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

1552.00

模型数量

364

数据版本

2026年07月16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 5Anthropic1552.00+/-28434AnthropicProprietary
AnthropicClaude Opus 4.6 (thinking)Anthropic1519.00+/-113,159AnthropicProprietary
Googlegemini-3.5-flash-highGoogle1518.00+/-25573GoogleProprietary
4xAIGrok 4.5xAI1509.00+/-40214xAIProprietary
5AnthropicOpus 4.7 (thinking)Anthropic1504.00+/-122,460AnthropicProprietary
6AnthropicClaude Opus 4.6Anthropic1503.00+/-113,582AnthropicProprietary
7AnthropicClaude Opus 4.8 (thinking)Anthropic1499.00+/-161,414AnthropicProprietary
8OpenAIGPT-5.5OpenAI1496.00+/-132,294OpenAIProprietary
9OpenAIGPT-5.4 (high)OpenAI1494.00+/-112,980OpenAIProprietary
10AnthropicOpus 4.7Anthropic1494.00+/-122,542AnthropicProprietary
11Qwen3.7-Max-Preview阿里巴巴1491.00+/-40219阿里巴巴Proprietary
12Google Deep MindGemini 3.1 Pro PreviewGoogle Deep Mind1491.00+/-104,387Google Deep MindProprietary
13OpenAIGPT-5.5 (high)OpenAI1490.00+/-132,249OpenAIProprietary
14Muse Spark 1.1Facebook AI研究实验室1483.00+/-36251Facebook AI研究实验室Proprietary
15GLM 5.1智谱AI1480.00+/-161,493智谱AIMIT
16ERNIE-5.1-Preview百度1479.00+/-141,884百度Proprietary
17AnthropicClaude Opus 4.8Anthropic1479.00+/-161,389AnthropicProprietary
18Moonshot AIKimi K2.6Moonshot AI1479.00+/-141,916Moonshot AIModified MIT
19GLM-5.2 (max)智谱AI1478.00+/-21770智谱AIMIT
20Google Deep MindGemini 3 ProGoogle Deep Mind1478.00+/-112,645Google Deep MindProprietary
21Googlegemini-3.5-flash-mediumGoogle1477.00+/-25546GoogleProprietary
22Google Deep MindGemini 3.0 FlashGoogle Deep Mind1476.00+/-131,992Google Deep MindProprietary
23mimo-v2.5-proXiaomi1476.00+/-141,978XiaomiMIT
24OpenAIgpt-5.6-sol-xhighOpenAI1476.00+/-39185OpenAIProprietary
25Qwen3.6-Max-Preview阿里巴巴1476.00+/-30358阿里巴巴Proprietary
26DeepSeek-AIDeepSeek-V4-Pro (thinking)DeepSeek-AI1472.00+/-142,004DeepSeek-AIMIT
27Moonshot AIKimi K2 ThinkingMoonshot AI1471.00+/-103,402Moonshot AIModified MIT
28Qwen3.7-Plus阿里巴巴1471.00+/-19935阿里巴巴Proprietary
29DeepMindGemma 4 31BDeepMind1470.00+/-28399DeepMindApache 2.0
30AnthropicClaude Opus 4 (thinking-32k)Anthropic1470.00+/-122,257AnthropicProprietary
31AnthropicClaude Sonnet 4.5 (high)Anthropic1469.00+/-25501AnthropicProprietary
32Qwen3.5 Max Preview阿里巴巴1469.00+/-161,351阿里巴巴Proprietary
33DeepMindGemma 4 26B A4BDeepMind1466.00+/-28371DeepMindApache 2.0
34xAIgrok-4.20-beta-0309-reasoningxAI1466.00+/-113,106xAIProprietary
35AnthropicClaude Opus 4Anthropic1465.00+/-94,330AnthropicProprietary
36AnthropicClaude Sonnet 4.6Anthropic1464.00+/-112,994AnthropicProprietary
37OpenAIGPT-5.5 InstantOpenAI1463.00+/-161,464OpenAIProprietary
38Muse SparkFacebook AI研究实验室1462.00+/-20859Facebook AI研究实验室Proprietary
39OpenAIGPT-5.4OpenAI1461.00+/-113,150OpenAIProprietary
40OpenAIGPT-5.2 Pro (high)OpenAI1458.00+/-112,973OpenAIProprietary
41OpenAIGPT-5.1 Pro (high)OpenAI1455.00+/-122,489OpenAIProprietary
42AnthropicClaude Sonnet 4.5 (thinking-32k)Anthropic1455.00+/-94,897AnthropicProprietary
43Qwen 3.6 Plus Preview阿里巴巴1454.00+/-122,337阿里巴巴Proprietary
