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

Claude Fable 5

最高得分

1530.00

模型数量

381

数据版本

2026年09月01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
AnthropicClaude Fable 5Anthropic1530.00+/-161,320AnthropicProprietary
Anthropicclaude-opus-5-maxAnthropic1528.00+/-22738AnthropicProprietary
Anthropicclaude-opus-5-highAnthropic1525.00+/-161,500AnthropicProprietary
4Googlegemini-3.7-flash-highGoogle1523.00+/-33313GoogleProprietary
5AnthropicClaude Opus 4.6 (high)Anthropic1516.00+/-103,704AnthropicProprietary
6Z.aiglm-5.3-maxZ.ai1512.00+/-33287Z.aiMIT
7AnthropicClaude Opus 4.6Anthropic1507.00+/-104,122AnthropicProprietary
8Moonshotkimi-k3-maxMoonshot1504.00+/-21756MoonshotKimi K3 license
9Googlegemini-3.5-flash-highGoogle1504.00+/-151,638GoogleProprietary
10AnthropicOpus 4.7 (high)Anthropic1503.00+/-113,029AnthropicProprietary
11Googlegemini-3.6-flash-highGoogle1503.00+/-191,025GoogleProprietary
12OpenAIGPT-5.5OpenAI1502.00+/-113,230OpenAIProprietary
13Alibabaqwen3.8-maxAlibaba1497.00+/-24583AlibabaProprietary
14AnthropicClaude Opus 4.8 (high)Anthropic1496.00+/-132,230AnthropicProprietary
15OpenAIGPT-5.4 (high)OpenAI1494.00+/-113,183OpenAIProprietary
16AnthropicOpus 4.7Anthropic1492.00+/-113,148AnthropicProprietary
17OpenAIGPT-5.5 (high)OpenAI1491.00+/-113,161OpenAIProprietary
18阿里巴巴Qwen3.7-Max-Preview阿里巴巴1490.00+/-40218阿里巴巴Proprietary
19Facebook AI研究实验室Muse Spark 1.1Facebook AI研究实验室1489.00+/-181,011Facebook AI研究实验室Proprietary
20Google Deep MindGemini 3.1 Pro PreviewGoogle Deep Mind1489.00+/-95,400Google Deep MindProprietary
21OpenAIGPT-5.6 Sol (xhigh)OpenAI1486.00+/-181,025OpenAIProprietary
22OpenAIGPT-5.6 Terra (xhigh)OpenAI1482.00+/-181,011OpenAIProprietary
23Moonshot AIKimi K2.6Moonshot AI1478.00+/-131,936Moonshot AIModified MIT
24Googlegemini-3.5-flash-mediumGoogle1478.00+/-161,466GoogleProprietary
25xAIGrok 4.5xAI1478.00+/-181,080xAIProprietary
26OpenAIGPT-5.6 Luna (xhigh)OpenAI1477.00+/-181,078OpenAIProprietary
27Google Deep MindGemini 3 ProGoogle Deep Mind1477.00+/-112,623Google Deep MindProprietary
28智谱AIGLM 5.1智谱AI1477.00+/-132,234智谱AIMIT
29百度ERNIE-5.1-Preview百度1476.00+/-141,889百度Proprietary
30mimo-v2.5-proXiaomi1476.00+/-122,709XiaomiMIT
31InklingThinking Machines Lab1476.00+/-19938Thinking Machines LabApache 2.0
32Z.aiglm-5.2-maxZ.ai1476.00+/-151,562Z.aiMIT
33Google Deep MindGemini 3.0 FlashGoogle Deep Mind1475.00+/-131,963Google Deep MindProprietary
34腾讯AI实验室Hy3腾讯AI实验室1475.00+/-31358腾讯AI实验室Apache 2.0
35阿里巴巴Qwen3.6-Max-Preview阿里巴巴1475.00+/-30360阿里巴巴Proprietary
36AnthropicClaude Sonnet 4.5 (high)Anthropic1474.00+/-161,355AnthropicProprietary
37DeepMindGemma 4 31BDeepMind1473.00+/-27404DeepMindApache 2.0
38AnthropicClaude Opus 4.8Anthropic1473.00+/-132,324AnthropicProprietary
39Moonshot AIKimi K2 ThinkingMoonshot AI1471.00+/-103,923Moonshot AIModified MIT
40AnthropicOpus 4.5Anthropic1470.00+/-122,224AnthropicProprietary
41阿里巴巴Qwen3.5 Max Preview阿里巴巴1470.00+/-161,346阿里巴巴Proprietary
42DeepSeekdeepseek-v4-pro-high-previewDeepSeek1469.00+/-122,505DeepSeekMIT
43DeepMindGemma 4 26B A4BDeepMind1468.00+/-28374DeepMindApache 2.0
44xAIgrok-4.20-beta-0309-reasoningxAI1467.00+/-113,319xAIProprietary
45阿里巴巴Qwen3.7-Plus阿里巴巴1466.00+/-151,674阿里巴巴Proprietary
