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-opus-5-max

最高得分

1553.00

模型数量

370

数据版本

2026年08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-opus-5-maxAnthropic1553.00+/-38231AnthropicProprietary
Anthropicclaude-opus-5-highAnthropic1537.00+/-28476AnthropicProprietary
AnthropicClaude Fable 5Anthropic1534.00+/-20867AnthropicProprietary
4Googlegemini-3.6-flashGoogle1521.00+/-29400GoogleProprietary
5Googlegemini-3.5-flash-highGoogle1521.00+/-26565GoogleProprietary
6AnthropicClaude Opus 4.6 (thinking)Anthropic1518.00+/-113,466AnthropicProprietary
7AnthropicClaude Opus 4.6Anthropic1504.00+/-103,848AnthropicProprietary
8AnthropicOpus 4.7 (thinking)Anthropic1504.00+/-122,765AnthropicProprietary
9OpenAIGPT-5.5OpenAI1499.00+/-122,592OpenAIProprietary
10OpenAIGPT-5.4 (high)OpenAI1493.00+/-113,163OpenAIProprietary
11AnthropicClaude Opus 4.8 (thinking)Anthropic1493.00+/-141,720AnthropicProprietary
12Google Deep MindGemini 3.1 Pro PreviewGoogle Deep Mind1492.00+/-94,783Google Deep MindProprietary
13AnthropicOpus 4.7Anthropic1491.00+/-122,883AnthropicProprietary
14OpenAIGPT-5.5 (high)OpenAI1491.00+/-122,545OpenAIProprietary
15Qwen3.7-Max-Preview阿里巴巴1490.00+/-40218阿里巴巴Proprietary
16Muse Spark 1.1Facebook AI研究实验室1488.00+/-26527Facebook AI研究实验室Proprietary
17xAIGrok 4.5xAI1488.00+/-25520xAIProprietary
18OpenAIgpt-5.6-sol-xhighOpenAI1485.00+/-26501OpenAIProprietary
19GLM 5.1智谱AI1483.00+/-141,781智谱AIMIT
20Moonshot AIKimi K2.6Moonshot AI1479.00+/-141,917Moonshot AIModified MIT
21Google Deep MindGemini 3 ProGoogle Deep Mind1478.00+/-112,640Google Deep MindProprietary
22ERNIE-5.1-Preview百度1477.00+/-141,875百度Proprietary
23OpenAIgpt-5.6-luna-xhighOpenAI1476.00+/-25524OpenAIProprietary
24OpenAIgpt-5.6-terra-xhighOpenAI1476.00+/-26494OpenAIProprietary
25Google Deep MindGemini 3.0 FlashGoogle Deep Mind1476.00+/-131,988Google Deep MindProprietary
26Googlegemini-3.5-flash-mediumGoogle1476.00+/-20860GoogleProprietary
27InklingThinking Machines Lab1476.00+/-27442Thinking Machines LabApache 2.0
28mimo-v2.5-proXiaomi1475.00+/-132,229XiaomiMIT
29Z.aiglm-5.2-maxZ.ai1475.00+/-181,063Z.aiMIT
30Qwen3.6-Max-Preview阿里巴巴1474.00+/-30357阿里巴巴Proprietary
31AnthropicClaude Opus 4.8Anthropic1472.00+/-141,722AnthropicProprietary
32DeepMindGemma 4 31BDeepMind1471.00+/-27398DeepMindApache 2.0
33AnthropicClaude Sonnet 4.5 (high)Anthropic1471.00+/-20821AnthropicProprietary
34Moonshot AIKimi K2 ThinkingMoonshot AI1470.00+/-103,682Moonshot AIModified MIT
35Qwen3.7-Plus阿里巴巴1470.00+/-171,193阿里巴巴Proprietary
36AnthropicClaude Opus 4 (thinking-32k)Anthropic1469.00+/-122,252AnthropicProprietary
37Qwen3.5 Max Preview阿里巴巴1469.00+/-161,335阿里巴巴Proprietary
38DeepMindGemma 4 26B A4BDeepMind1468.00+/-28370DeepMindApache 2.0
39xAIgrok-4.20-beta-0309-reasoningxAI1468.00+/-113,305xAIProprietary
40DeepSeekdeepseek-v4-pro-high-previewDeepSeek1467.00+/-132,273DeepSeekMIT
41AnthropicClaude Opus 4Anthropic1465.00+/-94,307AnthropicProprietary
42AnthropicClaude Sonnet 4.6Anthropic1464.00+/-113,318AnthropicProprietary
43OpenAIGPT-5.5 InstantOpenAI1463.00+/-161,451OpenAIProprietary