44OpenAIGPT-5.2 Chat (0210)OpenAI1454.00+/-132,082OpenAIProprietary
45Google Deep MindGemini 3.0 Flash (minimal)Google Deep Mind1453.00+/-94,468Google Deep MindProprietary
46xAIGrok 4.20 BetaxAI1452.00+/-151,601xAIProprietary
47xAIgrok-4.20-multi-agent-beta-0309xAI1451.00+/-113,038xAIProprietary
48mimo-v2-proXiaomi1451.00+/-151,623XiaomiProprietary
49DOLA Seed 2.0 Pro字节跳动Seed团队1451.00+/-103,626字节跳动Seed团队Proprietary
50NVIDIANemotron 3 UltraNVIDIA1449.00+/-26509NVIDIAOpenMDW-1.1
51OpenAIOpenAI o3OpenAI1447.00+/-103,727OpenAIProprietary
52MiniMaxAIMiniMax M3MiniMaxAI1445.00+/-171,228MiniMaxAIMiniMax Community License
53GLM-5V-Turbo智谱AI1445.00+/-36237智谱AIProprietary
54Qwen3.5-397B-A17B阿里巴巴1445.00+/-113,225阿里巴巴Apache 2.0
55AnthropicOpus 4.1 (thinking-16k)Anthropic1444.00+/-113,026AnthropicProprietary
56DeepSeek-AIDeepSeek-V4-ProDeepSeek-AI1443.00+/-132,325DeepSeek-AIMIT
57xAIGrok 4.1 ThinkingxAI1443.00+/-103,819xAIProprietary
58GLM-5智谱AI1443.00+/-151,603智谱AIMIT
59Moonshot AIKimi K2.5 InstantMoonshot AI1442.00+/-25511Moonshot AIModified MIT
60mimo-v2.5Xiaomi1441.00+/-132,145XiaomiMIT
61Google Deep MindGemini 2.5 ProGoogle Deep Mind1441.00+/-77,635Google Deep MindProprietary
62Google Deep MindGemini 3.1 Flash-LiteGoogle Deep Mind1439.00+/-103,423Google Deep MindProprietary
63DeepSeek-AIDeepSeek-V4-Flash (thinking)DeepSeek-AI1439.00+/-132,135DeepSeek-AIMIT
64OpenAIGPT-5.4 mini (high)OpenAI1438.00+/-122,977OpenAIProprietary
65Qwen3 Max (Preview)阿里巴巴1438.00+/-151,522阿里巴巴Proprietary
66ERNIE 5.0 (0110)百度1437.00+/-132,143百度Proprietary
67Moonshot AIKimi K2 Thinking (thinking-turbo)Moonshot AI1437.00+/-103,768Moonshot AIModified MIT
68mimo-v2-omniXiaomi1437.00+/-20912XiaomiProprietary
69Meituanlongcat-flash-chat-2602-expMeituan1435.00+/-141,752MeituanProprietary
70OpenAIGPT-5-Pro (high)OpenAI1434.00+/-141,888OpenAIProprietary
71AnthropicOpus 4.1Anthropic1434.00+/-94,718AnthropicProprietary
72MistralAIMistral Medium 3.5MistralAI1433.00+/-25542MistralAIModified MIT
73OpenAIGPT-5.2OpenAI1433.00+/-104,166OpenAIProprietary
74Alibabaqwen3-max-2025-09-23Alibaba1429.00+/-24585AlibabaProprietary
75DeepSeek-AIDeepSeek V3.2DeepSeek-AI1429.00+/-112,987DeepSeek-AIMIT
76Qwen3.5-27B阿里巴巴1429.00+/-151,649阿里巴巴Apache 2.0
77Tencenthunyuan-hy3-previewTencent1429.00+/-28405Tencenttencent-hunyuan-community
78xAIGrok 4.1xAI1428.00+/-94,223xAIProprietary
79AnthropicClaude Sonnet 4.5Anthropic1428.00+/-94,895AnthropicProprietary
80GLM-4.7智谱AI1428.00+/-21703智谱AIMIT
81DeepSeek-AIDeepSeek V3.2-Exp (thinking)DeepSeek-AI1428.00+/-26481DeepSeek-AIMIT
82xAIGrok 4xAI1428.00+/-122,262xAIProprietary
83Amazonamazon-nova-experimental-chat-26-02-10Amazon1427.00+/-39209AmazonProprietary
84OpenAIGPT-5.4 nano (high)OpenAI1427.00+/-122,860OpenAIProprietary
85DeepSeek-AIDeepSeek-V4-FlashDeepSeek-AI1427.00+/-132,185DeepSeek-AIMIT
86OpenAIGPT-5.3 ChatOpenAI1426.00+/-132,039OpenAIProprietary
87MiniMaxAIMiniMax-M2.7MiniMaxAI1425.00+/-122,527MiniMaxAIModified MIT
88DeepSeek-AIDeepSeek V3.2-Exp (thinking)DeepSeek-AI1425.00+/-122,495DeepSeek-AIMIT
