DataLearner 标志

LMArena Math Arena 数学推理能力排行榜

基于 LMArena Math Arena 用户匿名投票的最新AI大模型数学推理能力排行榜,涵盖各模型的 Elo 得分、95% 置信区间、投票量、机构与许可证。

榜首模型

gemini-4-argon-high

最高得分

1528.00

模型数量

395

数据版本

2026年09月30日

数据来源: LM Arena

关于本排行榜

本排行榜展示了当前 AI 大模型在数学推理任务中的实力排名。数据来源于 LMArena 的 Math 子赛道,通过真实用户匿名盲测投票评估各模型在数学解题任务中的表现。

评测方法概要

匿名盲测:用户提出数学题目后,由两个"隐藏身份"的模型分别作答,用户投票选出解题更优的一方,排除品牌偏见。

Elo 评分:采用 Bradley-Terry 模型计算 Elo 分数,分数越高说明该模型在数学场景中被用户更频繁地选择。

覆盖多种数学场景:包括代数、几何、计算推理、竞赛数学等多元化的真实数学任务。

DataLearner 在原始数据基础上提供中文解读与深度分析,并将排行榜模型关联至 DataLearner 模型库,方便您一键查看模型详情、API 定价、评测得分等完整信息。

榜单历史快照月份:

排名总表

排名模型名称得分95% CI投票数机构许可证
Googlegemini-4-argon-highGoogle1528.00+/-35256GoogleProprietary
Anthropicclaude-opus-5-highAnthropic1522.00+/-122,703AnthropicProprietary
Anthropicclaude-fable-5-highAnthropic1522.00+/-141,866AnthropicProprietary
4AnthropicClaude Fable 5.1 (max)Anthropic1517.00+/-25523AnthropicProprietary
5AnthropicClaude Opus 4.6 (high)Anthropic1517.00+/-103,953AnthropicProprietary
6Googlegemini-3.8-flash-highGoogle1516.00+/-171,196GoogleProprietary
7Anthropicclaude-opus-5-maxAnthropic1515.00+/-171,310AnthropicProprietary
8Metamuse-spark-1.3-maxMeta1512.00+/-24557MetaProprietary
9Anthropicclaude-opus-5.5-highAnthropic1510.00+/-39202AnthropicProprietary
10Googlegemini-3.7-flash-highGoogle1507.00+/-181,054GoogleProprietary
11AnthropicClaude Opus 4.6Anthropic1507.00+/-104,434AnthropicProprietary
12AnthropicOpus 4.7 (high)Anthropic1504.00+/-113,240AnthropicProprietary
13DeepSeekdeepseek-v4.1-flash-maxDeepSeek1502.00+/-28408DeepSeekMIT
14Googlegemini-3.6-flash-highGoogle1502.00+/-141,708GoogleProprietary
15Z.aiglm-5.3-flashZ.ai1500.00+/-181,069Z.aiMIT
16Moonshotkimi-k3-maxMoonshot1500.00+/-171,190MoonshotKimi K3 license
17OpenAIGPT-5.5OpenAI1499.00+/-113,493OpenAIProprietary
18Alibabaqwen3.8-maxAlibaba1497.00+/-181,111AlibabaProprietary
19Googlegemini-3.5-flash-highGoogle1496.00+/-132,331GoogleProprietary
20AnthropicClaude Opus 4.8 (high)Anthropic1494.00+/-112,918AnthropicProprietary
21OpenAIGPT-5.5 (high)OpenAI1493.00+/-103,472OpenAIProprietary
22OpenAIGPT-5.6 Sol (xhigh)OpenAI1493.00+/-141,697OpenAIProprietary
23AnthropicOpus 4.7Anthropic1492.00+/-113,337AnthropicProprietary
24Facebook AI研究实验室Muse Spark 1.1Facebook AI研究实验室1491.00+/-151,618Facebook AI研究实验室Proprietary
25OpenAIGPT-5.4 (high)OpenAI1491.00+/-113,379OpenAIProprietary
26Z.aiglm-5.3-maxZ.ai1491.00+/-22698Z.aiMIT
27OpenAIgpt-6-astra-maxOpenAI1490.00+/-28436OpenAIProprietary
28Google DeepMindGemini 3.1 Pro PreviewGoogle DeepMind1488.00+/-86,277Google DeepMindProprietary
29Z.aiglm-5.2-maxZ.ai1487.00+/-132,014Z.aiMIT
30mimo-v2.6-proXiaomi1486.00+/-40213XiaomiMIT
31阿里巴巴Qwen3.7-Max-Preview阿里巴巴1484.00+/-38231阿里巴巴Proprietary
32Googlegemini-3.5-flash-mediumGoogle1481.00+/-132,165GoogleProprietary
33mimo-v2.5-proXiaomi1480.00+/-113,320XiaomiMIT
34腾讯AI实验室Hy3腾讯AI实验室1480.00+/-25531腾讯AI实验室Apache 2.0
35Moonshot AIKimi K2.6Moonshot AI1479.00+/-132,074Moonshot AIModified MIT
36OpenAIGPT-5.6 Terra (xhigh)OpenAI1479.00+/-151,630OpenAIProprietary
37InklingThinking Machines Lab1479.00+/-151,559Thinking Machines LabApache 2.0
38百度ERNIE-5.1-Preview百度1477.00+/-131,982百度Proprietary
39Google DeepMindGemini 3 ProGoogle DeepMind1477.00+/-112,759Google DeepMindProprietary
40AnthropicClaude Opus 4.8Anthropic1476.00+/-113,049AnthropicProprietary
41阿里巴巴Qwen3.6-Max-Preview阿里巴巴1476.00+/-29380阿里巴巴Proprietary
42智谱AIGLM 5.1智谱AI1475.00+/-122,829智谱AIMIT
43OpenAIGPT-5.6 Luna (xhigh)OpenAI1475.00+/-141,745OpenAIProprietary
44Google DeepMindGemini 3.0 FlashGoogle DeepMind1474.00+/-132,058Google DeepMindProprietary
45AnthropicClaude Sonnet 4.5 (high)Anthropic1474.00+/-132,018AnthropicProprietary
46xAIGrok 4.5xAI1473.00+/-141,727xAIProprietary
47AnthropicOpus 4.5Anthropic1472.00+/-122,335AnthropicProprietary
48Moonshot AIKimi K2 ThinkingMoonshot AI1471.00+/-94,151Moonshot AIModified MIT
49Google DeepMindGemma 4 31BGoogle DeepMind1469.00+/-26432Google DeepMindApache 2.0