44Muse SparkFacebook AI研究实验室1462.00+/-20857Facebook AI研究实验室Proprietary
45OpenAIGPT-5.4OpenAI1461.00+/-113,327OpenAIProprietary
46OpenAIGPT-5.2 Pro (high)OpenAI1458.00+/-112,960OpenAIProprietary
47OpenAIGPT-5.1 Pro (high)OpenAI1455.00+/-122,482OpenAIProprietary
48Qwen 3.6 Plus Preview阿里巴巴1455.00+/-122,507阿里巴巴Proprietary
49AnthropicClaude Sonnet 4.5 (thinking-32k)Anthropic1455.00+/-94,875AnthropicProprietary
50Google Deep MindGemini 3.0 Flash (minimal)Google Deep Mind1454.00+/-94,669Google Deep MindProprietary
51OpenAIGPT-5.2 Chat (0210)OpenAI1454.00+/-132,063OpenAIProprietary
52xAIgrok-4.20-multi-agent-beta-0309xAI1453.00+/-113,204xAIProprietary
53mimo-v2-proXiaomi1452.00+/-151,606XiaomiProprietary
54xAIGrok 4.20 BetaxAI1452.00+/-151,590xAIProprietary
55DOLA Seed 2.0 Pro字节跳动Seed团队1450.00+/-103,959字节跳动Seed团队Proprietary
56GLM-5V-Turbo智谱AI1449.00+/-26442智谱AIProprietary
57Qwen3.5-397B-A17B阿里巴巴1447.00+/-103,497阿里巴巴Apache 2.0
58OpenAIOpenAI o3OpenAI1447.00+/-103,719OpenAIProprietary
59NVIDIANemotron 3 UltraNVIDIA1445.00+/-25541NVIDIAOpenMDW-1.1
60DeepSeek-AIDeepSeek-V4-ProDeepSeek-AI1445.00+/-122,618DeepSeek-AIMIT
61AnthropicOpus 4.1 (thinking-16k)Anthropic1444.00+/-113,024AnthropicProprietary
62xAIGrok 4.1 ThinkingxAI1443.00+/-103,798xAIProprietary
63GLM-5智谱AI1442.00+/-151,600智谱AIMIT
64DeepSeekdeepseek-v4-flash-high-previewDeepSeek1442.00+/-122,435DeepSeekMIT
65mimo-v2.5Xiaomi1441.00+/-132,314XiaomiMIT
66Google Deep MindGemini 2.5 ProGoogle Deep Mind1441.00+/-77,614Google Deep MindProprietary
67Moonshot AIKimi K2.5 InstantMoonshot AI1441.00+/-25508Moonshot AIModified MIT
68OpenAIGPT-5.4 mini (high)OpenAI1440.00+/-113,148OpenAIProprietary
69MiniMaxAIMiniMax M3MiniMaxAI1440.00+/-151,542MiniMaxAIMiniMax Community License
70Google Deep MindGemini 3.1 Flash-LiteGoogle Deep Mind1439.00+/-103,390Google Deep MindProprietary
71Qwen3 Max (Preview)阿里巴巴1438.00+/-151,516阿里巴巴Proprietary
72ERNIE 5.0 (0110)百度1438.00+/-132,126百度Proprietary
73Moonshot AIKimi K2 Thinking (thinking-turbo)Moonshot AI1437.00+/-103,750Moonshot AIModified MIT
74mimo-v2-omniXiaomi1435.00+/-20903XiaomiProprietary
75Meituanlongcat-flash-chat-2602-expMeituan1435.00+/-141,732MeituanProprietary
76OpenAIGPT-5-Pro (high)OpenAI1434.00+/-141,882OpenAIProprietary
77AnthropicOpus 4.1Anthropic1433.00+/-94,717AnthropicProprietary
78OpenAIGPT-5.2OpenAI1433.00+/-94,345OpenAIProprietary
79MistralAIMistral Medium 3.5MistralAI1431.00+/-25538MistralAIModified MIT
80DeepSeek-AIDeepSeek V3.2-Exp (thinking)DeepSeek-AI1429.00+/-26480DeepSeek-AIMIT
81DeepSeek-AIDeepSeek V3.2DeepSeek-AI1428.00+/-112,981DeepSeek-AIMIT
82Qwen3.5-27B阿里巴巴1428.00+/-151,635阿里巴巴Apache 2.0
83GLM-4.7智谱AI1428.00+/-21703智谱AIMIT
84Tencenthunyuan-hy3-previewTencent1428.00+/-28399Tencenttencent-hunyuan-community
85xAIGrok 4.1xAI1428.00+/-94,196xAIProprietary
86AnthropicClaude Sonnet 4.5Anthropic1428.00+/-94,880AnthropicProprietary
87xAIGrok 4xAI1428.00+/-122,257xAIProprietary
88Alibabaqwen3-max-2025-09-23Alibaba1427.00+/-24581AlibabaProprietary
89DeepSeek-AIDeepSeek-V4-FlashDeepSeek-AI1427.00+/-122,496DeepSeek-AIMIT