89Qwen3.5-122B-A10B阿里巴巴1424.00+/-141,778阿里巴巴Apache 2.0
90OpenAIGPT-5.1OpenAI1424.00+/-112,855OpenAIProprietary
91xAIGrok 4 FastxAI1423.00+/-29398xAIProprietary
92AnthropicClaude Opus 4 (thinking-16k)Anthropic1420.00+/-122,239AnthropicProprietary
93GLM-4.6智谱AI1420.00+/-132,105智谱AIMIT
94Qwen3-235B-A22B-2507阿里巴巴1419.00+/-85,919阿里巴巴Apache 2.0
95Qwen3-Next阿里巴巴1419.00+/-171,212阿里巴巴Apache 2.0
96xAIGrok 4.1 Fast (fast-reasoning)xAI1418.00+/-103,490xAIProprietary
97DeepSeek-AIDeepSeek V3.2-ExpDeepSeek-AI1418.00+/-21775DeepSeek-AIMIT
98xAIGrok 4.3 BetaxAI1417.00+/-132,169xAIProprietary
99Moonshot AIKimi K2 0905Moonshot AI1416.00+/-21759Moonshot AIModified MIT
100Meituanlongcat-flash-chatMeituan1416.00+/-22688MeituanMIT
101OpenAIOpenAI o4 - miniOpenAI1416.00+/-112,937OpenAIProprietary
102DeepSeek-AIDeepSeek-V3.1DeepSeek-AI1415.00+/-18991DeepSeek-AIMIT
103DeepSeek-AIDeepSeek-V3.1 (thinking)DeepSeek-AI1414.00+/-22664DeepSeek-AIMIT
104OpenAIGPT-5.2 Chat (0210)OpenAI1413.00+/-141,785OpenAIProprietary
105GLM-4.5智谱AI1413.00+/-151,425智谱AIMIT
106Google Deep MindGemini 2.5 Flash-Preview-09-2025Google Deep Mind1412.00+/-131,944Google Deep MindProprietary
107DeepSeek-AIDeepSeek-R1DeepSeek-AI1412.00+/-141,606DeepSeek-AIMIT
108xAIGrok 4 Fast (fast-reasoning)xAI1411.00+/-181,081xAIProprietary
109Qwen3-VL-235B-A22B-Instruct阿里巴巴1411.00+/-23702阿里巴巴Apache 2.0
110OpenAIOpenAI o1OpenAI1409.00+/-112,986OpenAIProprietary
111OpenAIGPT-4.5OpenAI1409.00+/-151,393OpenAIProprietary
112Amazonamazon-nova-experimental-chat-26-01-10Amazon1408.00+/-33262AmazonProprietary
113ERNIE 5.0 Preview (1203)百度1407.00+/-23619百度Proprietary
114StepFunAIStep 3.5 FlashStepFunAI1407.00+/-113,074StepFunAIApache 2.0
115DeepSeek-AIDeepSeek-V3.1 Terminus (thinking)DeepSeek-AI1406.00+/-41197DeepSeek-AIMIT
116Google Deep MindGemini 2.5 FlashGoogle Deep Mind1406.00+/-77,863Google Deep MindProprietary
117StepFunAIStep 3.5 FlashStepFunAI1405.00+/-113,005StepFunAIProprietary
118OpenAIOpenAI o3-mini (high)OpenAI1405.00+/-131,909OpenAIProprietary
119OpenAIGPT-5-mini (high)OpenAI1405.00+/-151,459OpenAIProprietary
120Qwen3-VL-235B-A22B-Instruct (thinking)阿里巴巴1405.00+/-28428阿里巴巴Apache 2.0
121OpenAIGPT-4o(2025-03-27)OpenAI1403.00+/-85,716OpenAIProprietary
122MistralAIMistral Large 3MistralAI1403.00+/-113,026MistralAIApache 2.0
123AnthropicClaude Opus 4Anthropic1403.00+/-112,768AnthropicProprietary
124AnthropicClaude Sonnet 4 (thinking-32k)Anthropic1403.00+/-132,022AnthropicProprietary
125Hunyuan-T1腾讯AI实验室1401.00+/-38236腾讯AI实验室Proprietary
126Qwen3.5-35B-A3B阿里巴巴1399.00+/-141,757阿里巴巴Apache 2.0
127ERNIE 5.0百度1399.00+/-34267百度Proprietary
128Amazonamazon-nova-experimental-chat-12-10Amazon1399.00+/-37234AmazonProprietary
129Qwen3-32B阿里巴巴1399.00+/-30316阿里巴巴Apache 2.0
130MistralAIMagistral-Medium-2506MistralAI1399.00+/-85,806MistralAIProprietary
131AnthropicHaiku 4.5Anthropic1398.00+/-86,098AnthropicProprietary
132Alibabaqwen3-235b-a22b-thinking-2507Alibaba1398.00+/-24488AlibabaApache 2.0