50mimo-v2.6-flashXiaomi1469.00+/-32301XiaomiMIT
51阿里巴巴Qwen3.5 Max Preview阿里巴巴1468.00+/-161,423阿里巴巴Proprietary
52Google DeepMindGemma 4 26B A4BGoogle DeepMind1468.00+/-28389Google DeepMindApache 2.0
53DeepSeekdeepseek-v4-pro-high-previewDeepSeek1466.00+/-122,706DeepSeekMIT
54Facebook AI研究实验室Muse SparkFacebook AI研究实验室1466.00+/-20892Facebook AI研究实验室Proprietary
55阿里巴巴Qwen3.7-Plus阿里巴巴1466.00+/-141,917阿里巴巴Proprietary
56xAIgrok-4.20-beta-0309-reasoningxAI1465.00+/-103,529xAIProprietary
57AnthropicClaude Sonnet 4.6Anthropic1463.00+/-103,775AnthropicProprietary
58AnthropicClaude Opus 4Anthropic1463.00+/-94,535AnthropicProprietary
59OpenAIGPT-5.5 InstantOpenAI1461.00+/-161,528OpenAIProprietary
60OpenAIGPT-5.4OpenAI1460.00+/-103,550OpenAIProprietary
61OpenAIGPT-5.1 Pro (high)OpenAI1458.00+/-122,577OpenAIProprietary
62Alibabaqwen3.8-27bAlibaba1458.00+/-20849AlibabaApache 2.0
63DeepSeekdeepseek-v4-pro-high-20260813DeepSeek1457.00+/-28406DeepSeekMIT
64OpenAIGPT-5.2 Pro (high)OpenAI1456.00+/-113,111OpenAIProprietary
65xAIgrok-4.20-multi-agent-beta-0309xAI1455.00+/-113,381xAIProprietary
66AnthropicClaude Sonnet 4.5Anthropic1455.00+/-85,044AnthropicProprietary
67OpenAIGPT-5.2 Chat (0210)OpenAI1454.00+/-132,161OpenAIProprietary
68OpenAIgpt-6-sol-maxOpenAI1454.00+/-29406OpenAIProprietary
69阿里巴巴Qwen 3.6 Plus Preview阿里巴巴1454.00+/-122,690阿里巴巴Proprietary
70Google DeepMindGemini 3.0 Flash (minimal)Google DeepMind1454.00+/-94,976Google DeepMindProprietary
71阿里巴巴Qwen3.5-397B-A17B阿里巴巴1452.00+/-94,808阿里巴巴Apache 2.0
72mimo-v2-proXiaomi1451.00+/-151,671XiaomiProprietary
73字节跳动Seed团队DOLA Seed 2.0 Pro字节跳动Seed团队1450.00+/-104,332字节跳动Seed团队Proprietary
74xAIGrok 4.20 BetaxAI1449.00+/-141,674xAIProprietary
75Facebook AI研究实验室Muse Glimmer-30BFacebook AI研究实验室1448.00+/-39223Facebook AI研究实验室Apache-2.0
76OpenAIOpenAI o3OpenAI1448.00+/-103,677OpenAIProprietary
77OpenAIgpt-6-luna-maxOpenAI1448.00+/-27440OpenAIProprietary
78Inkling SmallThinky1447.00+/-181,133ThinkyApache 2.0
79SpaceXAIgrok-4.6-highSpaceXAI1446.00+/-181,096SpaceXAIProprietary
80SpaceXAIgrok-4.7-xhighSpaceXAI1445.00+/-34288SpaceXAIProprietary
81DeepSeek-AIDeepSeek-V4-ProDeepSeek-AI1445.00+/-113,052DeepSeek-AIMIT
82AnthropicOpus 4.1 (thinking-16k)Anthropic1443.00+/-113,045AnthropicProprietary
83智谱AIGLM-5智谱AI1443.00+/-141,686智谱AIMIT
84Moonshot AIKimi K2.5 InstantMoonshot AI1443.00+/-24552Moonshot AIModified MIT
85xAIGrok 4.1 ThinkingxAI1442.00+/-103,939xAIProprietary
86NVIDIANemotron 3 UltraNVIDIA1442.00+/-24576NVIDIAOpenMDW-1.1
87Googlegemini-3.5-flash-liteGoogle1442.00+/-151,572GoogleProprietary
88DeepSeekdeepseek-v4-flash-high-previewDeepSeek1441.00+/-122,618DeepSeekMIT
89Google DeepMindGemini 2.5 ProGoogle DeepMind1439.00+/-77,766Google DeepMindProprietary
90OpenAIGPT-5.4 mini (high)OpenAI1439.00+/-113,364OpenAIProprietary
91mimo-v2.5Xiaomi1438.00+/-122,454XiaomiMIT
92Moonshot AIKimi K2 Thinking (thinking-turbo)Moonshot AI1436.00+/-103,905Moonshot AIModified MIT
93智谱AIGLM-5V-Turbo智谱AI1436.00+/-25482智谱AIProprietary
94Google DeepMindGemini 3.1 Flash-LiteGoogle DeepMind1435.00+/-103,617Google DeepMindProprietary
95Meituanlongcat-flash-chat-2602-expMeituan1435.00+/-141,826MeituanProprietary
96百度ERNIE 5.0 (0110)百度1435.00+/-122,248百度Proprietary
97mimo-v2-omniXiaomi1434.00+/-19977XiaomiProprietary
98阿里巴巴Qwen3 Max (Preview)阿里巴巴1434.00+/-151,488阿里巴巴Proprietary
99OpenAIGPT-5-Pro (high)OpenAI1434.00+/-141,859OpenAIProprietary
100MiniMaxAIMiniMax M3MiniMaxAI1433.00+/-112,854MiniMaxAIMiniMax Community License
101AnthropicOpus 4.1Anthropic1433.00+/-94,781AnthropicProprietary
102OpenAIGPT-5.2OpenAI1432.00+/-94,618OpenAIProprietary
103Tencenthunyuan-hy3-previewTencent1431.00+/-27429Tencenttencent-hunyuan-community
104OpenAIGPT-5.3 ChatOpenAI1430.00+/-132,135OpenAIProprietary
105DeepSeek-AIDeepSeek V3.2-Exp (thinking)DeepSeek-AI1428.00+/-112,623DeepSeek-AIMIT
106MistralAIMistral Medium 3.5MistralAI1428.00+/-24565MistralAIModified MIT