90OpenAIGPT-5.3 ChatOpenAI1426.00+/-142,019OpenAIProprietary
91DeepSeek-AIDeepSeek V3.2-Exp (thinking)DeepSeek-AI1425.00+/-122,485DeepSeek-AIMIT
92Amazonamazon-nova-experimental-chat-26-02-10Amazon1424.00+/-39207AmazonProprietary
93OpenAIGPT-5.4 nano (high)OpenAI1424.00+/-113,059OpenAIProprietary
94xAIGrok 4 FastxAI1424.00+/-29397xAIProprietary
95OpenAIGPT-5.1OpenAI1423.00+/-112,853OpenAIProprietary
96MiniMaxAIMiniMax-M2.7MiniMaxAI1423.00+/-122,797MiniMaxAIModified MIT
97Qwen3.5-122B-A10B阿里巴巴1423.00+/-141,762阿里巴巴Apache 2.0
98Googlegemini-3.5-flash-liteGoogle1420.00+/-30345GoogleProprietary
99AnthropicClaude Opus 4 (thinking-16k)Anthropic1420.00+/-122,238AnthropicProprietary
100GLM-4.6智谱AI1420.00+/-132,104智谱AIMIT
101xAIGrok 4.3 BetaxAI1419.00+/-132,488xAIProprietary
102Qwen3-235B-A22B-2507阿里巴巴1418.00+/-85,894阿里巴巴Apache 2.0
103xAIGrok 4.1 Fast (fast-reasoning)xAI1418.00+/-103,470xAIProprietary
104DeepSeek-AIDeepSeek V3.2-ExpDeepSeek-AI1418.00+/-21774DeepSeek-AIMIT
105Qwen3-Next阿里巴巴1418.00+/-171,210阿里巴巴Apache 2.0
106Moonshot AIKimi K2 0905Moonshot AI1417.00+/-21757Moonshot AIModified MIT
107OpenAIOpenAI o4 - miniOpenAI1416.00+/-112,931OpenAIProprietary
108Meituanlongcat-flash-chatMeituan1415.00+/-22686MeituanMIT
109DeepSeek-AIDeepSeek-V3.1DeepSeek-AI1414.00+/-18993DeepSeek-AIMIT
110DeepSeek-AIDeepSeek-V3.1 (thinking)DeepSeek-AI1414.00+/-22664DeepSeek-AIMIT
111GLM-4.5智谱AI1413.00+/-151,423智谱AIMIT
112OpenAIGPT-5.2 Chat (0210)OpenAI1413.00+/-141,782OpenAIProprietary
113DeepSeek-AIDeepSeek-R1DeepSeek-AI1412.00+/-141,606DeepSeek-AIMIT
114Google Deep MindGemini 2.5 Flash-Preview-09-2025Google Deep Mind1411.00+/-131,939Google Deep MindProprietary
115xAIGrok 4 Fast (fast-reasoning)xAI1411.00+/-181,076xAIProprietary
116Qwen3-VL-235B-A22B-Instruct阿里巴巴1410.00+/-23703阿里巴巴Apache 2.0
117OpenAIOpenAI o1OpenAI1409.00+/-112,986OpenAIProprietary
118OpenAIGPT-4.5OpenAI1409.00+/-151,393OpenAIProprietary
119ERNIE 5.0 Preview (1203)百度1408.00+/-23618百度Proprietary
120Amazonamazon-nova-experimental-chat-26-01-10Amazon1408.00+/-34260AmazonProprietary
121StepFunAIStep 3.5 FlashStepFunAI1407.00+/-113,210StepFunAIApache 2.0
122Google Deep MindGemini 2.5 FlashGoogle Deep Mind1406.00+/-77,837Google Deep MindProprietary
123OpenAIOpenAI o3-mini (high)OpenAI1405.00+/-131,909OpenAIProprietary
124OpenAIGPT-5-mini (high)OpenAI1405.00+/-151,457OpenAIProprietary
125Qwen3-VL-235B-A22B-Instruct (thinking)阿里巴巴1404.00+/-28424阿里巴巴Apache 2.0
126StepFunAIStep 3.5 FlashStepFunAI1404.00+/-113,191StepFunAIProprietary
127AnthropicClaude Opus 4Anthropic1404.00+/-112,765AnthropicProprietary
128OpenAIGPT-4o(2025-03-27)OpenAI1403.00+/-85,710OpenAIProprietary
129AnthropicClaude Sonnet 4 (thinking-32k)Anthropic1403.00+/-132,019AnthropicProprietary
130MistralAIMistral Large 3MistralAI1402.00+/-103,311MistralAIApache 2.0
131Hunyuan-T1腾讯AI实验室1401.00+/-38236腾讯AI实验室Proprietary
132Qwen3.5-35B-A3B阿里巴巴1400.00+/-141,745阿里巴巴Apache 2.0
133ERNIE 5.0百度1399.00+/-34267百度Proprietary
134AnthropicHaiku 4.5Anthropic1399.00+/-86,431AnthropicProprietary
135Amazonamazon-nova-experimental-chat-12-10Amazon1399.00+/-37233AmazonProprietary