46AnthropicClaude Opus 4Anthropic1465.00+/-94,283AnthropicProprietary
47Z.aiglm-5.3-flashZ.ai1465.00+/-44173Z.aiMIT
48OpenAIGPT-5.5 InstantOpenAI1463.00+/-161,456OpenAIProprietary
49AnthropicClaude Sonnet 4.6Anthropic1463.00+/-103,554AnthropicProprietary
50DeepSeekdeepseek-v4-pro-high-20260813DeepSeek1462.00+/-40189DeepSeekMIT
51Facebook AI研究实验室Muse SparkFacebook AI研究实验室1461.00+/-20857Facebook AI研究实验室Proprietary
52OpenAIGPT-5.4OpenAI1461.00+/-113,352OpenAIProprietary
53OpenAIGPT-5.2 Pro (high)OpenAI1458.00+/-112,961OpenAIProprietary
54Alibabaqwen3.8-27bAlibaba1458.00+/-35278AlibabaApache 2.0
55OpenAIGPT-5.1 Pro (high)OpenAI1456.00+/-122,460OpenAIProprietary
56阿里巴巴Qwen 3.6 Plus Preview阿里巴巴1455.00+/-122,531阿里巴巴Proprietary
57AnthropicClaude Sonnet 4.5Anthropic1455.00+/-94,839AnthropicProprietary
58Google Deep MindGemini 3.0 Flash (minimal)Google Deep Mind1455.00+/-94,677Google Deep MindProprietary
59Inkling SmallThinky1454.00+/-24574ThinkyApache 2.0
60OpenAIGPT-5.2 Chat (0210)OpenAI1453.00+/-132,072OpenAIProprietary
61xAIgrok-4.20-multi-agent-beta-0309xAI1453.00+/-113,230xAIProprietary
62Facebook AI研究实验室Muse Glimmer-30BFacebook AI研究实验室1453.00+/-41207Facebook AI研究实验室Apache-2.0
63mimo-v2-proXiaomi1452.00+/-151,608XiaomiProprietary
64xAIGrok 4.20 BetaxAI1452.00+/-151,595xAIProprietary
65字节跳动Seed团队DOLA Seed 2.0 Pro字节跳动Seed团队1451.00+/-104,082字节跳动Seed团队Proprietary
66阿里巴巴Qwen3.5-397B-A17B阿里巴巴1448.00+/-104,073阿里巴巴Apache 2.0
67OpenAIOpenAI o3OpenAI1448.00+/-103,680OpenAIProprietary
68DeepSeek-AIDeepSeek-V4-ProDeepSeek-AI1445.00+/-122,868DeepSeek-AIMIT
69NVIDIANemotron 3 UltraNVIDIA1444.00+/-25548NVIDIAOpenMDW-1.1
70xAIGrok 4.1 ThinkingxAI1444.00+/-103,764xAIProprietary
71AnthropicOpus 4.1 (thinking-16k)Anthropic1444.00+/-112,997AnthropicProprietary
72智谱AIGLM-5V-Turbo智谱AI1443.00+/-26444智谱AIProprietary
73智谱AIGLM-5智谱AI1443.00+/-141,608智谱AIMIT
74Google Deep MindGemini 2.5 ProGoogle Deep Mind1441.00+/-77,565Google Deep MindProprietary
75DeepSeekdeepseek-v4-flash-high-previewDeepSeek1441.00+/-122,459DeepSeekMIT
76OpenAIGPT-5.4 mini (high)OpenAI1440.00+/-113,165OpenAIProprietary
77mimo-v2.5Xiaomi1440.00+/-122,327XiaomiMIT
78Moonshot AIKimi K2.5 InstantMoonshot AI1439.00+/-25509Moonshot AIModified MIT
79Googlegemini-3.5-flash-liteGoogle1439.00+/-19943GoogleProprietary
80Google Deep MindGemini 3.1 Flash-LiteGoogle Deep Mind1438.00+/-103,410Google Deep MindProprietary
81MiniMaxAIMiniMax M3MiniMaxAI1438.00+/-132,102MiniMaxAIMiniMax Community License
82Moonshot AIKimi K2 Thinking (thinking-turbo)Moonshot AI1437.00+/-103,722Moonshot AIModified MIT
83百度ERNIE 5.0 (0110)百度1437.00+/-132,123百度Proprietary
84阿里巴巴Qwen3 Max (Preview)阿里巴巴1436.00+/-151,484阿里巴巴Proprietary
85mimo-v2-omniXiaomi1436.00+/-20913XiaomiProprietary
86Meituanlongcat-flash-chat-2602-expMeituan1436.00+/-141,747MeituanProprietary
87OpenAIGPT-5-Pro (high)OpenAI1433.00+/-141,858OpenAIProprietary
88OpenAIGPT-5.2OpenAI1433.00+/-94,366OpenAIProprietary
89AnthropicOpus 4.1Anthropic1432.00+/-94,660AnthropicProprietary
90MistralAIMistral Medium 3.5MistralAI1430.00+/-25539MistralAIModified MIT
91DeepSeek-AIDeepSeek V3.2DeepSeek-AI1429.00+/-112,973DeepSeek-AIMIT
92阿里巴巴Qwen3.5-27B阿里巴巴1429.00+/-151,642阿里巴巴Apache 2.0