133MiniMaxAIMiniMax M2.5MiniMaxAI1397.00+/-122,429MiniMaxAIModified MIT
134Amazonamazon-nova-experimental-chat-11-10Amazon1396.00+/-151,575AmazonProprietary
135DeepSeek-AIDeepSeek-R1-0528DeepSeek-AI1396.00+/-20869DeepSeek-AIMIT
136DeepSeek-AIDeepSeek-V3.1 TerminusDeepSeek-AI1395.00+/-39219DeepSeek-AIMIT
137Amazonamazon-nova-experimental-chat-10-20Amazon1394.00+/-20806AmazonProprietary
138Alibabaqwen3-235b-a22b-no-thinkingAlibaba1394.00+/-122,390AlibabaApache 2.0
139Qwen3-235B-A22B阿里巴巴1393.00+/-141,604阿里巴巴Apache 2.0
140MiniMaxAIM2.1MiniMaxAI1392.00+/-19996MiniMaxAIMIT
141Nvidianvidia-llama-3.3-nemotron-super-49b-v1.5Nvidia1390.00+/-39194NvidiaNvidia Open
142GLM-4.5-Air智谱AI1390.00+/-151,538智谱AIMIT
143Qwen3-Next (thinking)阿里巴巴1390.00+/-20828阿里巴巴Apache 2.0
144Moonshot AIKimi K2Moonshot AI1388.00+/-141,693Moonshot AIModified MIT
145AnthropicClaude Sonnet 4Anthropic1388.00+/-122,469AnthropicProprietary
146OpenAIOpenAI o3-mini (high)OpenAI1388.00+/-18977OpenAIProprietary
147OpenAIOpenAI o1OpenAI1386.00+/-104,569OpenAIProprietary
148AnthropicClaude3-Sonnet (thinking-32k)Anthropic1385.00+/-112,791AnthropicProprietary
149trinity-large-thinking Apache 2.01384.00+/-151,617
150OpenAIGPT OSS 120BOpenAI1382.00+/-141,795OpenAIApache 2.0
151OpenAIOpenAI o3-miniOpenAI1382.00+/-84,719OpenAIProprietary
152intellect-3 MIT1382.00+/-31332
153Nvidiallama-3.1-nemotron-ultra-253b-v1Nvidia1380.00+/-37209NvidiaNvidia Open Model
154Qwen3-30B-A3B-2507阿里巴巴1380.00+/-151,428阿里巴巴Apache 2.0
155mimo-v2-flash (non-thinking)Xiaomi1378.00+/-112,819XiaomiMIT
156Qwen3-Coder-480B-A35B阿里巴巴1377.00+/-151,626阿里巴巴Apache 2.0
157Nvidianvidia-nemotron-3-super-120b-a12bNvidia1375.00+/-25518NvidiaNVIDIA Open Model
158mimo-v2-flash (thinking)Xiaomi1374.00+/-22626XiaomiMIT
159xAIGrok 3xAI1374.00+/-112,677xAIProprietary
160OpenAIGPT-4.1OpenAI1373.00+/-103,224OpenAIProprietary
161MiniMaxminimax-m1MiniMax1371.00+/-131,794MiniMaxApache 2.0
162DeepSeek-AIDeepSeek-V3-0324DeepSeek-AI1370.00+/-103,189DeepSeek-AIMIT
163xAIgrok-3-mini-betaxAI1369.00+/-141,529xAIProprietary
164GLM-4.7-Flash智谱AI1366.00+/-21710智谱AIMIT
165Google Deep MindGemini 2.5 Flash-Lite (thinking)Google Deep Mind1365.00+/-122,094Google Deep MindProprietary
166Google Deep MindGemini 2.5 Flash-Lite-Preview-09-2025 (no-thinking)Google Deep Mind1364.00+/-112,867Google Deep MindProprietary
167QwQ-32B阿里巴巴1364.00+/-141,718阿里巴巴Apache 2.0
168Qwen2.5-Max阿里巴巴1364.00+/-103,305阿里巴巴Proprietary
169StepFunAIStep3StepFunAI1363.00+/-31352StepFunAIApache 2.0
170AnthropicClaude3-SonnetAnthropic1363.00+/-103,356AnthropicProprietary
171OpenAIOpenAI o1-miniOpenAI1362.00+/-87,499OpenAIProprietary
172trinity-large-preview Apache 2.01361.00+/-141,888
173GLM-4.5V智谱AI1359.00+/-33276智谱AIMIT
174DeepMindGemini 2.0 Flash ExperimentalDeepMind1356.00+/-94,064DeepMindProprietary
175MiniMaxAIMiniMax M2MiniMaxAI1355.00+/-33319MiniMaxAIApache 2.0
176OpenAIGPT-4.1 miniOpenAI1354.00+/-112,693OpenAIProprietary
177ling-flash-2.0 AntGroup1354.00+/-27460GroupMIT
178Qwen3-30B-A3B阿里巴巴1352.00+/-141,707阿里巴巴Apache 2.0