107智谱AIGLM-4.7智谱AI1428.00+/-20734智谱AIMIT
108AnthropicClaude Sonnet 4.5Anthropic1427.00+/-85,103AnthropicProprietary
109DeepSeek-AIDeepSeek V3.2DeepSeek-AI1427.00+/-113,129DeepSeek-AIMIT
110Amazonamazon-nova-experimental-chat-26-02-10Amazon1427.00+/-39211AmazonProprietary
111xAIGrok 4.1xAI1427.00+/-94,341xAIProprietary
112阿里巴巴Qwen3.5-122B-A10B阿里巴巴1426.00+/-141,836阿里巴巴Apache 2.0
113xAIGrok 4xAI1426.00+/-122,233xAIProprietary
114xAIGrok 4 FastxAI1425.00+/-30379xAIProprietary
115DeepSeek-AIDeepSeek-V4-FlashDeepSeek-AI1425.00+/-122,686DeepSeek-AIMIT
116OpenAIGPT-5.4 nano (high)OpenAI1425.00+/-113,259OpenAIProprietary
117阿里巴巴Qwen3.5-27B阿里巴巴1423.00+/-141,746阿里巴巴Apache 2.0
118OpenAIGPT-5.1OpenAI1423.00+/-112,953OpenAIProprietary
119Alibabaqwen3-max-2025-09-23Alibaba1423.00+/-24568AlibabaProprietary
120MiniMaxAIMiniMax-M2.7MiniMaxAI1422.00+/-103,977MiniMaxAIModified MIT
121AnthropicClaude Opus 4 (thinking-16k)Anthropic1421.00+/-122,201AnthropicProprietary
122xAIGrok 4.1 Fast (fast-reasoning)xAI1421.00+/-103,603xAIProprietary
123DeepSeek-AIDeepSeek V3.2-Exp (thinking)DeepSeek-AI1421.00+/-27472DeepSeek-AIMIT
124xAIGrok 4.3 BetaxAI1419.00+/-113,404xAIProprietary
125OpenAIOpenAI o4 - miniOpenAI1418.00+/-112,894OpenAIProprietary
126智谱AIGLM-4.6智谱AI1418.00+/-132,143智谱AIMIT
127阿里巴巴Qwen3-235B-A22B-2507阿里巴巴1417.00+/-86,057阿里巴巴Apache 2.0
128solar-pro4Upstage1416.00+/-21759UpstageProprietary
129Moonshot AIKimi K2 0905Moonshot AI1416.00+/-21750Moonshot AIModified MIT
130Meituanlongcat-flash-chatMeituan1415.00+/-22684MeituanMIT
131阿里巴巴Qwen3-Next阿里巴巴1414.00+/-171,196阿里巴巴Apache 2.0
132DeepSeek-AIDeepSeek-V3.1 (thinking)DeepSeek-AI1414.00+/-22656DeepSeek-AIMIT
133DeepSeek-AIDeepSeek-V3.1DeepSeek-AI1414.00+/-18977DeepSeek-AIMIT
134DeepSeek-AIDeepSeek V3.2-ExpDeepSeek-AI1413.00+/-20789DeepSeek-AIMIT
135DeepSeek-AIDeepSeek-R1DeepSeek-AI1412.00+/-141,606DeepSeek-AIMIT
136智谱AIGLM-4.5智谱AI1411.00+/-161,401智谱AIMIT
137Amazonamazon-nova-experimental-chat-26-01-10Amazon1411.00+/-33265AmazonProprietary
138xAIGrok 4 Fast (fast-reasoning)xAI1411.00+/-181,067xAIProprietary
139百度ERNIE 5.0 Preview (1203)百度1410.00+/-23627百度Proprietary
140阿里巴巴Qwen3-VL-235B-A22B-Instruct阿里巴巴1409.00+/-23694阿里巴巴Apache 2.0
141OpenAIGPT-5.2 Chat (0210)OpenAI1409.00+/-141,762OpenAIProprietary
142Google DeepMindGemini 2.5 Flash-Preview-09-2025Google DeepMind1409.00+/-131,970Google DeepMindProprietary
143OpenAIOpenAI o1OpenAI1409.00+/-112,986OpenAIProprietary
144OpenAIGPT-4.5OpenAI1408.00+/-151,393OpenAIProprietary
145StepFunAIStep 3.5 FlashStepFunAI1407.00+/-103,419StepFunAIApache 2.0
146OpenAIOpenAI o3-mini (high)OpenAI1405.00+/-131,909OpenAIProprietary
147Google DeepMindGemini 2.5 FlashGoogle DeepMind1405.00+/-77,965Google DeepMindProprietary
148OpenAIGPT-5-mini (high)OpenAI1405.00+/-161,445OpenAIProprietary
149AnthropicClaude Opus 4Anthropic1404.00+/-112,721AnthropicProprietary
150OpenAIGPT-4o(2025-03-27)OpenAI1404.00+/-85,758OpenAIProprietary
151腾讯AI实验室Hunyuan-T1腾讯AI实验室1404.00+/-38233腾讯AI实验室Proprietary
152AnthropicClaude Sonnet 4 (thinking-32k)Anthropic1404.00+/-131,996AnthropicProprietary
153MistralAIMistral Large 3MistralAI1401.00+/-94,486MistralAIApache 2.0
154StepFunAIStep 3.5 FlashStepFunAI1401.00+/-113,375StepFunAIProprietary
155AnthropicHaiku 4.5Anthropic1400.00+/-77,930AnthropicProprietary
156阿里巴巴Qwen3-VL-235B-A22B-Instruct (thinking)阿里巴巴1400.00+/-29419阿里巴巴Apache 2.0
157阿里巴巴Qwen3-32B阿里巴巴1399.00+/-30316阿里巴巴Apache 2.0
158阿里巴巴Qwen3.5-35B-A3B阿里巴巴1398.00+/-141,840阿里巴巴Apache 2.0
159Amazonamazon-nova-experimental-chat-12-10Amazon1397.00+/-36239AmazonProprietary
160DeepSeek-AIDeepSeek-V3.1 TerminusDeepSeek-AI1397.00+/-39216DeepSeek-AIMIT
161Alibabaqwen3-235b-a22b-thinking-2507Alibaba1397.00+/-25477AlibabaApache 2.0
162MistralAIMagistral-Medium-2506MistralAI1396.00+/-85,962MistralAIProprietary
163Amazonamazon-nova-experimental-chat-11-10Amazon1395.00+/-141,655AmazonProprietary