136Qwen3-32B阿里巴巴1399.00+/-30316阿里巴巴Apache 2.0
137MistralAIMagistral-Medium-2506MistralAI1398.00+/-85,775MistralAIProprietary
138Alibabaqwen3-235b-a22b-thinking-2507Alibaba1397.00+/-25486AlibabaApache 2.0
139Amazonamazon-nova-experimental-chat-11-10Amazon1397.00+/-151,571AmazonProprietary
140DeepSeek-AIDeepSeek-R1-0528DeepSeek-AI1397.00+/-20865DeepSeek-AIMIT
141MiniMaxAIMiniMax M2.5MiniMaxAI1396.00+/-122,423MiniMaxAIModified MIT
142DeepSeek-AIDeepSeek-V3.1 TerminusDeepSeek-AI1396.00+/-39217DeepSeek-AIMIT
143Amazonamazon-nova-experimental-chat-10-20Amazon1394.00+/-20806AmazonProprietary
144Alibabaqwen3-235b-a22b-no-thinkingAlibaba1393.00+/-122,380AlibabaApache 2.0
145Qwen3-235B-A22B阿里巴巴1393.00+/-141,602阿里巴巴Apache 2.0
146MiniMaxAIM2.1MiniMaxAI1392.00+/-19996MiniMaxAIMIT
147Nvidianvidia-llama-3.3-nemotron-super-49b-v1.5Nvidia1390.00+/-39194NvidiaNvidia Open
148GLM-4.5-Air智谱AI1390.00+/-151,538智谱AIMIT
149Qwen3-Next (thinking)阿里巴巴1389.00+/-20826阿里巴巴Apache 2.0
150Moonshot AIKimi K2Moonshot AI1389.00+/-141,690Moonshot AIModified MIT
151AnthropicClaude Sonnet 4Anthropic1388.00+/-122,464AnthropicProprietary
152OpenAIOpenAI o3-mini (high)OpenAI1388.00+/-18974OpenAIProprietary
153OpenAIOpenAI o1OpenAI1386.00+/-104,569OpenAIProprietary
154AnthropicClaude3-Sonnet (thinking-32k)Anthropic1384.00+/-112,786AnthropicProprietary
155trinity-large-thinking Apache 2.01384.00+/-151,609
156OpenAIOpenAI o3-miniOpenAI1382.00+/-94,714OpenAIProprietary
157OpenAIGPT OSS 120BOpenAI1381.00+/-141,793OpenAIApache 2.0
158intellect-3 MIT1381.00+/-31332
159Nvidiallama-3.1-nemotron-ultra-253b-v1Nvidia1380.00+/-37209NvidiaNvidia Open Model
160Qwen3-30B-A3B-2507阿里巴巴1380.00+/-151,424阿里巴巴Apache 2.0
161mimo-v2-flash (non-thinking)Xiaomi1378.00+/-112,807XiaomiMIT
162Qwen3-Coder-480B-A35B阿里巴巴1376.00+/-151,622阿里巴巴Apache 2.0
163Nvidianvidia-nemotron-3-super-120b-a12bNvidia1376.00+/-25517NvidiaNVIDIA Open Model
164mimo-v2-flash (thinking)Xiaomi1374.00+/-22625XiaomiMIT
165OpenAIGPT-4.1OpenAI1373.00+/-103,220OpenAIProprietary
166xAIGrok 3xAI1373.00+/-112,676xAIProprietary
167MiniMaxminimax-m1MiniMax1371.00+/-131,791MiniMaxApache 2.0
168DeepSeek-AIDeepSeek-V3-0324DeepSeek-AI1370.00+/-103,182DeepSeek-AIMIT
169xAIgrok-3-mini-betaxAI1369.00+/-141,521xAIProprietary
170GLM-4.7-Flash智谱AI1365.00+/-21707智谱AIMIT
171Google Deep MindGemini 2.5 Flash-Lite (thinking)Google Deep Mind1365.00+/-122,086Google Deep MindProprietary
172Google Deep MindGemini 2.5 Flash-Lite-Preview-09-2025 (no-thinking)Google Deep Mind1364.00+/-112,860Google Deep MindProprietary
173QwQ-32B阿里巴巴1364.00+/-141,715阿里巴巴Apache 2.0
174Qwen2.5-Max阿里巴巴1363.00+/-103,305阿里巴巴Proprietary
175StepFunAIStep3StepFunAI1363.00+/-31352StepFunAIApache 2.0
176AnthropicClaude3-SonnetAnthropic1363.00+/-103,353AnthropicProprietary
177OpenAIOpenAI o1-miniOpenAI1362.00+/-87,499OpenAIProprietary
178trinity-large-preview Apache 2.01362.00+/-141,866
179GLM-4.5V智谱AI1361.00+/-34274智谱AIMIT
180DeepMindGemini 2.0 Flash ExperimentalDeepMind1356.00+/-94,060DeepMindProprietary
181MiniMaxAIMiniMax M2MiniMaxAI1355.00+/-33319MiniMaxAIApache 2.0
