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

1529.00

模型数量

403

数据版本

2026年10月20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 (High)Google1529.00+/-34273GoogleProprietary
AnthropicClaude Fable 5.1 (Max)Anthropic1527.00+/-21746AnthropicProprietary
GoogleGemini 3.8 Flash (High)Google1526.00+/-132,094GoogleProprietary
4AnthropicClaude Fable 5 (High)Anthropic1521.00+/-132,161AnthropicProprietary
5AnthropicClaude Opus 5 (high)Anthropic1521.00+/-113,315AnthropicProprietary
6AnthropicClaude Opus 5 (max)Anthropic1518.00+/-151,597AnthropicProprietary
7AnthropicClaude Opus 4.6 (high)Anthropic1517.00+/-104,248AnthropicProprietary
8AnthropicClaude Opus 5.5 (High)Anthropic1512.00+/-26491AnthropicProprietary
9OpenAIGPT-6.1 Sol (Max)OpenAI1512.00+/-28390OpenAIProprietary
10Google DeepMindGemini 3.7 Flash (high)Google DeepMind1507.00+/-151,501Google DeepMindProprietary
11GoogleGemini 3.6 Flash (High)Google1504.00+/-141,760GoogleProprietary
12MetaMuse Spark 1.3 (Max)Meta1504.00+/-19948MetaProprietary
13Z.aiGLM-5.3-FlashZ.ai1504.00+/-141,820Z.aiMIT
14AnthropicClaude Opus 4.6Anthropic1504.00+/-94,741AnthropicProprietary
15AnthropicClaude Opus 4.7 (High)Anthropic1504.00+/-113,293AnthropicProprietary
16OpenAIGPT-5.5OpenAI1500.00+/-103,518OpenAIProprietary
17AnthropicClaude Sonnet 5.5 (xHigh)Anthropic1500.00+/-28416AnthropicProprietary
18Moonshot AIKimi K3 (max)Moonshot AI1500.00+/-151,535Moonshot AIKimi K3 license
19AlibabaQwen3.8-MaxAlibaba1499.00+/-151,481AlibabaProprietary
20MetaMuse Wonder (Max)Meta1498.00+/-33277MetaProprietary
21智谱AIGLM-5.3 (max)智谱AI1498.00+/-181,023智谱AIMIT
22GoogleGemini 3.5 Flash (High)Google1497.00+/-122,388GoogleProprietary
23OpenAIGPT-5.6 Sol (xhigh)OpenAI1495.00+/-131,981OpenAIProprietary
24DeepSeekDeepSeek-V4.1-Flash-20260910 (Max)DeepSeek1494.00+/-22704DeepSeekMIT
25Facebook AI研究实验室Muse Spark 1.1Facebook AI研究实验室1494.00+/-132,076Facebook AI研究实验室Proprietary
26AnthropicClaude Opus 4.8 (High)Anthropic1494.00+/-112,974AnthropicProprietary
27OpenAIGPT-5.5 (high)OpenAI1493.00+/-103,475OpenAIProprietary
28Facebook AI研究实验室Muse Spark 1.2 (xhigh)Facebook AI研究实验室1491.00+/-26484Facebook AI研究实验室Proprietary
29AnthropicOpus 4.7Anthropic1491.00+/-113,389AnthropicProprietary
30OpenAIGPT-5.4 (High)OpenAI1491.00+/-113,377OpenAIProprietary
31Google DeepMindGemini 3.1 Pro PreviewGoogle DeepMind1489.00+/-86,734Google DeepMindProprietary
32MiMo-V2.6-ProXiaomi1489.00+/-40215XiaomiMIT
33OpenAIGPT-6 Astra (max)OpenAI1487.00+/-22687OpenAIProprietary
34智谱AIGLM-5.2 (max)智谱AI1487.00+/-122,303智谱AIMIT
35阿里巴巴Qwen3.7-Max-Preview阿里巴巴1484.00+/-38233阿里巴巴Proprietary
36Google DeepMindGemini 3.5 Flash (medium)Google DeepMind1482.00+/-132,214Google DeepMindProprietary
37OpenAIGPT-5.6 Terra (xhigh)OpenAI1481.00+/-132,056OpenAIProprietary
38腾讯AI实验室Hy3腾讯AI实验室1481.00+/-22689腾讯AI实验室Apache 2.0
39MiMo-V2.5-Pro小米1479.00+/-103,709小米MIT
40Moonshot AIKimi K2.6Moonshot AI1479.00+/-132,072Moonshot AIModified MIT
41OpenAIGPT-5.6 Luna (xhigh)OpenAI1478.00+/-141,926OpenAIProprietary
42BaiduERNIE 5.1Baidu1478.00+/-131,981BaiduProprietary
43InklingThinking Machines Lab1478.00+/-131,951Thinking Machines LabApache 2.0
44GoogleGemini 3 ProGoogle1477.00+/-112,770GoogleProprietary
45AnthropicClaude Opus 4.8Anthropic1477.00+/-113,089AnthropicProprietary
46阿里巴巴Qwen3.6-Max-Preview阿里巴巴1475.00+/-29378阿里巴巴Proprietary
47智谱AIGLM 5.1智谱AI1475.00+/-113,182智谱AIMIT