164百度ERNIE 5.0百度1394.00+/-34271百度Proprietary
165DeepSeek-AIDeepSeek-R1-0528DeepSeek-AI1393.00+/-20852DeepSeek-AIMIT
166MiniMaxAIMiniMax M2.5MiniMaxAI1393.00+/-122,543MiniMaxAIModified MIT
167Alibabaqwen3-235b-a22b-no-thinkingAlibaba1392.00+/-122,355AlibabaApache 2.0
168MiniMaxAIM2.1MiniMaxAI1392.00+/-181,041MiniMaxAIMIT
169阿里巴巴Qwen3-Next (thinking)阿里巴巴1392.00+/-20815阿里巴巴Apache 2.0
170阿里巴巴Qwen3-235B-A22B阿里巴巴1392.00+/-141,593阿里巴巴Apache 2.0
171Amazonamazon-nova-experimental-chat-10-20Amazon1391.00+/-20814AmazonProprietary
172AnthropicClaude Sonnet 4Anthropic1391.00+/-122,422AnthropicProprietary
173OpenAIOpenAI o3-mini (high)OpenAI1389.00+/-18953OpenAIProprietary
174Moonshot AIKimi K2Moonshot AI1388.00+/-141,673Moonshot AIModified MIT
175Nvidianvidia-llama-3.3-nemotron-super-49b-v1.5Nvidia1388.00+/-39193NvidiaNvidia Open
176智谱AIGLM-4.5-Air智谱AI1387.00+/-151,513智谱AIMIT
177OpenAIOpenAI o1OpenAI1386.00+/-104,569OpenAIProprietary
178AnthropicClaude3-Sonnet (thinking-32k)Anthropic1385.00+/-112,779AnthropicProprietary
179trinity-large-thinking Apache 2.01383.00+/-151,718——
180OpenAIOpenAI o3-miniOpenAI1381.00+/-94,688OpenAIProprietary
181OpenAIGPT OSS 120BOpenAI1381.00+/-141,769OpenAIApache 2.0
182Nvidiallama-3.1-nemotron-ultra-253b-v1Nvidia1381.00+/-37209NvidiaNvidia Open Model
183阿里巴巴Qwen3-30B-A3B-2507阿里巴巴1378.00+/-151,391阿里巴巴Apache 2.0
184mimo-v2-flash (non-thinking)Xiaomi1377.00+/-112,978XiaomiMIT
185OpenAIGPT-4.1OpenAI1375.00+/-103,203OpenAIProprietary
186阿里巴巴Qwen3-Coder-480B-A35B阿里巴巴1374.00+/-151,594阿里巴巴Apache 2.0
187intellect-3 MIT1373.00+/-30343——
188mimo-v2-flash (thinking)Xiaomi1372.00+/-22658XiaomiMIT
189Nvidianvidia-nemotron-3-super-120b-a12bNvidia1372.00+/-24546NvidiaNVIDIA Open Model
190xAIGrok 3xAI1372.00+/-112,663xAIProprietary
191xAIgrok-3-mini-betaxAI1371.00+/-141,487xAIProprietary
192MiniMaxminimax-m1MiniMax1370.00+/-141,756MiniMaxApache 2.0
193DeepSeek-AIDeepSeek-V3-0324DeepSeek-AI1368.00+/-103,147DeepSeek-AIMIT
194Nvidianvidia-nemotron-3.5-lightning-30b-a3b-nvfp4Nvidia1368.00+/-25618NvidiaOpenMDW-1.1
195Google DeepMindGemini 2.5 Flash-Lite (thinking)Google DeepMind1363.00+/-132,051Google DeepMindProprietary
196阿里巴巴QwQ-32B阿里巴巴1363.00+/-141,705阿里巴巴Apache 2.0
197AnthropicClaude3-SonnetAnthropic1363.00+/-103,336AnthropicProprietary
198阿里巴巴Qwen2.5-Max阿里巴巴1363.00+/-103,299阿里巴巴Proprietary
199StepFunAIStep3StepFunAI1362.00+/-31349StepFunAIApache 2.0
200OpenAIOpenAI o1-miniOpenAI1362.00+/-87,499OpenAIProprietary
201智谱AIGLM-4.7-Flash智谱AI1362.00+/-21752智谱AIMIT
202Google DeepMindGemini 2.5 Flash-Lite-Preview-09-2025 (no-thinking)Google DeepMind1362.00+/-112,937Google DeepMindProprietary
203trinity-large-preview Apache 2.01362.00+/-141,984——
204智谱AIGLM-4.5V智谱AI1361.00+/-34269智谱AIMIT
205Google DeepMindGemini 2.0 Flash ExperimentalGoogle DeepMind1355.00+/-94,042Google DeepMindProprietary
206OpenAIGPT-4.1 miniOpenAI1353.00+/-112,657OpenAIProprietary
207AnthropicClaude 3.5 SonnetAnthropic1351.00+/-79,992AnthropicProprietary
208阿里巴巴Qwen3-30B-A3B阿里巴巴1351.00+/-141,687阿里巴巴Apache 2.0
209MiniMaxAIMiniMax M2MiniMaxAI1350.00+/-33317MiniMaxAIApache 2.0
210Mistralmistral-medium-2505Mistral1348.00+/-122,207MistralProprietary
211ling-flash-2.0 AntGroup1347.00+/-27449GroupMIT
212Nvidianvidia-nemotron-3-nano-30b-a3b-bf16Nvidia1347.00+/-181,006NvidiaNVIDIA Open Model
213OpenAIGPT-5-Nano (high)OpenAI1346.00+/-27491OpenAIProprietary
214Tencenthunyuan-turbos-20250416Tencent1346.00+/-20845TencentProprietary
215AnthropicClaude 3.5 SonnetAnthropic1342.00+/-811,359AnthropicProprietary
216Google DeepMindGemini 1.5 ProGoogle DeepMind1339.00+/-77,610Google DeepMindProprietary
217MistralAIMistral-Small-3.2MistralAI1338.00+/-181,036MistralAIApache 2.0
218ring-flash-2.0 AntGroup1338.00+/-27446GroupMIT
219OpenAIGPT OSS 20BOpenAI1335.00+/-22671OpenAIApache 2.0
220亚马逊Nova 2 Lite亚马逊1332.00+/-20858亚马逊Proprietary
221Google DeepMindGemini 2.0 Flash-LiteGoogle DeepMind1326.00+/-102,814Google DeepMindProprietary