93智谱AIGLM-4.7智谱AI1428.00+/-21677智谱AIMIT
94xAIGrok 4.1xAI1427.00+/-94,175xAIProprietary
95OpenAIGPT-5.3 ChatOpenAI1427.00+/-132,031OpenAIProprietary
96AnthropicClaude Sonnet 4.5Anthropic1427.00+/-94,881AnthropicProprietary
97xAIGrok 4xAI1426.00+/-122,220xAIProprietary
98Tencenthunyuan-hy3-previewTencent1426.00+/-28404Tencenttencent-hunyuan-community
99SpaceXAIgrok-4.6-highSpaceXAI1426.00+/-40216SpaceXAIProprietary
100Alibabaqwen3-max-2025-09-23Alibaba1425.00+/-24565AlibabaProprietary
101DeepSeek-AIDeepSeek-V4-FlashDeepSeek-AI1425.00+/-122,516DeepSeek-AIMIT
102DeepSeek-AIDeepSeek V3.2-Exp (thinking)DeepSeek-AI1425.00+/-122,474DeepSeek-AIMIT
103xAIGrok 4 FastxAI1425.00+/-30382xAIProprietary
104DeepSeek-AIDeepSeek V3.2-Exp (thinking)DeepSeek-AI1424.00+/-27471DeepSeek-AIMIT
105阿里巴巴Qwen3.5-122B-A10B阿里巴巴1424.00+/-141,764阿里巴巴Apache 2.0
106Amazonamazon-nova-experimental-chat-26-02-10Amazon1424.00+/-39208AmazonProprietary
107OpenAIGPT-5.4 nano (high)OpenAI1424.00+/-113,082OpenAIProprietary
108OpenAIGPT-5.1OpenAI1422.00+/-112,824OpenAIProprietary
109MiniMaxAIMiniMax-M2.7MiniMaxAI1422.00+/-113,295MiniMaxAIModified MIT
110AnthropicClaude Opus 4 (thinking-16k)Anthropic1422.00+/-122,203AnthropicProprietary
111xAIGrok 4.3 BetaxAI1420.00+/-113,085xAIProprietary
112智谱AIGLM-4.6智谱AI1418.00+/-132,059智谱AIMIT
113阿里巴巴Qwen3-235B-A22B-2507阿里巴巴1417.00+/-85,852阿里巴巴Apache 2.0
114xAIGrok 4.1 Fast (fast-reasoning)xAI1417.00+/-103,446xAIProprietary
115OpenAIOpenAI o4 - miniOpenAI1417.00+/-112,900OpenAIProprietary
116阿里巴巴Qwen3-Next阿里巴巴1417.00+/-171,190阿里巴巴Apache 2.0
117DeepSeek-AIDeepSeek-V3.1 (thinking)DeepSeek-AI1416.00+/-22657DeepSeek-AIMIT
118Meituanlongcat-flash-chatMeituan1415.00+/-22686MeituanMIT
119Moonshot AIKimi K2 0905Moonshot AI1415.00+/-21753Moonshot AIModified MIT
120DeepSeek-AIDeepSeek-V3.1DeepSeek-AI1414.00+/-18981DeepSeek-AIMIT
121DeepSeek-AIDeepSeek V3.2-ExpDeepSeek-AI1414.00+/-21771DeepSeek-AIMIT
122智谱AIGLM-4.5智谱AI1413.00+/-161,407智谱AIMIT
123DeepSeek-AIDeepSeek-R1DeepSeek-AI1412.00+/-141,606DeepSeek-AIMIT
124OpenAIGPT-5.2 Chat (0210)OpenAI1412.00+/-141,762OpenAIProprietary
125xAIGrok 4 Fast (fast-reasoning)xAI1411.00+/-181,053xAIProprietary
126Google Deep MindGemini 2.5 Flash-Preview-09-2025Google Deep Mind1410.00+/-131,924Google Deep MindProprietary
127百度ERNIE 5.0 Preview (1203)百度1409.00+/-23603百度Proprietary
128OpenAIOpenAI o1OpenAI1409.00+/-112,986OpenAIProprietary
129OpenAIGPT-4.5OpenAI1408.00+/-151,393OpenAIProprietary
130Amazonamazon-nova-experimental-chat-26-01-10Amazon1408.00+/-34260AmazonProprietary
131阿里巴巴Qwen3-VL-235B-A22B-Instruct阿里巴巴1408.00+/-23694阿里巴巴Apache 2.0
132StepFunAIStep 3.5 FlashStepFunAI1406.00+/-113,236StepFunAIApache 2.0
133Google Deep MindGemini 2.5 FlashGoogle Deep Mind1406.00+/-77,776Google Deep MindProprietary
134OpenAIOpenAI o3-mini (high)OpenAI1405.00+/-131,909OpenAIProprietary
135OpenAIGPT-5-mini (high)OpenAI1405.00+/-161,439OpenAIProprietary
136腾讯AI实验室Hunyuan-T1腾讯AI实验室1404.00+/-38233腾讯AI实验室Proprietary
137AnthropicClaude Opus 4Anthropic1404.00+/-112,724AnthropicProprietary
138OpenAIGPT-4o(2025-03-27)OpenAI1404.00+/-85,653OpenAIProprietary
139AnthropicClaude Sonnet 4 (thinking-32k)Anthropic1403.00+/-131,994AnthropicProprietary