48Google DeepMindGemini 3.0 FlashGoogle DeepMind1475.00+/-132,071Google DeepMindProprietary
49xAIGrok 4.5xAI1473.00+/-141,765xAIProprietary
50AnthropicClaude Sonnet 5 (High)Anthropic1473.00+/-122,325AnthropicProprietary
51Beam 1.0 501B A23BReflection1472.00+/-37233ReflectionApache 2.0
52AnthropicClaude Opus 4.5 (High, 32K, 20251101)Anthropic1472.00+/-122,346AnthropicProprietary
53Moonshot AIKimi K2.5 (thinking)Moonshot AI1471.00+/-94,174Moonshot AIModified MIT
54MiMo-V2.6-FlashXiaomi1471.00+/-22676XiaomiMIT
55Google DeepMindGemma 4 26B A4BGoogle DeepMind1469.00+/-28390Google DeepMindApache 2.0
56MistralMistral Large 4Mistral1468.00+/-26488MistralProprietary
57阿里巴巴Qwen3.5 Max Preview阿里巴巴1468.00+/-161,425阿里巴巴Proprietary
58Google DeepMindGemma 4 31BGoogle DeepMind1468.00+/-26428Google DeepMindApache 2.0
59Facebook AI研究实验室Muse SparkFacebook AI研究实验室1466.00+/-20891Facebook AI研究实验室Proprietary
60阿里巴巴Qwen3.7-Plus阿里巴巴1466.00+/-141,917阿里巴巴Proprietary
61DeepSeekDeepSeek-V4-Pro Preview (High)DeepSeek1466.00+/-122,716DeepSeekMIT
62StepFunStep 5 PreviewStepFun1466.00+/-27443StepFunProprietary
63SpaceXAIGrok 4.20 Beta (Reasoning, 0309)SpaceXAI1465.00+/-103,536SpaceXAIProprietary
64AnthropicClaude Sonnet 4.6Anthropic1463.00+/-103,796AnthropicProprietary
65AnthropicClaude Opus 4.5 (20251101)Anthropic1463.00+/-94,544AnthropicProprietary
66OpenAIGPT-5.5 InstantOpenAI1460.00+/-161,530OpenAIProprietary
67OpenAIGPT-5.4OpenAI1460.00+/-103,557OpenAIProprietary
68OpenAIGPT-5.1 (high)OpenAI1458.00+/-122,580OpenAIProprietary
69DeepSeekDeepSeek-V4-Pro (High, 20260813)DeepSeek1457.00+/-28407DeepSeekMIT
70OpenAIGPT-5.2 (high)OpenAI1456.00+/-113,125OpenAIProprietary
71AnthropicClaude Sonnet 4.5 (High, 32K, 20250929)Anthropic1455.00+/-85,075AnthropicProprietary
72SpaceXAIGrok 4.20 Multi-Agent Beta (0309)SpaceXAI1454.00+/-103,388SpaceXAIProprietary
73GoogleGemini 3 Flash (Minimal)Google1454.00+/-95,000GoogleProprietary
74OpenAIGPT-5.2 Chat (20260210)OpenAI1454.00+/-132,166OpenAIProprietary
75阿里巴巴Qwen 3.6 Plus Preview阿里巴巴1453.00+/-122,685阿里巴巴Proprietary
76OpenAIGPT-6 Sol (Max)OpenAI1452.00+/-21767OpenAIProprietary
77Inkling-SmallThinky1452.00+/-151,556ThinkyApache 2.0
78阿里巴巴Qwen3.5-397B-A17B阿里巴巴1451.00+/-95,233阿里巴巴Apache 2.0
79AlibabaQwen3.8-27BAlibaba1450.00+/-171,250AlibabaApache 2.0
80MiMo-V2-ProXiaomi1450.00+/-151,671XiaomiProprietary
81BytedanceDola Seed 2.0 ProBytedance1449.00+/-104,348BytedanceProprietary
82SpaceXAIGrok 4.20 Beta 1SpaceXAI1448.00+/-141,684SpaceXAIProprietary
83OpenAIo3 (2025-04-16)OpenAI1448.00+/-103,701OpenAIProprietary
84OpenAIGPT-6 Luna (Max)OpenAI1447.00+/-113,477OpenAIProprietary
85MetaMuse GlimmerMeta1445.00+/-38226MetaApache-2.0
86xAIGrok 4.6 (high)xAI1445.00+/-151,521xAIProprietary
87DeepSeek-AIDeepSeek-V4-ProDeepSeek-AI1444.00+/-113,068DeepSeek-AIMIT
88NvidiaNVIDIA-Nemotron-3-Ultra-550B-A55B (NVFP4)Nvidia1444.00+/-24580NvidiaOpenMDW-1.1
89AnthropicClaude Opus 4.1 (Thinking 16K, 20250805)Anthropic1444.00+/-103,058AnthropicProprietary
90SpaceXAIGrok 4.7 (xHigh)SpaceXAI1444.00+/-22693SpaceXAIProprietary
91智谱AIGLM-5智谱AI1443.00+/-141,694智谱AIMIT
92Google DeepMindGemini 3.5 Flash-LiteGoogle DeepMind1443.00+/-151,622Google DeepMindProprietary
93SpaceXAIGrok 4.1 (Thinking)SpaceXAI1442.00+/-103,948SpaceXAIProprietary
94DeepSeekDeepSeek-V4-Flash Preview (High)DeepSeek1442.00+/-122,624DeepSeekMIT
95MoonshotKimi K2.5 (Instant)Moonshot1441.00+/-24556MoonshotModified MIT