182OpenAIGPT-4.1 miniOpenAI1354.00+/-112,689OpenAIProprietary
183ling-flash-2.0 AntGroup1353.00+/-27460GroupMIT
184Qwen3-30B-A3B阿里巴巴1353.00+/-141,701阿里巴巴Apache 2.0
185Nvidianvidia-nemotron-3-nano-30b-a3b-bf16Nvidia1352.00+/-19983NvidiaNVIDIA Open Model
186AnthropicClaude 3.5 SonnetAnthropic1351.00+/-710,013AnthropicProprietary
187Mistralmistral-medium-2505Mistral1349.00+/-122,222MistralProprietary
188Tencenthunyuan-turbos-20250416Tencent1348.00+/-20846TencentProprietary
189OpenAIGPT-5-Nano (high)OpenAI1345.00+/-27490OpenAIProprietary
190AnthropicClaude 3.5 SonnetAnthropic1342.00+/-811,359AnthropicProprietary
191ring-flash-2.0 AntGroup1339.00+/-27452GroupMIT
192Google Deep MindGemini 1.5 ProGoogle Deep Mind1339.00+/-77,610Google Deep MindProprietary
193MistralAIMistral-Small-3.2MistralAI1339.00+/-181,041MistralAIApache 2.0
194OpenAIGPT OSS 20BOpenAI1336.00+/-22679OpenAIApache 2.0
195Nova 2 Lite亚马逊1334.00+/-20825亚马逊Proprietary
196DeepMindGemini 2.0 Flash-LiteDeepMind1326.00+/-102,814DeepMindProprietary
197Alibabaqwen-plus-0125Alibaba1323.00+/-19732AlibabaProprietary
198Google Deep MindGemma 3 - 27B (IT)Google Deep Mind1322.00+/-103,578Google Deep MindGemma
199granite-4.1-8bIBM1321.00+/-39233IBMApache 2.0
200Metallama-3.1-405b-instruct-fp8Meta1319.00+/-88,482MetaLlama 3.1 Community
201Google Deep MindGemma 3 - 12B (IT)Google Deep Mind1318.00+/-27389Google Deep MindGemma
202Llama 4 Maverick InstructFacebook AI研究实验室1317.00+/-112,834Facebook AI研究实验室Llama 4
203Metallama-3.1-405b-instruct-bf16Meta1315.00+/-85,215MetaLlama 3.1 Community
204StepFunstep-2-16k-exp-202412StepFun1313.00+/-20642StepFunProprietary
205AnthropicClaude3-OpusAnthropic1312.00+/-725,769AnthropicProprietary
206athene-v2-chat NexusFlow1312.00+/-103,412
207olmo-3-32b-thinkAi21311.00+/-32315Ai2Apache 2.0
208DeepSeek-AIDeepSeek-V3DeepSeek-AI1311.00+/-112,721DeepSeek-AIDeepSeek
209CohereAIC4AI Command A (202503)CohereAI1309.00+/-93,988CohereAICC-BY-NC-4.0
210Llama 4 Scout InstructFacebook AI研究实验室1309.00+/-131,938Facebook AI研究实验室Llama
211OpenAIGPT-4oOpenAI1309.00+/-86,826OpenAIProprietary
212Googlegemini-advanced-0514Google1306.00+/-106,395GoogleProprietary
213yi-lightning Proprietary1305.00+/-103,921
214OpenAIGPT-4oOpenAI1305.00+/-715,103OpenAIProprietary
215olmo-3.1-32b-instructAi21304.00+/-23687Ai2Apache 2.0
216Alibabaqwen2.5-plus-1127Alibaba1304.00+/-141,404AlibabaProprietary
217OpenAIGPT-4OpenAI1303.00+/-813,306OpenAIProprietary
218Tencenthunyuan-turbos-20250226Tencent1301.00+/-31238TencentProprietary
219OpenAIGPT-4OpenAI1299.00+/-812,374OpenAIProprietary
220Google Deep MindGemini 1.5 ProGoogle Deep Mind1299.00+/-810,492Google Deep MindProprietary
221StepFunstep-1o-turbo-202506StepFun1298.00+/-24564StepFunProprietary
222glm-4-plus-0111Zhipu1298.00+/-19721ZhipuProprietary
223olmo-3.1-32b-thinkAi21297.00+/-26471Ai2Apache 2.0
224Qwen2.5-VL-72B-Instruct阿里巴巴1296.00+/-85,415阿里巴巴Qwen
225OpenAIgpt-4-turbo-2024-04-09OpenAI1296.00+/-813,217OpenAIProprietary
226Llama3.3-70B-InstructFacebook AI研究实验室1296.00+/-85,774Facebook AI研究实验室Llama-3.3
227xAIGrok 2xAI1294.00+/-78,950xAIProprietary