140MistralAIMistral Large 3MistralAI1403.00+/-103,755MistralAIApache 2.0
141StepFunAIStep 3.5 FlashStepFunAI1403.00+/-113,195StepFunAIProprietary
142阿里巴巴Qwen3-VL-235B-A22B-Instruct (thinking)阿里巴巴1401.00+/-29416阿里巴巴Apache 2.0
143Amazonamazon-nova-experimental-chat-12-10Amazon1400.00+/-37233AmazonProprietary
144阿里巴巴Qwen3.5-35B-A3B阿里巴巴1400.00+/-141,754阿里巴巴Apache 2.0
145阿里巴巴Qwen3-32B阿里巴巴1399.00+/-30316阿里巴巴Apache 2.0
146AnthropicHaiku 4.5Anthropic1399.00+/-86,974AnthropicProprietary
147Alibabaqwen3-235b-a22b-thinking-2507Alibaba1398.00+/-25479AlibabaApache 2.0
148MistralAIMagistral-Medium-2506MistralAI1398.00+/-85,763MistralAIProprietary
149Amazonamazon-nova-experimental-chat-11-10Amazon1397.00+/-151,557AmazonProprietary
150MiniMaxAIMiniMax M2.5MiniMaxAI1396.00+/-122,425MiniMaxAIModified MIT
151百度ERNIE 5.0百度1396.00+/-34265百度Proprietary
152DeepSeek-AIDeepSeek-V3.1 TerminusDeepSeek-AI1396.00+/-39217DeepSeek-AIMIT
153Amazonamazon-nova-experimental-chat-10-20Amazon1393.00+/-20802AmazonProprietary
154DeepSeek-AIDeepSeek-R1-0528DeepSeek-AI1393.00+/-20854DeepSeek-AIMIT
155阿里巴巴Qwen3-Next (thinking)阿里巴巴1393.00+/-20815阿里巴巴Apache 2.0
156Alibabaqwen3-235b-a22b-no-thinkingAlibaba1392.00+/-122,362AlibabaApache 2.0
157阿里巴巴Qwen3-235B-A22B阿里巴巴1392.00+/-141,597阿里巴巴Apache 2.0
158MiniMaxAIM2.1MiniMaxAI1390.00+/-19973MiniMaxAIMIT
159AnthropicClaude Sonnet 4Anthropic1390.00+/-122,429AnthropicProprietary
160智谱AIGLM-4.5-Air智谱AI1389.00+/-151,513智谱AIMIT
161OpenAIOpenAI o3-mini (high)OpenAI1388.00+/-18952OpenAIProprietary
162Moonshot AIKimi K2Moonshot AI1388.00+/-141,680Moonshot AIModified MIT
163OpenAIOpenAI o1OpenAI1386.00+/-104,569OpenAIProprietary
164Nvidianvidia-llama-3.3-nemotron-super-49b-v1.5Nvidia1386.00+/-39194NvidiaNvidia Open
165trinity-large-thinking Apache 2.01385.00+/-151,613
166AnthropicClaude3-Sonnet (thinking-32k)Anthropic1385.00+/-112,782AnthropicProprietary
167OpenAIOpenAI o3-miniOpenAI1381.00+/-94,693OpenAIProprietary
168intellect-3 MIT1381.00+/-31332
169Nvidiallama-3.1-nemotron-ultra-253b-v1Nvidia1381.00+/-37209NvidiaNvidia Open Model
170OpenAIGPT OSS 120BOpenAI1380.00+/-141,764OpenAIApache 2.0
171阿里巴巴Qwen3-30B-A3B-2507阿里巴巴1378.00+/-151,396阿里巴巴Apache 2.0
172mimo-v2-flash (non-thinking)Xiaomi1378.00+/-112,819XiaomiMIT
173mimo-v2-flash (thinking)Xiaomi1375.00+/-23617XiaomiMIT
174Nvidianvidia-nemotron-3-super-120b-a12bNvidia1374.00+/-25518NvidiaNVIDIA Open Model
175OpenAIGPT-4.1OpenAI1374.00+/-103,194OpenAIProprietary
176阿里巴巴Qwen3-Coder-480B-A35B阿里巴巴1374.00+/-151,607阿里巴巴Apache 2.0
177xAIGrok 3xAI1373.00+/-112,667xAIProprietary
178xAIgrok-3-mini-betaxAI1371.00+/-141,490xAIProprietary
179MiniMaxminimax-m1MiniMax1369.00+/-141,764MiniMaxApache 2.0
180DeepSeek-AIDeepSeek-V3-0324DeepSeek-AI1368.00+/-103,150DeepSeek-AIMIT
181智谱AIGLM-4.7-Flash智谱AI1366.00+/-21712智谱AIMIT
182Google Deep MindGemini 2.5 Flash-Lite-Preview-09-2025 (no-thinking)Google Deep Mind1364.00+/-112,823Google Deep MindProprietary
183Google Deep MindGemini 2.5 Flash-Lite (thinking)Google Deep Mind1364.00+/-132,057Google Deep MindProprietary
184阿里巴巴QwQ-32B阿里巴巴1363.00+/-141,704阿里巴巴Apache 2.0
185AnthropicClaude3-SonnetAnthropic1363.00+/-103,339AnthropicProprietary
186阿里巴巴Qwen2.5-Max阿里巴巴1363.00+/-103,299阿里巴巴Proprietary