96OpenAIGPT-5.4 mini (High)OpenAI1439.00+/-113,369OpenAIProprietary
97GoogleGemini 2.5 ProGoogle1439.00+/-77,818GoogleProprietary
98智谱AIGLM-5V-Turbo智谱AI1438.00+/-25485智谱AIProprietary
99MiMo-V2.5小米1438.00+/-122,461小米MIT
100MoonshotKimi K2 Thinking TurboMoonshot1436.00+/-103,922MoonshotModified MIT
101Google DeepMindGemini 3.1 Flash-LiteGoogle DeepMind1436.00+/-103,619Google DeepMindProprietary
102OpenAIGPT-5 (high)OpenAI1435.00+/-141,869OpenAIProprietary
103MeituanLongCat-Flash-Chat Exp (2602)Meituan1434.00+/-141,827MeituanProprietary
104BaiduERNIE 5.0 (0110)Baidu1434.00+/-122,256BaiduProprietary
105MiMo-V2-OmniXiaomi1434.00+/-19980XiaomiProprietary
106阿里巴巴Qwen3 Max (Preview)阿里巴巴1433.00+/-151,495阿里巴巴Proprietary
107AnthropicClaude Opus 4.1 (20250805)Anthropic1433.00+/-84,807AnthropicProprietary
108OpenAIGPT-5.2OpenAI1432.00+/-94,642OpenAIProprietary
109OpenAIGPT-5.3 ChatOpenAI1431.00+/-132,139OpenAIProprietary
110MiniMaxAIMiniMax M3MiniMaxAI1430.00+/-113,307MiniMaxAIMiniMax Community License
111TencentHy3 previewTencent1430.00+/-27430Tencenttencent-hunyuan-community
112DeepSeekDeepSeek-V3.2 (Thinking)DeepSeek1429.00+/-112,633DeepSeekMIT
113智谱AIGLM-4.7智谱AI1428.00+/-20738智谱AIMIT
114AnthropicClaude Sonnet 4.5 (20250929)Anthropic1427.00+/-85,124AnthropicProprietary
115MistralAIMistral Medium 3.5MistralAI1427.00+/-24565MistralAIModified MIT
116DeepSeek-AIDeepSeek V3.2DeepSeek-AI1426.00+/-113,140DeepSeek-AIMIT
117SpaceXAIGrok 4.1SpaceXAI1426.00+/-94,359SpaceXAIProprietary
118SpaceXAIGrok 4 (0709)SpaceXAI1425.00+/-122,251SpaceXAIProprietary
119阿里巴巴Qwen3.5-122B-A10B阿里巴巴1425.00+/-141,842阿里巴巴Apache 2.0
120SpaceXAIGrok 4 Fast (Non-Reasoning)SpaceXAI1425.00+/-30381SpaceXAIProprietary
121DeepSeek-AIDeepSeek-V4-FlashDeepSeek-AI1424.00+/-122,699DeepSeek-AIMIT
122OpenAIGPT-5.4 nano (High)OpenAI1424.00+/-113,261OpenAIProprietary
123AlibabaQwen3-Max (2025-09-23)Alibaba1424.00+/-24571AlibabaProprietary
124阿里巴巴Qwen3.5-27B阿里巴巴1423.00+/-141,745阿里巴巴Apache 2.0
125Amazonamazon-nova-experimental-chat (26-02-10)Amazon1423.00+/-39209AmazonProprietary
126OpenAIGPT-5.1OpenAI1423.00+/-112,965OpenAIProprietary
127DeepSeekDeepSeek-V3.2-Exp (Thinking)DeepSeek1423.00+/-26477DeepSeekMIT
128MiniMaxAIMiniMax-M2.7MiniMaxAI1422.00+/-94,372MiniMaxAIModified MIT
129AnthropicClaude Opus 4 (Thinking 16K, 20250514)Anthropic1421.00+/-122,230AnthropicProprietary
130xAIGrok 4.1 Fast (reasoning)xAI1421.00+/-103,607xAIProprietary
131Solar Pro 4Upstage1419.00+/-171,181UpstageProprietary
132智谱AIGLM-4.6智谱AI1418.00+/-132,154智谱AIMIT
133xAIGrok 4.3 BetaxAI1418.00+/-113,418xAIProprietary
134OpenAIo4-mini (2025-04-16)OpenAI1418.00+/-112,916OpenAIProprietary
135AlibabaQwen3-235B-A22B-Instruct (2507)Alibaba1417.00+/-86,081AlibabaApache 2.0
136MoonshotKimi K2 Preview (0905)Moonshot1416.00+/-21755MoonshotModified MIT
137MeituanLongCat-Flash-ChatMeituan1415.00+/-22686MeituanMIT
138阿里巴巴Qwen3-Next阿里巴巴1414.00+/-171,204阿里巴巴Apache 2.0
139DeepSeek-AIDeepSeek-V3.1 (thinking)DeepSeek-AI1414.00+/-22658DeepSeek-AIMIT
140DeepSeek-AIDeepSeek-V3.1DeepSeek-AI1413.00+/-18980DeepSeek-AIMIT
141DeepSeek-AIDeepSeek-R1DeepSeek-AI1412.00+/-141,606DeepSeek-AIMIT
142Amazonamazon-nova-experimental-chat (26-01-10)Amazon1411.00+/-33267AmazonProprietary
143智谱AIGLM-4.5智谱AI1411.00+/-161,401智谱AIMIT
144xAIGrok 4 Fast (reasoning)xAI1411.00+/-181,078xAIProprietary
145BaiduERNIE-5.0-Preview (1203)Baidu1411.00+/-23630BaiduProprietary
146OpenAIGPT-5 ChatOpenAI1410.00+/-141,780OpenAIProprietary