228Tencenthunyuan-large-2025-02-10Tencent1294.00+/-24497TencentProprietary
229DeepSeekdeepseek-v2.5-1210DeepSeek1292.00+/-171,031DeepSeekDeepSeek
230Alibabaqwen-max-0919Alibaba1291.00+/-122,249AlibabaQwen
231Tencenthunyuan-standard-2025-02-10Tencent1290.00+/-24499TencentProprietary
232Googlegemini-1.5-flash-002Google1289.00+/-94,789GoogleProprietary
233Mistralmistral-large-2407Mistral1288.00+/-86,664MistralMistral Research
234DeepSeek-AIDeepSeek V2.5DeepSeek-AI1288.00+/-103,649DeepSeek-AIDeepSeek
235glm-4-plusZhipu AI1287.00+/-103,599Zhipu AIProprietary
236AnthropicClaude 3.5 HaikuAnthropic1286.00+/-86,354AnthropicProprietary
237MistralAIMagistral-Medium-2506MistralAI1286.00+/-26552MistralAIProprietary
238OpenAIGPT-4OpenAI1284.00+/-107,052OpenAIProprietary
239Mistralmistral-large-2411Mistral1282.00+/-93,574MistralMRL
240Tencenthunyuan-large-visionTencent1281.00+/-30350TencentProprietary
241Tencenthunyuan-turbo-0110Tencent1279.00+/-31243TencentProprietary
242Llama3.1-70B-InstructFacebook AI研究实验室1279.00+/-171,041Facebook AI研究实验室Llama 3.1
243ibm-granite-h-smallIBM1279.00+/-32357IBMApache 2.0
244MistralAIMistral-Small-3.1-24B-Instruct-2503MistralAI1278.00+/-132,128MistralAIApache 2.0
245OpenAIGPT-4OpenAI1276.00+/-811,181OpenAIProprietary
246OpenAIGPT-4o miniOpenAI1276.00+/-79,322OpenAIProprietary
247OpenAIGPT-4.1 nanoOpenAI1274.00+/-23582OpenAIProprietary
248Qwen2-72B-Instruct阿里巴巴1273.00+/-94,835阿里巴巴Qianwen LICENSE
249xAIgrok-2-mini-2024-08-13xAI1273.00+/-87,261xAIProprietary
250DeepSeekdeepseek-coder-v2DeepSeek1272.00+/-141,858DeepSeekDeepSeek License
251Nvidiallama-3.1-nemotron-51b-instructNvidia1271.00+/-22507NvidiaLlama 3.1
252Qwen2.5-Coder-32B-Instruct阿里巴巴1270.00+/-19725阿里巴巴Apache 2.0
253Llama3.1-70B-InstructFacebook AI研究实验室1269.00+/-87,677Facebook AI研究实验室Llama 3.1 Community
254Amazonamazon-nova-pro-v1.0Amazon1269.00+/-102,978AmazonProprietary
255Microsoft AzurePhi-4-reasoningMicrosoft Azure1265.00+/-102,764Microsoft AzureMIT
256llama-3.1-tulu-3-70bAi21263.00+/-25397Ai2Llama 3.1
257athene-70b-0725 CC-BY-NC-4.01262.00+/-102,921
258MistralAIMistral Small 24B Instruct 2501MistralAI1261.00+/-131,683MistralAIApache 2.0
259Google Deep MindGemma-3n-E4BGoogle Deep Mind1260.00+/-151,572Google Deep MindGemma
260Googlegemini-1.5-flash-001Google1258.00+/-88,392GoogleProprietary
261Llama3-70B-InstructFacebook AI研究实验室1258.00+/-720,941Facebook AI研究实验室Llama 3 Community
262Google Deep MindGemma 3 - 4B (IT)Google Deep Mind1254.00+/-28423Google Deep MindGemma
263AnthropicClaude3-SonnetAnthropic1253.00+/-813,766AnthropicProprietary
264Nvidianemotron-4-340b-instructNvidia1252.00+/-122,352NvidiaNVIDIA Open Model
265Tencenthunyuan-standard-256kTencent1250.00+/-29361TencentProprietary
266Googlegemma-2-27b-itGoogle1247.00+/-710,170GoogleGemma license
267GLM4智谱AI1246.00+/-161,191智谱AIProprietary
268reka-core-20240904 Proprietary1246.00+/-141,207
269jamba-1.5-large Jamba Open1245.00+/-151,147
270Mistralmistral-large-2402Mistral1244.00+/-97,987MistralProprietary
271Amazonamazon-nova-lite-v1.0Amazon1244.00+/-112,511AmazonProprietary