222Alibabaqwen-plus-0125Alibaba1323.00+/-19732AlibabaProprietary
223Google DeepMindGemma 3 - 27B (IT)Google DeepMind1322.00+/-103,557Google DeepMindGemma
224Metallama-3.1-405b-instruct-fp8Meta1319.00+/-88,482MetaLlama 3.1 Community
225Google DeepMindGemma 3 - 12B (IT)Google DeepMind1318.00+/-27389Google DeepMindGemma
226granite-4.1-8bIBM1317.00+/-39248IBMApache 2.0
227Facebook AI研究实验室Llama 4 Maverick InstructFacebook AI研究实验室1316.00+/-112,805Facebook AI研究实验室Llama 4
228Metallama-3.1-405b-instruct-bf16Meta1315.00+/-85,215MetaLlama 3.1 Community
229StepFunstep-2-16k-exp-202412StepFun1312.00+/-20642StepFunProprietary
230AnthropicClaude3-OpusAnthropic1312.00+/-725,769AnthropicProprietary
231athene-v2-chat NexusFlow1312.00+/-103,412——
232olmo-3-32b-thinkAi21311.00+/-32324Ai2Apache 2.0
233DeepSeek-AIDeepSeek-V3DeepSeek-AI1310.00+/-112,721DeepSeek-AIDeepSeek
234CohereAIC4AI Command A (202503)CohereAI1310.00+/-93,969CohereAICC-BY-NC-4.0
235Facebook AI研究实验室Llama 4 Scout InstructFacebook AI研究实验室1309.00+/-131,920Facebook AI研究实验室Llama
236OpenAIGPT-4oOpenAI1309.00+/-86,826OpenAIProprietary
237Googlegemini-advanced-0514Google1307.00+/-106,395GoogleProprietary
238OpenAIGPT-4oOpenAI1305.00+/-715,103OpenAIProprietary
239yi-lightning Proprietary1305.00+/-103,921——
240Alibabaqwen2.5-plus-1127Alibaba1303.00+/-141,404AlibabaProprietary
241olmo-3.1-32b-thinkAi21303.00+/-26474Ai2Apache 2.0
242OpenAIGPT-4OpenAI1303.00+/-813,306OpenAIProprietary
243Tencenthunyuan-turbos-20250226Tencent1301.00+/-31238TencentProprietary
244Google DeepMindGemini 1.5 ProGoogle DeepMind1299.00+/-810,492Google DeepMindProprietary
245OpenAIGPT-4OpenAI1299.00+/-812,374OpenAIProprietary
246glm-4-plus-0111Zhipu1298.00+/-19721ZhipuProprietary
247olmo-3.1-32b-instructAi21297.00+/-23690Ai2Apache 2.0
248StepFunstep-1o-turbo-202506StepFun1296.00+/-24559StepFunProprietary
249OpenAIgpt-4-turbo-2024-04-09OpenAI1296.00+/-813,217OpenAIProprietary
250阿里巴巴Qwen2.5-VL-72B-Instruct阿里巴巴1296.00+/-85,415阿里巴巴Qwen
251Facebook AI研究实验室Llama3.3-70B-InstructFacebook AI研究实验室1296.00+/-85,763Facebook AI研究实验室Llama-3.3
252xAIGrok 2xAI1294.00+/-78,950xAIProprietary
253Tencenthunyuan-large-2025-02-10Tencent1293.00+/-24497TencentProprietary
254DeepSeekdeepseek-v2.5-1210DeepSeek1292.00+/-171,031DeepSeekDeepSeek
255Alibabaqwen-max-0919Alibaba1291.00+/-122,249AlibabaQwen
256Tencenthunyuan-standard-2025-02-10Tencent1290.00+/-24499TencentProprietary
257Googlegemini-1.5-flash-002Google1289.00+/-94,789GoogleProprietary
258Mistralmistral-large-2407Mistral1288.00+/-86,664MistralMistral Research
259DeepSeek-AIDeepSeek V2.5DeepSeek-AI1287.00+/-103,649DeepSeek-AIDeepSeek
260glm-4-plusZhipu AI1287.00+/-103,599Zhipu AIProprietary
261AnthropicClaude 3.5 HaikuAnthropic1287.00+/-86,311AnthropicProprietary
262MistralAIMagistral-Medium-2506MistralAI1285.00+/-26549MistralAIProprietary
263OpenAIGPT-4OpenAI1284.00+/-107,052OpenAIProprietary
264Mistralmistral-large-2411Mistral1282.00+/-93,574MistralMRL
265Tencenthunyuan-large-visionTencent1281.00+/-30344TencentProprietary
266Tencenthunyuan-turbo-0110Tencent1279.00+/-31243TencentProprietary
267Facebook AI研究实验室Llama3.1-70B-InstructFacebook AI研究实验室1279.00+/-171,041Facebook AI研究实验室Llama 3.1
268ibm-granite-h-smallIBM1278.00+/-32339IBMApache 2.0
269MistralAIMistral-Small-3.1-24B-Instruct-2503MistralAI1277.00+/-132,087MistralAIApache 2.0
270OpenAIGPT-4OpenAI1277.00+/-811,181OpenAIProprietary
271OpenAIGPT-4o miniOpenAI1275.00+/-79,319OpenAIProprietary
272OpenAIGPT-4.1 nanoOpenAI1274.00+/-23582OpenAIProprietary
273阿里巴巴Qwen2-72B-Instruct阿里巴巴1273.00+/-94,835阿里巴巴Qianwen LICENSE
274xAIgrok-2-mini-2024-08-13xAI1273.00+/-87,261xAIProprietary
275DeepSeekdeepseek-coder-v2DeepSeek1272.00+/-141,858DeepSeekDeepSeek License
276Nvidiallama-3.1-nemotron-51b-instructNvidia1271.00+/-22507NvidiaLlama 3.1
277阿里巴巴Qwen2.5-Coder-32B-Instruct阿里巴巴1269.00+/-19725阿里巴巴Apache 2.0