147DeepSeek-AIDeepSeek V3.2-ExpDeepSeek-AI1410.00+/-20792DeepSeek-AIMIT
148OpenAIo1 (2024-12-17)OpenAI1409.00+/-112,986OpenAIProprietary
149阿里巴巴Qwen3-VL-235B-A22B-Instruct阿里巴巴1409.00+/-23699阿里巴巴Apache 2.0
150GoogleGemini 2.5 Flash Preview (09-2025)Google1408.00+/-131,978GoogleProprietary
151OpenAIGPT-4.5 Preview (2025-02-27)OpenAI1408.00+/-151,393OpenAIProprietary
152StepFunAIStep 3.5 FlashStepFunAI1407.00+/-103,424StepFunAIApache 2.0
153NvidiaNVIDIA-Nemotron-3.5-Super-VL-120B-A12B (NVFP4)Nvidia1407.00+/-38222NvidiaOpenMDW-1.1
154OpenAIGPT-5-mini (high)OpenAI1406.00+/-151,458OpenAIProprietary
155Google DeepMindGemini 2.5 FlashGoogle DeepMind1405.00+/-78,004Google DeepMindProprietary
156OpenAIo3-mini (High)OpenAI1405.00+/-131,909OpenAIProprietary
157AnthropicClaude Sonnet 4 (Thinking 32K, 20250514)Anthropic1404.00+/-132,015AnthropicProprietary
158OpenAIChatGPT-4o Latest (20250326)OpenAI1403.00+/-85,784OpenAIProprietary
159TencentHunyuan T1 (20250711)Tencent1403.00+/-38233TencentProprietary
160AnthropicClaude Opus 4 (20250514)Anthropic1403.00+/-112,744AnthropicProprietary
161AnthropicClaude Haiku 4.5 (20251001)Anthropic1402.00+/-78,434AnthropicProprietary
162StepFunAIStep 3.5 FlashStepFunAI1401.00+/-113,388StepFunAIProprietary
163MistralAIMistral Large 3MistralAI1401.00+/-94,893MistralAIApache 2.0
164阿里巴巴Qwen3-VL-235B-A22B-Instruct (thinking)阿里巴巴1399.00+/-28424阿里巴巴Apache 2.0
165阿里巴巴Qwen3-32B阿里巴巴1398.00+/-30316阿里巴巴Apache 2.0
166阿里巴巴Qwen3.5-35B-A3B阿里巴巴1398.00+/-141,850阿里巴巴Apache 2.0
167Amazonamazon-nova-experimental-chat (12-10)Amazon1397.00+/-36239AmazonProprietary
168DeepSeek-AIDeepSeek-V3.1 TerminusDeepSeek-AI1397.00+/-39216DeepSeek-AIMIT
169AlibabaQwen3-235B-A22B-Thinking (2507)Alibaba1396.00+/-25479AlibabaApache 2.0
170MistralMistral Medium 3.1 (2508)Mistral1395.00+/-85,994MistralProprietary
171Amazonamazon-nova-experimental-chat (11-10)Amazon1394.00+/-141,666AmazonProprietary
172BaiduERNIE-5.0-Preview (1022)Baidu1393.00+/-34273BaiduProprietary
173MiniMaxAIMiniMax M2.5MiniMaxAI1393.00+/-122,551MiniMaxAIModified MIT
174DeepSeekDeepSeek-R1 (0528)DeepSeek1393.00+/-20861DeepSeekMIT
175阿里巴巴Qwen3-Next (thinking)阿里巴巴1392.00+/-20822阿里巴巴Apache 2.0
176阿里巴巴Qwen3-235B-A22B阿里巴巴1392.00+/-141,604阿里巴巴Apache 2.0
177AlibabaQwen3-235B-A22B (Non-Thinking)Alibaba1391.00+/-122,379AlibabaApache 2.0
178Amazonamazon-nova-experimental-chat (10-20)Amazon1391.00+/-20815AmazonProprietary
179MiniMaxMiniMax-M2.1 PreviewMiniMax1390.00+/-181,044MiniMaxMIT
180AnthropicClaude Sonnet 4 (20250514)Anthropic1390.00+/-122,448AnthropicProprietary
181SpaceXAIGrok 3 Mini (High)SpaceXAI1389.00+/-18968SpaceXAIProprietary
182MoonshotKimi K2 Preview (0711)Moonshot1388.00+/-141,697MoonshotModified MIT
183NvidiaLlama 3.3 Nemotron Super 49B v1.5Nvidia1387.00+/-39194NvidiaNvidia Open
184OpenAIOpenAI o1OpenAI1387.00+/-104,569OpenAIProprietary
185智谱AIGLM-4.5-Air智谱AI1386.00+/-151,528智谱AIMIT
186AnthropicClaude 3.7 Sonnet (Thinking 32K, 20250219)Anthropic1386.00+/-112,786AnthropicProprietary
187Trinity Large Thinking Apache 2.01382.00+/-151,723——
188OpenAIOpenAI o3-miniOpenAI1382.00+/-94,700OpenAIProprietary
189OpenAIGPT OSS 120BOpenAI1381.00+/-141,781OpenAIApache 2.0
190NvidiaLlama 3.1 Nemotron Ultra 253B v1Nvidia1381.00+/-37209NvidiaNvidia Open Model
191AlibabaQwen3-30B-A3B-Instruct (2507)Alibaba1378.00+/-151,394AlibabaApache 2.0
192MiMo-V2-Flash (Non-Thinking)Xiaomi1376.00+/-112,981XiaomiMIT