272CohereAIC4AI Aya Vision 32BCohereAI1233.00+/-103,854CohereAICC-BY-NC-4.0
273reka-flash-20240904 Proprietary1232.00+/-141,284
274AnthropicClaude3-HaikuAnthropic1231.00+/-714,983AnthropicProprietary
275Coherecommand-r-plus-08-2024Cohere1231.00+/-141,467CohereCC-BY-NC-4.0
276Googlegemini-1.5-flash-8b-001Google1229.00+/-85,036GoogleProprietary
277MistralAIMixtral-8x22B-Instruct-v0.1MistralAI1228.00+/-96,778MistralAIApache 2.0
278olmo-2-0325-32b-instructAi21227.00+/-28375Ai2Apache-2.0
279Amazonamazon-nova-micro-v1.0Amazon1224.00+/-112,455AmazonProprietary
280Qwen1.5-110B-Chat阿里巴巴1221.00+/-113,188阿里巴巴Qianwen LICENSE
281Mistralmistral-mediumMistral1220.00+/-114,406MistralProprietary
282Googlegemma-2-9b-itGoogle1219.00+/-87,110GoogleGemma license
283Microsoft AzurePhi-3-medium 14B-previewMicrosoft Azure1215.00+/-113,238Microsoft AzureMIT
284Mistralministral-8b-2410Mistral1214.00+/-20683MistralMRL
285CohereAIC4AI Command R+CohereAI1213.00+/-89,769CohereAICC-BY-NC-4.0
286Yi-1.5-34B零一万物1213.00+/-112,985零一万物
287reka-flash-21b-20240226-online Proprietary1211.00+/-142,028
288QwQ-32B-Preview阿里巴巴1210.00+/-24480阿里巴巴Apache 2.0
289Qwen1.5-72B-Chat阿里巴巴1208.00+/-105,327阿里巴巴Qianwen LICENSE
290gemma-2-9b-it-simpo MIT1207.00+/-151,285
291InternLM2-Base-20B上海人工智能实验室1207.00+/-151,387上海人工智能实验室
292Coherecommand-r-08-2024Cohere1206.00+/-141,601CohereCC-BY-NC-4.0
293llama-3.1-tulu-3-8bAi21206.00+/-26363Ai2Llama 3.1
294OpenAIgpt-3.5-turbo-1106OpenAI1204.00+/-152,134OpenAIProprietary
295CohereAIC4AI Aya Vision 8BCohereAI1201.00+/-151,307CohereAICC-BY-NC-4.0
296DeepMindGemini-proDeepMind1201.00+/-19993DeepMindProprietary
297Alibabaqwen1.5-32b-chatAlibaba1201.00+/-122,649AlibabaQianwen LICENSE
298OpenAIgpt-3.5-turbo-0125OpenAI1201.00+/-88,626OpenAIProprietary
299reka-flash-21b-20240226 Proprietary1199.00+/-113,363
300granite-3.1-2b-instructIBM1198.00+/-26391IBMApache 2.0
301granite-3.0-8b-instructIBM1197.00+/-19873IBMApache 2.0
302Googlegemini-pro-dev-apiGoogle1197.00+/-142,274GoogleProprietary
303zephyr-orpo-141b-A35b-v0.1 Apache 2.01196.00+/-22589
304dbrx-instruct-preview DBRX LICENSE1196.00+/-114,001
305Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1193.00+/-141,568Microsoft AzureMIT
306Microsoft AzurePhi-3-small 7BMicrosoft Azure1193.00+/-132,092Microsoft AzureMIT
307Llama3-8B-InstructFacebook AI研究实验室1193.00+/-814,252Facebook AI研究实验室Llama 3 Community
308Mistralmixtral-8x7b-instruct-v0.1Mistral1191.00+/-99,663MistralApache 2.0
309Llama3.1-8B-InstructFacebook AI研究实验室1190.00+/-28382Facebook AI研究实验室Apache 2.0
310Llama3.1-8B-InstructFacebook AI研究实验室1189.00+/-87,135Facebook AI研究实验室Llama 3.1 Community
311jamba-1.5-mini Jamba Open1186.00+/-161,094
312Coherecommand-rCohere1176.00+/-106,682CohereCC-BY-NC-4.0
313Qwen3-VL-2B阿里巴巴1169.00+/-19908阿里巴巴Apache 2.0
314Qwen1.5-14B-Chat阿里巴巴1167.00+/-142,184阿里巴巴Qianwen LICENSE
315Metallama-3.2-3b-instructMeta1165.00+/-161,136MetaLlama 3.2
316Googlegemma-2-2b-itGoogle1164.00+/-86,599GoogleGemma license
317snowflake-arctic-instruct Apache 2.01163.00+/-114,793
318Google ResearchGemma 1.1-7B-ITGoogle Research1161.00+/-113,039Google ResearchGemma license