179Nvidianvidia-nemotron-3-nano-30b-a3b-bf16Nvidia1352.00+/-19984NvidiaNVIDIA Open Model
180AnthropicClaude 3.5 SonnetAnthropic1351.00+/-710,016AnthropicProprietary
181Mistralmistral-medium-2505Mistral1349.00+/-122,229MistralProprietary
182Tencenthunyuan-turbos-20250416Tencent1348.00+/-20846TencentProprietary
183OpenAIGPT-5-Nano (high)OpenAI1345.00+/-27493OpenAIProprietary
184AnthropicClaude 3.5 SonnetAnthropic1342.00+/-711,359AnthropicProprietary
185ring-flash-2.0 AntGroup1339.00+/-27454GroupMIT
186Google Deep MindGemini 1.5 ProGoogle Deep Mind1339.00+/-77,610Google Deep MindProprietary
187MistralAIMistral-Small-3.2MistralAI1339.00+/-181,041MistralAIApache 2.0
188OpenAIGPT OSS 20BOpenAI1336.00+/-22679OpenAIApache 2.0
189Nova 2 Lite亚马逊1334.00+/-20825亚马逊Proprietary
190DeepMindGemini 2.0 Flash-LiteDeepMind1326.00+/-102,814DeepMindProprietary
191Alibabaqwen-plus-0125Alibaba1324.00+/-19732AlibabaProprietary
192Google Deep MindGemma 3 - 27B (IT)Google Deep Mind1322.00+/-93,580Google Deep MindGemma
193granite-4.1-8bIBM1319.00+/-39236IBMApache 2.0
194Metallama-3.1-405b-instruct-fp8Meta1319.00+/-88,482MetaLlama 3.1 Community
195Llama 4 Maverick InstructFacebook AI研究实验室1318.00+/-112,839Facebook AI研究实验室Llama 4
196Google Deep MindGemma 3 - 12B (IT)Google Deep Mind1318.00+/-27389Google Deep MindGemma
197Metallama-3.1-405b-instruct-bf16Meta1316.00+/-85,215MetaLlama 3.1 Community
198StepFunstep-2-16k-exp-202412StepFun1313.00+/-20642StepFunProprietary
199AnthropicClaude3-OpusAnthropic1312.00+/-625,769AnthropicProprietary
200athene-v2-chat NexusFlow1312.00+/-93,412
201olmo-3-32b-thinkAi21311.00+/-32315Ai2Apache 2.0
202DeepSeek-AIDeepSeek-V3DeepSeek-AI1311.00+/-112,721DeepSeek-AIDeepSeek
203CohereAIC4AI Command A (202503)CohereAI1309.00+/-93,990CohereAICC-BY-NC-4.0
204Llama 4 Scout InstructFacebook AI研究实验室1309.00+/-131,942Facebook AI研究实验室Llama
205OpenAIGPT-4oOpenAI1309.00+/-86,826OpenAIProprietary
206Googlegemini-advanced-0514Google1306.00+/-106,395GoogleProprietary
207yi-lightning Proprietary1305.00+/-103,921
208olmo-3.1-32b-instructAi21305.00+/-23690Ai2Apache 2.0
209OpenAIGPT-4oOpenAI1305.00+/-715,103OpenAIProprietary
210Alibabaqwen2.5-plus-1127Alibaba1304.00+/-141,404AlibabaProprietary
211OpenAIGPT-4OpenAI1303.00+/-813,306OpenAIProprietary
212Tencenthunyuan-turbos-20250226Tencent1301.00+/-31238TencentProprietary
213OpenAIGPT-4OpenAI1299.00+/-812,374OpenAIProprietary
214StepFunstep-1o-turbo-202506StepFun1298.00+/-24564StepFunProprietary
215Google Deep MindGemini 1.5 ProGoogle Deep Mind1298.00+/-810,492Google Deep MindProprietary
216glm-4-plus-0111Zhipu1298.00+/-19721ZhipuProprietary
217olmo-3.1-32b-thinkAi21297.00+/-26472Ai2Apache 2.0
218Qwen2.5-VL-72B-Instruct阿里巴巴1297.00+/-85,415阿里巴巴Qwen
219OpenAIgpt-4-turbo-2024-04-09OpenAI1296.00+/-813,217OpenAIProprietary
220Llama3.3-70B-InstructFacebook AI研究实验室1296.00+/-85,776Facebook AI研究实验室Llama-3.3
221xAIGrok 2xAI1294.00+/-78,950xAIProprietary
222Tencenthunyuan-large-2025-02-10Tencent1294.00+/-24497TencentProprietary
223DeepSeekdeepseek-v2.5-1210DeepSeek1292.00+/-171,031DeepSeekDeepSeek