193阿里巴巴Qwen3-Coder-480B-A35B阿里巴巴1376.00+/-151,610阿里巴巴Apache 2.0
194OpenAIGPT-4.1 (2025-04-14)OpenAI1375.00+/-103,227OpenAIProprietary
195NvidiaNVIDIA-Nemotron-3.5-Lightning-30B-A3B (NVFP4)Nvidia1374.00+/-20954NvidiaOpenMDW-1.1
196INTELLECT-3 MIT1373.00+/-30343——
197SpaceXAIGrok 3 Preview (02-24)SpaceXAI1372.00+/-112,682SpaceXAIProprietary
198MiMo-V2-Flash (Thinking)Xiaomi1372.00+/-22660XiaomiMIT
199NvidiaNVIDIA-Nemotron-3-Super-120B-A12BNvidia1371.00+/-24547NvidiaNVIDIA Open Model
200SpaceXAIGrok 3 Mini BetaSpaceXAI1370.00+/-141,513SpaceXAIProprietary
201MiniMaxMiniMax-M1MiniMax1370.00+/-141,771MiniMaxApache 2.0
202DeepSeekDeepSeek-V3 (0324)DeepSeek1367.00+/-103,165DeepSeekMIT
203GoogleGemini 2.5 Flash-Lite Preview (Thinking, 06-17)Google1363.00+/-132,073GoogleProprietary
204AnthropicClaude 3.7 Sonnet (20250219)Anthropic1363.00+/-103,350AnthropicProprietary
205阿里巴巴QwQ-32B阿里巴巴1363.00+/-141,712阿里巴巴Apache 2.0
206智谱AIGLM-4.7-Flash智谱AI1362.00+/-21756智谱AIMIT
207阿里巴巴Qwen2.5-Max阿里巴巴1362.00+/-103,308阿里巴巴Proprietary
208StepFunAIStep3StepFunAI1362.00+/-31349StepFunAIApache 2.0
209OpenAIOpenAI o1-miniOpenAI1362.00+/-87,499OpenAIProprietary
210Trinity Large Preview Apache 2.01362.00+/-141,989——
211GoogleGemini 2.5 Flash-Lite Preview (Non-Thinking, 09-2025)Google1362.00+/-112,954GoogleProprietary
212智谱AIGLM-4.5V智谱AI1360.00+/-34269智谱AIMIT
213GoogleGemini 2.0 Flash (001)Google1356.00+/-94,060GoogleProprietary
214OpenAIGPT-4.1 mini (2025-04-14)OpenAI1353.00+/-112,674OpenAIProprietary
215MiniMaxAIMiniMax M2MiniMaxAI1352.00+/-33320MiniMaxAIApache 2.0
216AnthropicClaude 3.5 Sonnet (20241022)Anthropic1352.00+/-710,012AnthropicProprietary
217阿里巴巴Qwen3-30B-A3B阿里巴巴1351.00+/-141,706阿里巴巴Apache 2.0
218微软Phi-3-medium 14B-preview微软1348.00+/-122,233微软Proprietary
219NvidiaNVIDIA-Nemotron-3-Nano-30B-A3B (BF16)Nvidia1348.00+/-181,014NvidiaNVIDIA Open Model
220OpenAIGPT-5 nano (High)OpenAI1346.00+/-27494OpenAIProprietary
221TencentHunyuan TurboS (20250416)Tencent1345.00+/-19853TencentProprietary
222Ling-flash-2.0 AntGroup1345.00+/-27452GroupMIT
223AnthropicClaude 3.5 Sonnet (20240620)Anthropic1342.00+/-811,359AnthropicProprietary
224GoogleGemini 1.5 Pro (002)Google1340.00+/-77,610GoogleProprietary
225Ring-flash-2.0 AntGroup1339.00+/-27447GroupMIT
226MistralMistral Small 3.2 (2506)Mistral1337.00+/-171,049MistralApache 2.0
227OpenAIgpt-oss-20bOpenAI1335.00+/-22678OpenAIApache 2.0
228AmazonAmazon Nova 2 LiteAmazon1330.00+/-20861AmazonProprietary
229GoogleGemini 2.0 Flash-Lite Preview (02-05)Google1327.00+/-102,814GoogleProprietary
230GoogleGemma 3 27B ITGoogle1323.00+/-103,587GoogleGemma
231AlibabaQwen-Plus (0125)Alibaba1322.00+/-19732AlibabaProprietary
232Granite 4.1 8BIBM1319.00+/-39248IBMApache 2.0
233MetaLlama 3.1 405B Instruct (FP8)Meta1319.00+/-88,482MetaLlama 3.1 Community
234GoogleGemma 3 12B ITGoogle1318.00+/-27389GoogleGemma
235MetaLlama 4 Maverick 17B 128E InstructMeta1317.00+/-112,825MetaLlama 4
236MetaLlama 3.1 405B Instruct (BF16)Meta1316.00+/-85,215MetaLlama 3.1 Community
237AnthropicClaude 3 Opus (20240229)Anthropic1312.00+/-725,769AnthropicProprietary
238StepFunStep-2 16K Exp (202412)StepFun1312.00+/-20642StepFunProprietary
239Olmo 3 32B ThinkAi21312.00+/-31329Ai2Apache 2.0
240Athene V2 Chat NexusFlow1311.00+/-103,412——
241CohereCommand A (03-2025)Cohere1310.00+/-93,993CohereCC-BY-NC-4.0
242DeepSeek-AIDeepSeek-V3DeepSeek-AI1310.00+/-112,721DeepSeek-AIDeepSeek