187智谱AIGLM-4.5V智谱AI1362.00+/-34271智谱AIMIT
188trinity-large-preview Apache 2.01362.00+/-141,869
189OpenAIOpenAI o1-miniOpenAI1362.00+/-87,499OpenAIProprietary
190StepFunAIStep3StepFunAI1362.00+/-31348StepFunAIApache 2.0
191DeepMindGemini 2.0 Flash ExperimentalDeepMind1356.00+/-94,044DeepMindProprietary
192MiniMaxAIMiniMax M2MiniMaxAI1354.00+/-33319MiniMaxAIApache 2.0
193OpenAIGPT-4.1 miniOpenAI1353.00+/-112,666OpenAIProprietary
194阿里巴巴Qwen3-30B-A3B阿里巴巴1352.00+/-141,692阿里巴巴Apache 2.0
195AnthropicClaude 3.5 SonnetAnthropic1351.00+/-710,000AnthropicProprietary
196ling-flash-2.0 AntGroup1349.00+/-27447GroupMIT
197Nvidianvidia-nemotron-3-nano-30b-a3b-bf16Nvidia1349.00+/-19955NvidiaNVIDIA Open Model
198Mistralmistral-medium-2505Mistral1348.00+/-122,210MistralProprietary
199Tencenthunyuan-turbos-20250416Tencent1347.00+/-20846TencentProprietary
200OpenAIGPT-5-Nano (high)OpenAI1346.00+/-27492OpenAIProprietary
201AnthropicClaude 3.5 SonnetAnthropic1342.00+/-811,359AnthropicProprietary
202Google Deep MindGemini 1.5 ProGoogle Deep Mind1339.00+/-77,610Google Deep MindProprietary
203MistralAIMistral-Small-3.2MistralAI1337.00+/-181,040MistralAIApache 2.0
204ring-flash-2.0 AntGroup1335.00+/-27446GroupMIT
205OpenAIGPT OSS 20BOpenAI1335.00+/-22672OpenAIApache 2.0
206亚马逊Nova 2 Lite亚马逊1333.00+/-20820亚马逊Proprietary
207DeepMindGemini 2.0 Flash-LiteDeepMind1326.00+/-102,814DeepMindProprietary
208Alibabaqwen-plus-0125Alibaba1323.00+/-19732AlibabaProprietary
209Google Deep MindGemma 3 - 27B (IT)Google Deep Mind1322.00+/-103,551Google Deep MindGemma
210granite-4.1-8bIBM1320.00+/-39236IBMApache 2.0
211Metallama-3.1-405b-instruct-fp8Meta1319.00+/-88,482MetaLlama 3.1 Community
212Google Deep MindGemma 3 - 12B (IT)Google Deep Mind1318.00+/-27389Google Deep MindGemma
213Facebook AI研究实验室Llama 4 Maverick InstructFacebook AI研究实验室1317.00+/-112,808Facebook AI研究实验室Llama 4
214Metallama-3.1-405b-instruct-bf16Meta1315.00+/-85,215MetaLlama 3.1 Community
215StepFunstep-2-16k-exp-202412StepFun1312.00+/-20642StepFunProprietary
216AnthropicClaude3-OpusAnthropic1312.00+/-725,769AnthropicProprietary
217athene-v2-chat NexusFlow1312.00+/-103,412
218olmo-3-32b-thinkAi21310.00+/-33305Ai2Apache 2.0
219DeepSeek-AIDeepSeek-V3DeepSeek-AI1310.00+/-112,721DeepSeek-AIDeepSeek
220CohereAIC4AI Command A (202503)CohereAI1309.00+/-93,961CohereAICC-BY-NC-4.0
221OpenAIGPT-4oOpenAI1309.00+/-86,826OpenAIProprietary
222Facebook AI研究实验室Llama 4 Scout InstructFacebook AI研究实验室1308.00+/-131,928Facebook AI研究实验室Llama
223Googlegemini-advanced-0514Google1307.00+/-106,395GoogleProprietary
224yi-lightning Proprietary1305.00+/-103,921
225OpenAIGPT-4oOpenAI1305.00+/-715,103OpenAIProprietary
226Alibabaqwen2.5-plus-1127Alibaba1304.00+/-141,404AlibabaProprietary
227OpenAIGPT-4OpenAI1303.00+/-813,306OpenAIProprietary
228olmo-3.1-32b-instructAi21302.00+/-23659Ai2Apache 2.0
229Tencenthunyuan-turbos-20250226Tencent1301.00+/-31238TencentProprietary
230OpenAIGPT-4OpenAI1299.00+/-812,374OpenAIProprietary
231Google Deep MindGemini 1.5 ProGoogle Deep Mind1299.00+/-810,492Google Deep MindProprietary
232glm-4-plus-0111Zhipu1298.00+/-19721ZhipuProprietary
233StepFunstep-1o-turbo-202506StepFun1297.00+/-24560StepFunProprietary