224Alibabaqwen-max-0919Alibaba1291.00+/-122,249AlibabaQwen
225Tencenthunyuan-standard-2025-02-10Tencent1290.00+/-24499TencentProprietary
226Googlegemini-1.5-flash-002Google1288.00+/-94,789GoogleProprietary
227Mistralmistral-large-2407Mistral1288.00+/-86,664MistralMistral Research
228DeepSeek-AIDeepSeek V2.5DeepSeek-AI1288.00+/-103,649DeepSeek-AIDeepSeek
229glm-4-plusZhipu AI1287.00+/-103,599Zhipu AIProprietary
230MistralAIMagistral-Medium-2506MistralAI1287.00+/-26551MistralAIProprietary
231AnthropicClaude 3.5 HaikuAnthropic1286.00+/-76,361AnthropicProprietary
232OpenAIGPT-4OpenAI1283.00+/-107,052OpenAIProprietary
233Mistralmistral-large-2411Mistral1282.00+/-93,574MistralMRL
234Tencenthunyuan-large-visionTencent1281.00+/-30350TencentProprietary
235Tencenthunyuan-turbo-0110Tencent1279.00+/-31243TencentProprietary
236ibm-granite-h-smallIBM1279.00+/-32357IBMApache 2.0
237Llama3.1-70B-InstructFacebook AI研究实验室1279.00+/-171,041Facebook AI研究实验室Llama 3.1
238MistralAIMistral-Small-3.1-24B-Instruct-2503MistralAI1278.00+/-132,130MistralAIApache 2.0
239OpenAIGPT-4OpenAI1276.00+/-811,181OpenAIProprietary
240OpenAIGPT-4o miniOpenAI1276.00+/-79,322OpenAIProprietary
241OpenAIGPT-4.1 nanoOpenAI1274.00+/-23582OpenAIProprietary
242Qwen2-72B-Instruct阿里巴巴1273.00+/-94,835阿里巴巴Qianwen LICENSE
243xAIgrok-2-mini-2024-08-13xAI1273.00+/-87,261xAIProprietary
244DeepSeekdeepseek-coder-v2DeepSeek1272.00+/-141,858DeepSeekDeepSeek License
245Nvidiallama-3.1-nemotron-51b-instructNvidia1271.00+/-22507NvidiaLlama 3.1
246Qwen2.5-Coder-32B-Instruct阿里巴巴1270.00+/-19725阿里巴巴Apache 2.0
247Llama3.1-70B-InstructFacebook AI研究实验室1269.00+/-87,677Facebook AI研究实验室Llama 3.1 Community
248Amazonamazon-nova-pro-v1.0Amazon1269.00+/-102,978AmazonProprietary
249Microsoft AzurePhi-4-reasoningMicrosoft Azure1265.00+/-102,764Microsoft AzureMIT
250llama-3.1-tulu-3-70bAi21264.00+/-25397Ai2Llama 3.1
251athene-70b-0725 CC-BY-NC-4.01262.00+/-102,921
252MistralAIMistral Small 24B Instruct 2501MistralAI1262.00+/-131,683MistralAIApache 2.0
253Google Deep MindGemma-3n-E4BGoogle Deep Mind1260.00+/-151,573Google Deep MindGemma
254Googlegemini-1.5-flash-001Google1258.00+/-88,392GoogleProprietary
255Llama3-70B-InstructFacebook AI研究实验室1258.00+/-720,941Facebook AI研究实验室Llama 3 Community
256Google Deep MindGemma 3 - 4B (IT)Google Deep Mind1254.00+/-28423Google Deep MindGemma
257AnthropicClaude3-SonnetAnthropic1254.00+/-813,766AnthropicProprietary
258Nvidianemotron-4-340b-instructNvidia1252.00+/-122,352NvidiaNVIDIA Open Model
259Tencenthunyuan-standard-256kTencent1250.00+/-29361TencentProprietary
260GLM4智谱AI1247.00+/-161,191智谱AIProprietary
261Googlegemma-2-27b-itGoogle1246.00+/-710,170GoogleGemma license
262reka-core-20240904 Proprietary1246.00+/-141,207
263jamba-1.5-large Jamba Open1245.00+/-151,147
264Amazonamazon-nova-lite-v1.0Amazon1244.00+/-112,511AmazonProprietary
265Mistralmistral-large-2402Mistral1244.00+/-97,987MistralProprietary
266CohereAIC4AI Aya Vision 32BCohereAI1233.00+/-103,854CohereAICC-BY-NC-4.0