243MetaLlama 4 Scout 17B 16E InstructMeta1309.00+/-131,942MetaLlama
244OpenAIGPT-4o (2024-08-06)OpenAI1309.00+/-86,826OpenAIProprietary
245GoogleGemini Advanced (0514)Google1308.00+/-106,395GoogleProprietary
246OpenAIGPT-4o (2024-05-13)OpenAI1305.00+/-715,103OpenAIProprietary
247Yi Lightning Proprietary1304.00+/-103,921——
248Olmo 3.1 32B ThinkAi21303.00+/-26478Ai2Apache 2.0
249AlibabaQwen2.5-Plus (1127)Alibaba1303.00+/-141,404AlibabaProprietary
250OpenAIGPT-4 Turbo Preview (1106)OpenAI1303.00+/-813,306OpenAIProprietary
251TencentHunyuan TurboS (20250226)Tencent1301.00+/-31238TencentProprietary
252GoogleGemini 1.5 Pro (001)Google1300.00+/-810,492GoogleProprietary
253OpenAIGPT-4 Turbo Preview (0125)OpenAI1299.00+/-812,374OpenAIProprietary
254Z.aiGLM-4-Plus (0111)Z.ai1298.00+/-19721Z.aiProprietary
255OpenAIGPT-4 Turbo (2024-04-09)OpenAI1296.00+/-813,217OpenAIProprietary
256Olmo 3.1 32B InstructAi21296.00+/-23693Ai2Apache 2.0
257阿里巴巴Qwen2.5-VL-72B-Instruct阿里巴巴1296.00+/-85,415阿里巴巴Qwen
258StepFunStep-1o Turbo (202506)StepFun1296.00+/-24564StepFunProprietary
259MetaLlama 3.3 70B InstructMeta1296.00+/-85,779MetaLlama-3.3
260SpaceXAIGrok 2 (2024-08-13)SpaceXAI1294.00+/-78,950SpaceXAIProprietary
261TencentHunyuan Large (2025-02-10)Tencent1293.00+/-24497TencentProprietary
262DeepSeekDeepSeek-V2.5 (1210)DeepSeek1292.00+/-171,031DeepSeekDeepSeek
263AlibabaQwen-Max (0919)Alibaba1291.00+/-122,249AlibabaQwen
264TencentHunyuan Standard (2025-02-10)Tencent1290.00+/-24499TencentProprietary
265GoogleGemini 1.5 Flash (002)Google1289.00+/-94,789GoogleProprietary
266MistralMistral Large 2 (2407)Mistral1288.00+/-86,664MistralMistral Research
267DeepSeek-AIDeepSeek V2.5DeepSeek-AI1287.00+/-103,649DeepSeek-AIDeepSeek
268MistralMagistral Medium (2506)Mistral1287.00+/-26551MistralProprietary
269GLM-4-PlusZhipu AI1287.00+/-103,599Zhipu AIProprietary
270AnthropicClaude 3.5 Haiku (20241022)Anthropic1287.00+/-86,333AnthropicProprietary
271OpenAIGPT-4 (0314)OpenAI1284.00+/-107,052OpenAIProprietary
272MistralMistral Large (2411)Mistral1282.00+/-93,574MistralMRL
273Granite-4.0-H-SmallIBM1280.00+/-32345IBMApache 2.0
274TencentHunyuan Large VisionTencent1280.00+/-30345TencentProprietary
275TencentHunyuan Turbo (0110)Tencent1279.00+/-31243TencentProprietary
276NvidiaLlama 3.1 Nemotron 70B InstructNvidia1279.00+/-171,041NvidiaLlama 3.1
277OpenAIGPT-4 (0613)OpenAI1277.00+/-811,181OpenAIProprietary
278MistralMistral Small 3.1 24B Instruct (2503)Mistral1277.00+/-132,105MistralApache 2.0
279OpenAIGPT-4o mini (2024-07-18)OpenAI1275.00+/-79,322OpenAIProprietary
280OpenAIGPT-4.1 nano (2025-04-14)OpenAI1273.00+/-23582OpenAIProprietary
281阿里巴巴Qwen2-72B-Instruct阿里巴巴1273.00+/-94,835阿里巴巴Qianwen LICENSE
282SpaceXAIGrok 2 mini (2024-08-13)SpaceXAI1273.00+/-87,261SpaceXAIProprietary
283DeepSeekDeepSeek-Coder-V2DeepSeek1272.00+/-141,858DeepSeekDeepSeek License
284NvidiaLlama 3.1 Nemotron 51B InstructNvidia1271.00+/-22507NvidiaLlama 3.1
285阿里巴巴Qwen2.5-Coder-32B-Instruct阿里巴巴1269.00+/-19725阿里巴巴Apache 2.0
286MetaLlama 3.1 70B InstructMeta1269.00+/-87,677MetaLlama 3.1 Community
287AmazonAmazon Nova Pro 1.0Amazon1269.00+/-102,978AmazonProprietary
288微软Phi-4-reasoning微软1265.00+/-112,764微软MIT
289Llama 3.1 Tulu 3 70BAi21263.00+/-25397Ai2Llama 3.1
290Athene 70B (0725) CC-BY-NC-4.01263.00+/-102,921——
291MistralMistral Small 24B Instruct (2501)Mistral1261.00+/-131,683MistralApache 2.0
292GoogleGemma 3n E4B ITGoogle1260.00+/-151,562GoogleGemma