278Facebook AI研究实验室Llama3.1-70B-InstructFacebook AI研究实验室1269.00+/-87,677Facebook AI研究实验室Llama 3.1 Community
279Amazonamazon-nova-pro-v1.0Amazon1269.00+/-102,978AmazonProprietary
280Microsoft AzurePhi-4-reasoningMicrosoft Azure1265.00+/-112,764Microsoft AzureMIT
281llama-3.1-tulu-3-70bAi21263.00+/-25397Ai2Llama 3.1
282athene-70b-0725 CC-BY-NC-4.01263.00+/-102,921——
283MistralAIMistral Small 24B Instruct 2501MistralAI1261.00+/-131,683MistralAIApache 2.0
284Google DeepMindGemma-3n-E4BGoogle DeepMind1259.00+/-151,550Google DeepMindGemma
285Googlegemini-1.5-flash-001Google1259.00+/-88,392GoogleProprietary
286Facebook AI研究实验室Llama3-70B-InstructFacebook AI研究实验室1258.00+/-820,941Facebook AI研究实验室Llama 3 Community
287Google DeepMindGemma 3 - 4B (IT)Google DeepMind1254.00+/-28423Google DeepMindGemma
288AnthropicClaude3-SonnetAnthropic1254.00+/-813,766AnthropicProprietary
289Nvidianemotron-4-340b-instructNvidia1252.00+/-122,352NvidiaNVIDIA Open Model
290Tencenthunyuan-standard-256kTencent1249.00+/-29361TencentProprietary
291Googlegemma-2-27b-itGoogle1248.00+/-710,170GoogleGemma license
292智谱AIGLM4智谱AI1246.00+/-161,191智谱AIProprietary
293reka-core-20240904 Proprietary1246.00+/-141,207——
294jamba-1.5-large Jamba Open1245.00+/-151,147——
295Mistralmistral-large-2402Mistral1244.00+/-97,987MistralProprietary
296Amazonamazon-nova-lite-v1.0Amazon1244.00+/-112,511AmazonProprietary
297CohereAIC4AI Aya Vision 32BCohereAI1233.00+/-103,854CohereAICC-BY-NC-4.0
298reka-flash-20240904 Proprietary1232.00+/-141,284——
299AnthropicClaude3-HaikuAnthropic1232.00+/-814,983AnthropicProprietary
300Coherecommand-r-plus-08-2024Cohere1232.00+/-141,467CohereCC-BY-NC-4.0
301Googlegemini-1.5-flash-8b-001Google1230.00+/-95,036GoogleProprietary
302MistralAIMixtral-8x22B-Instruct-v0.1MistralAI1228.00+/-96,778MistralAIApache 2.0
303olmo-2-0325-32b-instructAi21227.00+/-28375Ai2Apache-2.0
304Amazonamazon-nova-micro-v1.0Amazon1223.00+/-112,455AmazonProprietary
305阿里巴巴Qwen1.5-110B-Chat阿里巴巴1221.00+/-113,188阿里巴巴Qianwen LICENSE
306Googlegemma-2-9b-itGoogle1220.00+/-87,110GoogleGemma license
307Mistralmistral-mediumMistral1220.00+/-114,406MistralProprietary
308Microsoft AzurePhi-3-medium 14B-previewMicrosoft Azure1216.00+/-113,238Microsoft AzureMIT
309CohereAIC4AI Command R+CohereAI1214.00+/-99,769CohereAICC-BY-NC-4.0
310Mistralministral-8b-2410Mistral1214.00+/-20683MistralMRL
311零一万物Yi-1.5-34B零一万物1212.00+/-112,985零一万物—
312reka-flash-21b-20240226-online Proprietary1212.00+/-142,028——
313阿里巴巴QwQ-32B-Preview阿里巴巴1209.00+/-24480阿里巴巴Apache 2.0
314阿里巴巴Qwen1.5-72B-Chat阿里巴巴1209.00+/-105,327阿里巴巴Qianwen LICENSE
315gemma-2-9b-it-simpo MIT1208.00+/-151,285——
316Coherecommand-r-08-2024Cohere1207.00+/-141,601CohereCC-BY-NC-4.0
317上海人工智能实验室InternLM2-Base-20B上海人工智能实验室1206.00+/-151,387上海人工智能实验室—
318llama-3.1-tulu-3-8bAi21206.00+/-26363Ai2Llama 3.1
319OpenAIgpt-3.5-turbo-1106OpenAI1205.00+/-152,134OpenAIProprietary
320Google DeepMindGemini-proGoogle DeepMind1202.00+/-19993Google DeepMindProprietary
321OpenAIgpt-3.5-turbo-0125OpenAI1201.00+/-98,626OpenAIProprietary
322CohereAIC4AI Aya Vision 8BCohereAI1201.00+/-151,307CohereAICC-BY-NC-4.0
323Alibabaqwen1.5-32b-chatAlibaba1201.00+/-122,649AlibabaQianwen LICENSE
324reka-flash-21b-20240226 Proprietary1199.00+/-113,363——
325Googlegemini-pro-dev-apiGoogle1199.00+/-142,274GoogleProprietary
326granite-3.0-8b-instructIBM1198.00+/-19873IBMApache 2.0
327granite-3.1-2b-instructIBM1198.00+/-26391IBMApache 2.0
328zephyr-orpo-141b-A35b-v0.1 Apache 2.01197.00+/-22589——
329dbrx-instruct-preview DBRX LICENSE1196.00+/-124,001——
330Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1193.00+/-141,568Microsoft AzureMIT
331Microsoft AzurePhi-3-small 7BMicrosoft Azure1193.00+/-132,092Microsoft AzureMIT
332Facebook AI研究实验室Llama3-8B-InstructFacebook AI研究实验室1193.00+/-814,252Facebook AI研究实验室Llama 3 Community
333Mistralmixtral-8x7b-instruct-v0.1Mistral1191.00+/-99,663MistralApache 2.0