267reka-flash-20240904 Proprietary1232.00+/-141,284
268AnthropicClaude3-HaikuAnthropic1231.00+/-714,983AnthropicProprietary
269Coherecommand-r-plus-08-2024Cohere1231.00+/-141,467CohereCC-BY-NC-4.0
270Googlegemini-1.5-flash-8b-001Google1229.00+/-85,036GoogleProprietary
271MistralAIMixtral-8x22B-Instruct-v0.1MistralAI1228.00+/-96,778MistralAIApache 2.0
272olmo-2-0325-32b-instructAi21227.00+/-28375Ai2Apache-2.0
273Amazonamazon-nova-micro-v1.0Amazon1224.00+/-112,455AmazonProprietary
274Qwen1.5-110B-Chat阿里巴巴1221.00+/-113,188阿里巴巴Qianwen LICENSE
275Mistralmistral-mediumMistral1220.00+/-114,406MistralProprietary
276Googlegemma-2-9b-itGoogle1219.00+/-87,110GoogleGemma license
277Microsoft AzurePhi-3-medium 14B-previewMicrosoft Azure1216.00+/-113,238Microsoft AzureMIT
278Mistralministral-8b-2410Mistral1214.00+/-20683MistralMRL
279CohereAIC4AI Command R+CohereAI1213.00+/-89,769CohereAICC-BY-NC-4.0
280Yi-1.5-34B零一万物1213.00+/-112,985零一万物
281reka-flash-21b-20240226-online Proprietary1212.00+/-142,028
282QwQ-32B-Preview阿里巴巴1211.00+/-24480阿里巴巴Apache 2.0
283Qwen1.5-72B-Chat阿里巴巴1209.00+/-105,327阿里巴巴Qianwen LICENSE
284InternLM2-Base-20B上海人工智能实验室1207.00+/-151,387上海人工智能实验室
285llama-3.1-tulu-3-8bAi21206.00+/-26363Ai2Llama 3.1
286Coherecommand-r-08-2024Cohere1206.00+/-141,601CohereCC-BY-NC-4.0
287gemma-2-9b-it-simpo MIT1206.00+/-151,285
288OpenAIgpt-3.5-turbo-1106OpenAI1203.00+/-152,134OpenAIProprietary
289Alibabaqwen1.5-32b-chatAlibaba1201.00+/-122,649AlibabaQianwen LICENSE
290CohereAIC4AI Aya Vision 8BCohereAI1200.00+/-151,307CohereAICC-BY-NC-4.0
291OpenAIgpt-3.5-turbo-0125OpenAI1200.00+/-88,626OpenAIProprietary
292DeepMindGemini-proDeepMind1200.00+/-19993DeepMindProprietary
293reka-flash-21b-20240226 Proprietary1199.00+/-113,363
294granite-3.1-2b-instructIBM1198.00+/-26391IBMApache 2.0
295granite-3.0-8b-instructIBM1197.00+/-19873IBMApache 2.0
296Googlegemini-pro-dev-apiGoogle1197.00+/-142,274GoogleProprietary
297zephyr-orpo-141b-A35b-v0.1 Apache 2.01196.00+/-22589
298dbrx-instruct-preview DBRX LICENSE1196.00+/-114,001
299Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1194.00+/-141,568Microsoft AzureMIT
300Microsoft AzurePhi-3-small 7BMicrosoft Azure1193.00+/-132,092Microsoft AzureMIT
301Llama3-8B-InstructFacebook AI研究实验室1193.00+/-814,252Facebook AI研究实验室Llama 3 Community
302Mistralmixtral-8x7b-instruct-v0.1Mistral1191.00+/-99,663MistralApache 2.0
303Llama3.1-8B-InstructFacebook AI研究实验室1190.00+/-28382Facebook AI研究实验室Apache 2.0
304Llama3.1-8B-InstructFacebook AI研究实验室1189.00+/-87,135Facebook AI研究实验室Llama 3.1 Community
305jamba-1.5-mini Jamba Open1186.00+/-161,094
306Coherecommand-rCohere1176.00+/-96,682CohereCC-BY-NC-4.0
307Qwen3-VL-2B阿里巴巴1169.00+/-19908阿里巴巴Apache 2.0
308Qwen1.5-14B-Chat阿里巴巴1167.00+/-142,184阿里巴巴Qianwen LICENSE
309Metallama-3.2-3b-instructMeta1165.00+/-161,136MetaLlama 3.2
310Googlegemma-2-2b-itGoogle1163.00+/-86,599GoogleGemma license
311snowflake-arctic-instruct Apache 2.01163.00+/-114,793
312Google ResearchGemma 1.1-7B-ITGoogle Research1161.00+/-113,039Google ResearchGemma license