293GoogleGemini 1.5 Flash (001)Google1259.00+/-88,392GoogleProprietary
294MetaLlama 3 70B InstructMeta1258.00+/-820,941MetaLlama 3 Community
295GoogleGemma 3 4B ITGoogle1254.00+/-28423GoogleGemma
296AnthropicClaude 3 Sonnet (20240229)Anthropic1254.00+/-813,766AnthropicProprietary
297NvidiaNemotron-4 340B InstructNvidia1252.00+/-122,352NvidiaNVIDIA Open Model
298TencentHunyuan Standard 256KTencent1249.00+/-29361TencentProprietary
299GoogleGemma 2 27B ITGoogle1248.00+/-710,170GoogleGemma license
300Z.aiGLM-4 (0520)Z.ai1246.00+/-161,191Z.aiProprietary
301Reka Core (20240904) Proprietary1246.00+/-141,207——
302Jamba 1.5 Large Jamba Open1245.00+/-151,147——
303MistralMistral Large (2402)Mistral1245.00+/-97,987MistralProprietary
304AmazonAmazon Nova Lite 1.0Amazon1244.00+/-112,511AmazonProprietary
305CohereAya Expanse 32BCohere1234.00+/-103,854CohereCC-BY-NC-4.0
306Reka Flash (20240904) Proprietary1233.00+/-141,284——
307AnthropicClaude 3 Haiku (20240307)Anthropic1232.00+/-814,983AnthropicProprietary
308CohereCommand R+ (08-2024)Cohere1232.00+/-141,467CohereCC-BY-NC-4.0
309GoogleGemini 1.5 Flash-8B (001)Google1230.00+/-95,036GoogleProprietary
310MistralMixtral 8x22B Instruct v0.1Mistral1228.00+/-96,778MistralApache 2.0
311OLMo 2 32B Instruct (0325)Ai21227.00+/-28375Ai2Apache-2.0
312AmazonAmazon Nova Micro 1.0Amazon1223.00+/-112,455AmazonProprietary
313阿里巴巴Qwen1.5-110B-Chat阿里巴巴1221.00+/-113,188阿里巴巴Qianwen LICENSE
314GoogleGemma 2 9B ITGoogle1221.00+/-87,110GoogleGemma license
315MistralMistral MediumMistral1220.00+/-114,406MistralProprietary
316MicrosoftPhi-3 Medium 4K InstructMicrosoft1216.00+/-113,238MicrosoftMIT
317CohereCommand R+Cohere1214.00+/-99,769CohereCC-BY-NC-4.0
318MistralMinistral 8B (2410)Mistral1214.00+/-20683MistralMRL
319Yi 1.5 34B Chat Apache-2.01212.00+/-112,985——
320Reka Flash 21B (Online, 20240226) Proprietary1212.00+/-142,028——
321阿里巴巴Qwen1.5-72B-Chat阿里巴巴1209.00+/-105,327阿里巴巴Qianwen LICENSE
322阿里巴巴QwQ-32B-Preview阿里巴巴1209.00+/-24480阿里巴巴Apache 2.0
323Gemma 2 9B IT SimPO MIT1208.00+/-151,285——
324CohereCommand R (08-2024)Cohere1207.00+/-141,601CohereCC-BY-NC-4.0
325InternLM2.5 20B Chat Other1206.00+/-151,387——
326Llama 3.1 Tulu 3 8BAi21206.00+/-26363Ai2Llama 3.1
327OpenAIGPT-3.5 Turbo (1106)OpenAI1205.00+/-152,134OpenAIProprietary
328GoogleGemini ProGoogle1203.00+/-19993GoogleProprietary
329OpenAIGPT-3.5 Turbo (0125)OpenAI1202.00+/-98,626OpenAIProprietary
330CohereAya Expanse 8BCohere1201.00+/-151,307CohereCC-BY-NC-4.0
331AlibabaQwen1.5-32B-ChatAlibaba1201.00+/-122,649AlibabaQianwen LICENSE
332Reka Flash 21B (20240226) Proprietary1199.00+/-113,363——
333GoogleGemini Pro (Dev API)Google1199.00+/-142,274GoogleProprietary
334Granite 3.0 8B InstructIBM1198.00+/-19873IBMApache 2.0
335Granite 3.1 2B InstructIBM1198.00+/-26391IBMApache 2.0
336Zephyr ORPO 141B A35B v0.1 Apache 2.01197.00+/-22589——
337DBRX Instruct Preview DBRX LICENSE1197.00+/-124,001——
338MicrosoftPhi-3 Mini 4K Instruct (June 2024)Microsoft1194.00+/-141,568MicrosoftMIT
339MicrosoftPhi-3 Small 8K InstructMicrosoft1193.00+/-132,092MicrosoftMIT
340MetaLlama 3 8B InstructMeta1193.00+/-814,252MetaLlama 3 Community
341MistralMixtral 8x7B Instruct v0.1Mistral1191.00+/-99,663MistralApache 2.0
342Granite 3.1 8B InstructIBM1190.00+/-28382IBMApache 2.0
343MetaLlama 3.1 8B InstructMeta1188.00+/-87,135MetaLlama 3.1 Community
344Jamba 1.5 Mini Jamba Open1187.00+/-161,094——