334Facebook AI研究实验室Llama3.1-8B-InstructFacebook AI研究实验室1190.00+/-28382Facebook AI研究实验室Apache 2.0
335Facebook AI研究实验室Llama3.1-8B-InstructFacebook AI研究实验室1189.00+/-87,135Facebook AI研究实验室Llama 3.1 Community
336jamba-1.5-mini Jamba Open1187.00+/-161,094——
337Coherecommand-rCohere1177.00+/-106,682CohereCC-BY-NC-4.0
338阿里巴巴Qwen3-VL-2B阿里巴巴1169.00+/-19908阿里巴巴Apache 2.0
339阿里巴巴Qwen1.5-14B-Chat阿里巴巴1167.00+/-142,184阿里巴巴Qianwen LICENSE
340Metallama-3.2-3b-instructMeta1165.00+/-161,136MetaLlama 3.2
341Googlegemma-2-2b-itGoogle1165.00+/-86,599GoogleGemma license
342snowflake-arctic-instruct Apache 2.01163.00+/-114,793——
343Google ResearchGemma 1.1-7B-ITGoogle Research1163.00+/-113,039Google ResearchGemma license
344openchat-3.5-0106 Apache-2.01159.00+/-141,726——
345WizardLM TeamWizardLM-70B-V1.0WizardLM Team1157.00+/-19903WizardLM TeamLlama 2 Community
346starling-lm-7b-beta Apache-2.01157.00+/-141,973——
347DeepSeek-AIDeepSeek LLM 67B ChatDeepSeek-AI1156.00+/-24576DeepSeek-AIDeepSeek License
348smollm2-1.7b-instruct Apache 2.01153.00+/-33271——
349openhermes-2.5-mistral-7b Apache-2.01152.00+/-20697——
350零一万物Yi-34B零一万物1150.00+/-132,043零一万物—
351Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1150.00+/-122,564Microsoft AzureMIT
352Facebook AI研究实验室LLaMA2 70BFacebook AI研究实验室1144.00+/-19888Facebook AI研究实验室—
353Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1140.00+/-132,813Microsoft AzureMIT
354Metallama-2-70b-chatMeta1137.00+/-104,740MetaLlama 2 Community
355MistralAIMistral-7B-Instruct-v0.2MistralAI1127.00+/-122,605MistralAIApache-2.0
356starling-lm-7b-alpha CC-BY-NC-4.01126.00+/-161,300——
357阿里巴巴Qwen-14B-Chat阿里巴巴1126.00+/-24534阿里巴巴Qianwen LICENSE
358openchat-3.5 Apache-2.01126.00+/-18945——
359dolphin-2.2.1-mistral-7b Apache-2.01125.00+/-32219——
360Metallama-3.2-1b-instructMeta1123.00+/-161,162MetaLlama 3.2
361阿里巴巴Qwen1.5-7B-Chat阿里巴巴1121.00+/-21690阿里巴巴Qianwen LICENSE
362Google ResearchGemma 7B - ItGoogle Research1120.00+/-171,120Google ResearchGemma license
363Google ResearchPaLM 2Google Research1117.00+/-19901Google ResearchProprietary
364LM-SYSVicuna 33BLM-SYS1116.00+/-132,663LM-SYS—
365Nvidiallama2-70b-steerlm-chatNvidia1114.00+/-27440NvidiaLlama 2 Community
366Google ResearchGemma 1.1-2B-ITGoogle Research1111.00+/-161,355Google ResearchGemma license
367百川智能Baichuan2-13B-Chat百川智能1110.00+/-132,218百川智能Llama 2 Community
368Facebook AI研究实验室CodeLLaMA-34BFacebook AI研究实验室1110.00+/-19770Facebook AI研究实验室Llama 2 Community
369solar-10.7b-instruct-v1.0 CC-BY-NC-4.01109.00+/-22604——
370mpt-30b-chat CC-BY-NC-SA-4.01096.00+/-34242——
371nous-hermes-2-mixtral-8x7b-dpo Apache-2.01093.00+/-21628——
372阿里巴巴Qwen1.5-4B-Chat阿里巴巴1087.00+/-18988阿里巴巴Qianwen LICENSE
373百川智能Baichuan2-7B-Chat百川智能1086.00+/-141,656百川智能Llama 2 Community
374stripedhyena-nous-7b Apache 2.01085.00+/-20676——
375vicuna-13b Llama 2 Community1083.00+/-142,146——
376MistralAIMistral 7B InstructMistralAI1083.00+/-19974MistralAIApache 2.0
377zephyr-7b-beta MIT1082.00+/-171,250——
378guanaco-33b Non-commercial1080.00+/-32280——
379Google ResearchGemma 2B - ItGoogle Research1073.00+/-22597Google ResearchGemma license
380Microsoftwizardlm-13bMicrosoft1065.00+/-21669MicrosoftLlama 2 Community
381olmo-7b-instructAi21053.00+/-19848Ai2Apache-2.0
382vicuna-7b Llama 2 Community1048.00+/-22658——
383智谱AIChatGLM3-6B智谱AI1042.00+/-23576智谱AI—
384Nomic AIGPT4All 13BNomic AI999.00+/-37211Nomic AI—
385alpaca-13b Non-commercial995.00+/-23652——
386mpt-7b-chat CC-BY-NC-SA-4.0987.00+/-25471——
387RWKV-4-Raven-14B Apache 2.0984.00+/-24544——
388达摩院Koala达摩院980.00+/-21751达摩院—
389智谱AIChatGLM-6B智谱AI977.00+/-26525智谱AI—
390智谱AIChatGLM2-6B智谱AI972.00+/-35227智谱AI—
391oasst-pythia-12b Apache 2.0962.00+/-22687——
392dolly-v2-12b MIT954.00+/-29370——
393Facebook AI研究实验室LLaMA 13BFacebook AI研究实验室923.00+/-33252Facebook AI研究实验室Non-commercial
394fastchat-t5-3b Apache 2.0921.00+/-26462——
395stablelm-tuned-alpha-7b CC-BY-NC-SA-4.0891.00+/-29353——