234OpenAIgpt-4-turbo-2024-04-09OpenAI1296.00+/-813,217OpenAIProprietary
235阿里巴巴Qwen2.5-VL-72B-Instruct阿里巴巴1296.00+/-85,415阿里巴巴Qwen
236Facebook AI研究实验室Llama3.3-70B-InstructFacebook AI研究实验室1296.00+/-85,768Facebook AI研究实验室Llama-3.3
237olmo-3.1-32b-thinkAi21296.00+/-27453Ai2Apache 2.0
238xAIGrok 2xAI1294.00+/-78,950xAIProprietary
239Tencenthunyuan-large-2025-02-10Tencent1293.00+/-24497TencentProprietary
240DeepSeekdeepseek-v2.5-1210DeepSeek1292.00+/-171,031DeepSeekDeepSeek
241Alibabaqwen-max-0919Alibaba1291.00+/-122,249AlibabaQwen
242Tencenthunyuan-standard-2025-02-10Tencent1290.00+/-24499TencentProprietary
243Googlegemini-1.5-flash-002Google1289.00+/-94,789GoogleProprietary
244Mistralmistral-large-2407Mistral1288.00+/-86,664MistralMistral Research
245DeepSeek-AIDeepSeek V2.5DeepSeek-AI1287.00+/-103,649DeepSeek-AIDeepSeek
246glm-4-plusZhipu AI1287.00+/-103,599Zhipu AIProprietary
247AnthropicClaude 3.5 HaikuAnthropic1286.00+/-86,319AnthropicProprietary
248MistralAIMagistral-Medium-2506MistralAI1285.00+/-26549MistralAIProprietary
249OpenAIGPT-4OpenAI1284.00+/-107,052OpenAIProprietary
250Mistralmistral-large-2411Mistral1282.00+/-93,574MistralMRL
251ibm-granite-h-smallIBM1281.00+/-33337IBMApache 2.0
252Tencenthunyuan-large-visionTencent1281.00+/-30344TencentProprietary
253Tencenthunyuan-turbo-0110Tencent1279.00+/-31243TencentProprietary
254Facebook 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
255MistralAIMistral-Small-3.1-24B-Instruct-2503MistralAI1277.00+/-132,093MistralAIApache 2.0
256OpenAIGPT-4OpenAI1276.00+/-811,181OpenAIProprietary
257OpenAIGPT-4o miniOpenAI1275.00+/-79,319OpenAIProprietary
258OpenAIGPT-4.1 nanoOpenAI1274.00+/-23582OpenAIProprietary
259阿里巴巴Qwen2-72B-Instruct阿里巴巴1273.00+/-94,835阿里巴巴Qianwen LICENSE
260xAIgrok-2-mini-2024-08-13xAI1273.00+/-87,261xAIProprietary
261DeepSeekdeepseek-coder-v2DeepSeek1272.00+/-141,858DeepSeekDeepSeek License
262Nvidiallama-3.1-nemotron-51b-instructNvidia1271.00+/-22507NvidiaLlama 3.1
263阿里巴巴Qwen2.5-Coder-32B-Instruct阿里巴巴1270.00+/-19725阿里巴巴Apache 2.0
264Facebook 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
265Amazonamazon-nova-pro-v1.0Amazon1269.00+/-102,978AmazonProprietary
266Microsoft AzurePhi-4-reasoningMicrosoft Azure1265.00+/-102,764Microsoft AzureMIT
267llama-3.1-tulu-3-70bAi21263.00+/-25397Ai2Llama 3.1
268athene-70b-0725 CC-BY-NC-4.01262.00+/-102,921
269MistralAIMistral Small 24B Instruct 2501MistralAI1261.00+/-131,683MistralAIApache 2.0
270Google Deep MindGemma-3n-E4BGoogle Deep Mind1260.00+/-151,553Google Deep MindGemma
271Googlegemini-1.5-flash-001Google1259.00+/-88,392GoogleProprietary
272Facebook AI研究实验室Llama3-70B-InstructFacebook AI研究实验室1258.00+/-720,941Facebook AI研究实验室Llama 3 Community
273Google Deep MindGemma 3 - 4B (IT)Google Deep Mind1254.00+/-28423Google Deep MindGemma
274AnthropicClaude3-SonnetAnthropic1253.00+/-813,766AnthropicProprietary
275Nvidianemotron-4-340b-instructNvidia1252.00+/-122,352NvidiaNVIDIA Open Model
276Tencenthunyuan-standard-256kTencent1250.00+/-29361TencentProprietary
277Googlegemma-2-27b-itGoogle1247.00+/-710,170GoogleGemma license
278智谱AIGLM4智谱AI1246.00+/-161,191智谱AIProprietary
279reka-core-20240904 Proprietary1246.00+/-141,207
280jamba-1.5-large Jamba Open1245.00+/-151,147
