12$4 in$20 out4 public results1 source · 90% coverage
38—GPT-5.6 SolOpenAI · gpt-solMultimodalReasoningTools70.0Research & reasoning1MLaunched 2026-07-09$2.5 in$15 out9 public results3 sources · 100% coverage
31—Claude Fable 5Anthropic · claude-fableMultimodalReasoningTools69.5Research & reasoning1MLaunched 2026-06-09$10 in$50 out9 public results3 sources · 100% coverage
40—GPT-6 SolOpenAI · gpt-solMultimodalReasoningTools69.4Research & reasoning1.1MLaunched 2026-09-22$2 in$10 out9 public results3 sources · 100% coverage
——Gemma 4 31BGoogle · gemmaMultimodalReasoningTools68.3Research & reasoning262.1kLaunched 2026-04-02$0.14 in$0.42 out5 public results2 sources · 95% coverage
33—Muse WonderMeta · museMultimodalReasoningTools67.8Research & reasoning1MLaunched 2026-10-12$4 in$20 out5 public results2 sources · 95% coverage
50—GPT-5.5OpenAI · gptMultimodalReasoningTools67.6Research & reasoning1.1MLaunched 2026-04-23$5 in$30 out9 public results3 sources · 100% coverage
51—Gemini 3.7 FlashGoogle · gemini-flashMultimodalReasoningTools63.9Research & reasoning1MLaunched 2026-08-13$0.75 in$3.75 out9 public results3 sources · 100% coverage
52—Claude Opus 4.8Anthropic · claude-opusMultimodalReasoningTools63.5Research & reasoning1MLaunched 2026-05-28$5 in$25 out9 public results3 sources · 100% coverage
49—GLM-5.3Zhipu AI · glmReasoningToolsStructured61.5Research & reasoning1MLaunched 2026-08-14$1.4 in$4.4 out9 public results3 sources · 100% coverage
47—Qwen3.8 Max 0902Alibaba Qwen · qwenMultimodalReasoningTools61.3Research & reasoning1MLaunched 2026-09-02$2 in$6 out4 public results1 source · 90% coverage
54—Claude Opus 4.7Anthropic · claude-opusMultimodalReasoningTools61.1Research & reasoning1MLaunched 2026-04-16$5 in$25 out5 public results2 sources · 95% coverage
——Nemotron Lightning 3.5NVIDIA · nemotronReasoningToolsStructured42.9Research & reasoning262.1kLaunched 2026-08-15$0.05 in$0.2 out4 public results1 source · 90% coverage