数据仅供参考,以官方来源为准。模型名称旁的链接可跳转到 DataLearner 模型详情页。

常见问题 (FAQ)

01

什么是 LMArena Math Arena?

LMArena Math Arena 是 LMArena 旗下专注于数学推理能力的匿名评测平台。用户提交真实数学问题(如代数、几何、竞赛数学等),系统将不同模型的解题过程并排展示(隐藏模型名称),由用户投票选出更好的解答,最终通过 Elo 算法汇总形成动态排行榜。

02

Math Arena 与 MATH-500、AIME 等静态基准有什么区别?

MATH-500、AIME、AMC 等静态基准使用固定题目集和自动评分,可重现性强但容易被针对性优化("刷榜")。Math Arena 来自真实用户的开放式数学问题,测试内容不固定,更能反映模型在实际数学场景中的自然表现,两者互为补充。

03

思考模型(Thinking Model)在数学 Arena 中表现更好吗?

整体而言,具备思维链(Chain-of-Thought)或扩展推理能力的模型在数学 Arena 中往往排名更高。Claude Opus 系列 Thinking 模式、GPT 高算力模式以及 DeepSeek 思考版本均在榜单前列,说明延长推理时间对数学问题的解答质量有显著提升。

04

国产大模型在数学能力方面表现如何?

DeepSeek、Qwen3 系列、GLM 等国产模型在 Math Arena 表现亮眼,已跻身全球前列。DeepSeek 以 MIT 协议开源,Qwen3-235B 等系列支持中文数学场景,是选择开源数学推理模型的重要参考。