281Mistralmistral-large-2402Mistral1244.00+/-97,987MistralProprietary
282Amazonamazon-nova-lite-v1.0Amazon1244.00+/-112,511AmazonProprietary
283CohereAIC4AI Aya Vision 32BCohereAI1233.00+/-103,854CohereAICC-BY-NC-4.0
284reka-flash-20240904 Proprietary1232.00+/-141,284
285AnthropicClaude3-HaikuAnthropic1231.00+/-714,983AnthropicProprietary
286Coherecommand-r-plus-08-2024Cohere1231.00+/-141,467CohereCC-BY-NC-4.0
287Googlegemini-1.5-flash-8b-001Google1230.00+/-95,036GoogleProprietary
288MistralAIMixtral-8x22B-Instruct-v0.1MistralAI1228.00+/-96,778MistralAIApache 2.0
289olmo-2-0325-32b-instructAi21227.00+/-28375Ai2Apache-2.0
290Amazonamazon-nova-micro-v1.0Amazon1223.00+/-112,455AmazonProprietary
291阿里巴巴Qwen1.5-110B-Chat阿里巴巴1221.00+/-113,188阿里巴巴Qianwen LICENSE
292Mistralmistral-mediumMistral1220.00+/-114,406MistralProprietary
293Googlegemma-2-9b-itGoogle1220.00+/-87,110GoogleGemma license
294Microsoft AzurePhi-3-medium 14B-previewMicrosoft Azure1215.00+/-113,238Microsoft AzureMIT
295CohereAIC4AI Command R+CohereAI1214.00+/-99,769CohereAICC-BY-NC-4.0
296Mistralministral-8b-2410Mistral1214.00+/-20683MistralMRL
297零一万物Yi-1.5-34B零一万物1212.00+/-112,985零一万物
298reka-flash-21b-20240226-online Proprietary1212.00+/-142,028
299阿里巴巴QwQ-32B-Preview阿里巴巴1210.00+/-24480阿里巴巴Apache 2.0
300阿里巴巴Qwen1.5-72B-Chat阿里巴巴1209.00+/-105,327阿里巴巴Qianwen LICENSE
301gemma-2-9b-it-simpo MIT1207.00+/-151,285
302Coherecommand-r-08-2024Cohere1207.00+/-141,601CohereCC-BY-NC-4.0
303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
304llama-3.1-tulu-3-8bAi21206.00+/-26363Ai2Llama 3.1
305OpenAIgpt-3.5-turbo-1106OpenAI1204.00+/-152,134OpenAIProprietary
306DeepMindGemini-proDeepMind1201.00+/-19993DeepMindProprietary
307CohereAIC4AI Aya Vision 8BCohereAI1201.00+/-151,307CohereAICC-BY-NC-4.0
308OpenAIgpt-3.5-turbo-0125OpenAI1201.00+/-98,626OpenAIProprietary
309Alibabaqwen1.5-32b-chatAlibaba1201.00+/-122,649AlibabaQianwen LICENSE
310reka-flash-21b-20240226 Proprietary1199.00+/-113,363
311granite-3.0-8b-instructIBM1198.00+/-19873IBMApache 2.0
312Googlegemini-pro-dev-apiGoogle1198.00+/-142,274GoogleProprietary
313granite-3.1-2b-instructIBM1198.00+/-26391IBMApache 2.0
314zephyr-orpo-141b-A35b-v0.1 Apache 2.01196.00+/-22589
315dbrx-instruct-preview DBRX LICENSE1196.00+/-124,001
316Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1193.00+/-141,568Microsoft AzureMIT
317Microsoft AzurePhi-3-small 7BMicrosoft Azure1193.00+/-132,092Microsoft AzureMIT
318Facebook 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
319Mistralmixtral-8x7b-instruct-v0.1Mistral1191.00+/-99,663MistralApache 2.0
320Facebook 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
321Facebook 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
322jamba-1.5-mini Jamba Open1187.00+/-161,094
323Coherecommand-rCohere1176.00+/-106,682CohereCC-BY-NC-4.0
324阿里巴巴Qwen3-VL-2B阿里巴巴1169.00+/-19908阿里巴巴Apache 2.0
325阿里巴巴Qwen1.5-14B-Chat阿里巴巴1167.00+/-142,184阿里巴巴Qianwen LICENSE
326Metallama-3.2-3b-instructMeta1165.00+/-161,136MetaLlama 3.2
327Googlegemma-2-2b-itGoogle1164.00+/-86,599GoogleGemma license
328snowflake-arctic-instruct Apache 2.01163.00+/-114,793
329Google ResearchGemma 1.1-7B-ITGoogle Research1162.00+/-113,039Google ResearchGemma license