345CohereCommand RCohere1177.00+/-106,682CohereCC-BY-NC-4.0
346Granite 3.0 2B InstructIBM1170.00+/-19908IBMApache 2.0
347阿里巴巴Qwen1.5-14B-Chat阿里巴巴1167.00+/-142,184阿里巴巴Qianwen LICENSE
348MetaLlama 3.2 3B InstructMeta1165.00+/-161,136MetaLlama 3.2
349GoogleGemma 2 2B ITGoogle1165.00+/-86,599GoogleGemma license
350Snowflake Arctic Instruct Apache 2.01163.00+/-114,793——
351GoogleGemma 1.1 7B ITGoogle1163.00+/-113,039GoogleGemma license
352OpenChat 3.5 (0106) Apache-2.01159.00+/-141,726——
353MicrosoftWizardLM 70BMicrosoft1158.00+/-19903MicrosoftLlama 2 Community
354Starling LM 7B Beta Apache-2.01157.00+/-141,973——
355DeepSeekDeepSeek LLM 67B ChatDeepSeek1156.00+/-24576DeepSeekDeepSeek License
356SmolLM2 1.7B Instruct Apache 2.01153.00+/-33271——
357OpenHermes 2.5 Mistral 7B Apache-2.01153.00+/-20697——
358Yi 34B Chat Yi License1151.00+/-132,043——
359MicrosoftPhi-3 Mini 4K InstructMicrosoft1150.00+/-122,564MicrosoftMIT
360Tulu 2 DPO 70B AI2 ImpACT Low-risk1144.00+/-19888——
361MicrosoftPhi-3 Mini 128K InstructMicrosoft1140.00+/-132,813MicrosoftMIT
362MetaLlama 2 70B ChatMeta1137.00+/-104,740MetaLlama 2 Community
363MistralMistral 7B Instruct v0.2Mistral1127.00+/-122,605MistralApache-2.0
364阿里巴巴Qwen-14B-Chat阿里巴巴1127.00+/-24534阿里巴巴Qianwen LICENSE
365Starling LM 7B Alpha CC-BY-NC-4.01127.00+/-161,300——
366OpenChat 3.5 Apache-2.01126.00+/-18945——
367Dolphin 2.2.1 Mistral 7B Apache-2.01125.00+/-32219——
368MetaLlama 3.2 1B InstructMeta1123.00+/-161,162MetaLlama 3.2
369阿里巴巴Qwen1.5-7B-Chat阿里巴巴1121.00+/-21690阿里巴巴Qianwen LICENSE
370GoogleGemma 7B ITGoogle1120.00+/-171,120GoogleGemma license
371GooglePaLM 2Google1117.00+/-19901GoogleProprietary
372Vicuna 33B Non-commercial1116.00+/-132,663——
373NvidiaLlama 2 70B SteerLM ChatNvidia1114.00+/-27440NvidiaLlama 2 Community
374GoogleGemma 1.1 2B ITGoogle1111.00+/-161,355GoogleGemma license
375MetaLlama 2 13B ChatMeta1110.00+/-132,218MetaLlama 2 Community
376MetaCode Llama 34B InstructMeta1110.00+/-19770MetaLlama 2 Community
377SOLAR 10.7B Instruct v1.0Upstage1109.00+/-22604UpstageCC-BY-NC-4.0
378MPT 30B Chat CC-BY-NC-SA-4.01096.00+/-34242——
379Nous Hermes 2 Mixtral 8x7B DPO Apache-2.01093.00+/-21628——
380阿里巴巴Qwen1.5-4B-Chat阿里巴巴1088.00+/-18988阿里巴巴Qianwen LICENSE
381MetaLlama 2 7B ChatMeta1086.00+/-141,656MetaLlama 2 Community
382StripedHyena Nous 7B Apache 2.01085.00+/-20676——
383Vicuna 13B Llama 2 Community1083.00+/-142,146——
384MistralMistral 7B InstructMistral1083.00+/-19974MistralApache 2.0
385Zephyr 7B Beta MIT1082.00+/-171,250——
386Guanaco 33B Non-commercial1081.00+/-32280——
387GoogleGemma 2B ITGoogle1074.00+/-22597GoogleGemma license
388MicrosoftWizardLM 13BMicrosoft1065.00+/-21669MicrosoftLlama 2 Community
389OLMo 7B InstructAi21053.00+/-19848Ai2Apache-2.0
390Vicuna 7B Llama 2 Community1048.00+/-22658——
391ChatGLM3 6B Apache-2.01043.00+/-23576——
392GPT4All 13B Snoozy Non-commercial999.00+/-37211——
393Alpaca 13B Non-commercial996.00+/-23652——
394MPT 7B Chat CC-BY-NC-SA-4.0987.00+/-25471——
395RWKV-4 Raven 14B Apache 2.0985.00+/-24544——
396Koala 13B Non-commercial980.00+/-21751——
397ChatGLM 6B Non-commercial977.00+/-26525——
398ChatGLM2 6B Apache-2.0973.00+/-35227——
399OpenAssistant Pythia 12B Apache 2.0962.00+/-22687——
400Dolly 2.0 12B MIT954.00+/-29370——
401MetaLLaMA 13BMeta923.00+/-33252MetaNon-commercial
402FastChat-T5 3B Apache 2.0921.00+/-26462——
403StableLM 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。