319openchat-3.5-0106 Apache-2.01158.00+/-141,726
320starling-lm-7b-beta Apache-2.01158.00+/-141,973
321WizardLM-70B-V1.0WizardLM Team1157.00+/-19903WizardLM TeamLlama 2 Community
322DeepSeek-AIDeepSeek LLM 67B ChatDeepSeek-AI1155.00+/-23576DeepSeek-AIDeepSeek License
323smollm2-1.7b-instruct Apache 2.01152.00+/-33271
324openhermes-2.5-mistral-7b Apache-2.01152.00+/-20697
325Yi-34B零一万物1150.00+/-132,043零一万物
326Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1150.00+/-122,564Microsoft AzureMIT
327LLaMA2 70BFacebook AI研究实验室1144.00+/-19888Facebook AI研究实验室
328Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1139.00+/-132,813Microsoft AzureMIT
329Metallama-2-70b-chatMeta1136.00+/-104,740MetaLlama 2 Community
330MistralAIMistral-7B-Instruct-v0.2MistralAI1127.00+/-122,605MistralAIApache-2.0
331starling-lm-7b-alpha CC-BY-NC-4.01126.00+/-161,300
332Qwen-14B-Chat阿里巴巴1126.00+/-24534阿里巴巴Qianwen LICENSE
333openchat-3.5 Apache-2.01125.00+/-18945
334dolphin-2.2.1-mistral-7b Apache-2.01125.00+/-32219
335Metallama-3.2-1b-instructMeta1123.00+/-161,162MetaLlama 3.2
336Qwen1.5-7B-Chat阿里巴巴1121.00+/-21690阿里巴巴Qianwen LICENSE
337Google ResearchGemma 7B - ItGoogle Research1119.00+/-161,120Google ResearchGemma license
338Google ResearchPaLM 2Google Research1116.00+/-19901Google ResearchProprietary
339Vicuna 33BLM-SYS1116.00+/-132,663LM-SYS
340Nvidiallama2-70b-steerlm-chatNvidia1114.00+/-27440NvidiaLlama 2 Community
341Baichuan2-13B-Chat百川智能1110.00+/-132,218百川智能Llama 2 Community
342Google ResearchGemma 1.1-2B-ITGoogle Research1109.00+/-161,355Google ResearchGemma license
343CodeLLaMA-34BFacebook AI研究实验室1109.00+/-19770Facebook AI研究实验室Llama 2 Community
344solar-10.7b-instruct-v1.0 CC-BY-NC-4.01109.00+/-22604
345mpt-30b-chat CC-BY-NC-SA-4.01095.00+/-34242
346nous-hermes-2-mixtral-8x7b-dpo Apache-2.01093.00+/-21628
347Qwen1.5-4B-Chat阿里巴巴1087.00+/-18988阿里巴巴Qianwen LICENSE
348Baichuan2-7B-Chat百川智能1086.00+/-141,656百川智能Llama 2 Community
349stripedhyena-nous-7b Apache 2.01085.00+/-20676
350vicuna-13b Llama 2 Community1083.00+/-142,146
351zephyr-7b-beta MIT1082.00+/-171,250
352MistralAIMistral 7B InstructMistralAI1082.00+/-19974MistralAIApache 2.0
353guanaco-33b Non-commercial1080.00+/-32280
354Google ResearchGemma 2B - ItGoogle Research1072.00+/-22597Google ResearchGemma license
355Microsoftwizardlm-13bMicrosoft1064.00+/-21669MicrosoftLlama 2 Community
356olmo-7b-instructAi21054.00+/-19848Ai2Apache-2.0
357vicuna-7b Llama 2 Community1048.00+/-22658
358ChatGLM3-6B智谱AI1042.00+/-23576智谱AI
359GPT4All 13BNomic AI998.00+/-37211Nomic AI
360alpaca-13b Non-commercial993.00+/-23652
361mpt-7b-chat CC-BY-NC-SA-4.0986.00+/-25471
362RWKV-4-Raven-14B Apache 2.0984.00+/-24544
363Koala达摩院980.00+/-21751达摩院
364ChatGLM-6B智谱AI977.00+/-26525智谱AI
365ChatGLM2-6B智谱AI972.00+/-35227智谱AI
366oasst-pythia-12b Apache 2.0961.00+/-22687
367dolly-v2-12b MIT952.00+/-29370
368LLaMA 13BFacebook AI研究实验室921.00+/-33252Facebook AI研究实验室Non-commercial
369fastchat-t5-3b Apache 2.0920.00+/-26462
370stablelm-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。