313openchat-3.5-0106 Apache-2.01158.00+/-141,726
314starling-lm-7b-beta Apache-2.01158.00+/-141,973
315WizardLM-70B-V1.0WizardLM Team1158.00+/-19903WizardLM TeamLlama 2 Community
316DeepSeek-AIDeepSeek LLM 67B ChatDeepSeek-AI1156.00+/-23576DeepSeek-AIDeepSeek License
317smollm2-1.7b-instruct Apache 2.01152.00+/-33271
318openhermes-2.5-mistral-7b Apache-2.01152.00+/-20697
319Yi-34B零一万物1151.00+/-132,043零一万物
320Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1150.00+/-122,564Microsoft AzureMIT
321LLaMA2 70BFacebook AI研究实验室1145.00+/-19888Facebook AI研究实验室
322Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1139.00+/-132,813Microsoft AzureMIT
323Metallama-2-70b-chatMeta1137.00+/-104,740MetaLlama 2 Community
324MistralAIMistral-7B-Instruct-v0.2MistralAI1127.00+/-122,605MistralAIApache-2.0
325starling-lm-7b-alpha CC-BY-NC-4.01126.00+/-161,300
326Qwen-14B-Chat阿里巴巴1126.00+/-24534阿里巴巴Qianwen LICENSE
327openchat-3.5 Apache-2.01125.00+/-18945
328dolphin-2.2.1-mistral-7b Apache-2.01125.00+/-32219
329Metallama-3.2-1b-instructMeta1124.00+/-161,162MetaLlama 3.2
330Qwen1.5-7B-Chat阿里巴巴1121.00+/-20690阿里巴巴Qianwen LICENSE
331Google ResearchGemma 7B - ItGoogle Research1118.00+/-161,120Google ResearchGemma license
332Vicuna 33BLM-SYS1116.00+/-132,663LM-SYS
333Google ResearchPaLM 2Google Research1116.00+/-19901Google ResearchProprietary
334Nvidiallama2-70b-steerlm-chatNvidia1114.00+/-27440NvidiaLlama 2 Community
335Baichuan2-13B-Chat百川智能1110.00+/-132,218百川智能Llama 2 Community
336CodeLLaMA-34BFacebook AI研究实验室1109.00+/-19770Facebook AI研究实验室Llama 2 Community
337solar-10.7b-instruct-v1.0 CC-BY-NC-4.01109.00+/-22604
338Google ResearchGemma 1.1-2B-ITGoogle Research1108.00+/-161,355Google ResearchGemma license
339mpt-30b-chat CC-BY-NC-SA-4.01095.00+/-34242
340nous-hermes-2-mixtral-8x7b-dpo Apache-2.01093.00+/-21628
341Qwen1.5-4B-Chat阿里巴巴1086.00+/-18988阿里巴巴Qianwen LICENSE
342Baichuan2-7B-Chat百川智能1086.00+/-141,656百川智能Llama 2 Community
343stripedhyena-nous-7b Apache 2.01085.00+/-20676
344vicuna-13b Llama 2 Community1083.00+/-142,146
345zephyr-7b-beta MIT1082.00+/-171,250
346MistralAIMistral 7B InstructMistralAI1082.00+/-19974MistralAIApache 2.0
347guanaco-33b Non-commercial1080.00+/-32280
348Google ResearchGemma 2B - ItGoogle Research1071.00+/-22597Google ResearchGemma license
349Microsoftwizardlm-13bMicrosoft1064.00+/-21669MicrosoftLlama 2 Community
350olmo-7b-instructAi21054.00+/-19848Ai2Apache-2.0
351vicuna-7b Llama 2 Community1048.00+/-22658
352ChatGLM3-6B智谱AI1042.00+/-23576智谱AI
353GPT4All 13BNomic AI998.00+/-37211Nomic AI
354alpaca-13b Non-commercial993.00+/-23652
355mpt-7b-chat CC-BY-NC-SA-4.0986.00+/-25471
356RWKV-4-Raven-14B Apache 2.0983.00+/-24544
357Koala达摩院980.00+/-21751达摩院
358ChatGLM-6B智谱AI977.00+/-26525智谱AI
359ChatGLM2-6B智谱AI972.00+/-35227智谱AI
360oasst-pythia-12b Apache 2.0960.00+/-22687
361dolly-v2-12b MIT951.00+/-29370
362LLaMA 13BFacebook AI研究实验室920.00+/-33252Facebook AI研究实验室Non-commercial
363fastchat-t5-3b Apache 2.0920.00+/-26462
364stablelm-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。