330openchat-3.5-0106 Apache-2.01158.00+/-141,726
331starling-lm-7b-beta Apache-2.01157.00+/-141,973
332WizardLM TeamWizardLM-70B-V1.0WizardLM Team1157.00+/-19903WizardLM TeamLlama 2 Community
333DeepSeek-AIDeepSeek LLM 67B ChatDeepSeek-AI1156.00+/-24576DeepSeek-AIDeepSeek License
334smollm2-1.7b-instruct Apache 2.01153.00+/-33271
335openhermes-2.5-mistral-7b Apache-2.01152.00+/-20697
336零一万物Yi-34B零一万物1150.00+/-132,043零一万物
337Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1150.00+/-122,564Microsoft AzureMIT
338Facebook AI研究实验室LLaMA2 70BFacebook AI研究实验室1144.00+/-19888Facebook AI研究实验室
339Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1139.00+/-132,813Microsoft AzureMIT
340Metallama-2-70b-chatMeta1137.00+/-104,740MetaLlama 2 Community
341MistralAIMistral-7B-Instruct-v0.2MistralAI1127.00+/-122,605MistralAIApache-2.0
342starling-lm-7b-alpha CC-BY-NC-4.01126.00+/-161,300
343阿里巴巴Qwen-14B-Chat阿里巴巴1126.00+/-24534阿里巴巴Qianwen LICENSE
344openchat-3.5 Apache-2.01125.00+/-18945
345dolphin-2.2.1-mistral-7b Apache-2.01125.00+/-32219
346Metallama-3.2-1b-instructMeta1123.00+/-161,162MetaLlama 3.2
347阿里巴巴Qwen1.5-7B-Chat阿里巴巴1121.00+/-21690阿里巴巴Qianwen LICENSE
348Google ResearchGemma 7B - ItGoogle Research1119.00+/-171,120Google ResearchGemma license
349Google ResearchPaLM 2Google Research1116.00+/-19901Google ResearchProprietary
350LM-SYSVicuna 33BLM-SYS1116.00+/-132,663LM-SYS
351Nvidiallama2-70b-steerlm-chatNvidia1114.00+/-27440NvidiaLlama 2 Community
352百川智能Baichuan2-13B-Chat百川智能1110.00+/-132,218百川智能Llama 2 Community
353Google ResearchGemma 1.1-2B-ITGoogle Research1110.00+/-161,355Google ResearchGemma license
354Facebook AI研究实验室CodeLLaMA-34BFacebook AI研究实验室1109.00+/-19770Facebook AI研究实验室Llama 2 Community
355solar-10.7b-instruct-v1.0 CC-BY-NC-4.01109.00+/-22604
356mpt-30b-chat CC-BY-NC-SA-4.01095.00+/-34242
357nous-hermes-2-mixtral-8x7b-dpo Apache-2.01093.00+/-21628
358阿里巴巴Qwen1.5-4B-Chat阿里巴巴1087.00+/-18988阿里巴巴Qianwen LICENSE
359百川智能Baichuan2-7B-Chat百川智能1086.00+/-141,656百川智能Llama 2 Community
360stripedhyena-nous-7b Apache 2.01085.00+/-20676
361vicuna-13b Llama 2 Community1083.00+/-142,146
362MistralAIMistral 7B InstructMistralAI1082.00+/-19974MistralAIApache 2.0
363zephyr-7b-beta MIT1082.00+/-171,250
364guanaco-33b Non-commercial1080.00+/-32280
365Google ResearchGemma 2B - ItGoogle Research1072.00+/-22597Google ResearchGemma license
366Microsoftwizardlm-13bMicrosoft1064.00+/-21669MicrosoftLlama 2 Community
367olmo-7b-instructAi21053.00+/-19848Ai2Apache-2.0
368vicuna-7b Llama 2 Community1048.00+/-22658
369智谱AIChatGLM3-6B智谱AI1042.00+/-23576智谱AI
370Nomic AIGPT4All 13BNomic AI999.00+/-37211Nomic AI
371alpaca-13b Non-commercial994.00+/-23652
372mpt-7b-chat CC-BY-NC-SA-4.0986.00+/-25471
373RWKV-4-Raven-14B Apache 2.0984.00+/-24544
374达摩院Koala达摩院980.00+/-21751达摩院
375智谱AIChatGLM-6B智谱AI977.00+/-26525智谱AI
376智谱AIChatGLM2-6B智谱AI972.00+/-35227智谱AI
377oasst-pythia-12b Apache 2.0961.00+/-22687
378dolly-v2-12b MIT953.00+/-29370
379Facebook AI研究实验室LLaMA 13BFacebook AI研究实验室922.00+/-33252Facebook AI研究实验室Non-commercial
380fastchat-t5-3b Apache 2.0920.00+/-26462
381stablelm-tuned-alpha-7b CC-BY-NC-SA-4.0890.00+/-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。