DataLearner 标志

LMArena Coding Arena 代码能力排行榜

基于 LMArena Coding Arena 用户匿名投票的最新AI大模型代码编程能力排行榜,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

Opus 4.7 (thinking)

最高得分

1553.00

模型数量

371

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 大模型在代码编程任务中的实力排名。数据来源于 LMArena (前身为 LMSYS Chatbot Arena)的 Coding 子赛道,通过真实用户匿名盲测投票评估各模型在代码编程任务中的表现。

评测方法概要

匿名盲测:用户发出编程问题后,由两个"隐藏身份"的模型分别给出代码解答,用户投票选出更好的回答,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的代码回答越容易被用户选择。

覆盖多种编程场景:包括代码生成、Bug 修复、算法实现、代码解释等高频真实编程场景。

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
AnthropicOpus 4.7 (thinking)Anthropic1553.00+/-713,772AnthropicProprietary
AnthropicClaude Fable 5Anthropic1551.00+/-122,459AnthropicProprietary
AnthropicClaude Opus 4.6 (thinking)Anthropic1550.00+/-615,751AnthropicProprietary
4AnthropicClaude Opus 4.6Anthropic1549.00+/-617,906AnthropicProprietary
5AnthropicOpus 4.7Anthropic1548.00+/-714,088AnthropicProprietary
6AnthropicClaude Opus 4.8 (thinking)Anthropic1535.00+/-88,002AnthropicProprietary
7AnthropicClaude Opus 4.8Anthropic1533.00+/-88,172AnthropicProprietary
8Muse Spark 1.1Facebook AI研究实验室1532.00+/-151,718Facebook AI研究实验室Proprietary
9AnthropicClaude Opus 4 (thinking-32k)Anthropic1530.00+/-77,614AnthropicProprietary
10Moonshot AIKimi K3Moonshot AI1529.00+/-22798Moonshot AIProprietary
11AnthropicClaude Sonnet 4.6Anthropic1527.00+/-615,132AnthropicProprietary
12Qwen3.7-Max-Preview阿里巴巴1527.00+/-181,123阿里巴巴Proprietary
13Muse SparkFacebook AI研究实验室1525.00+/-103,780Facebook AI研究实验室Proprietary
14OpenAIgpt-5.6-sol-xhighOpenAI1523.00+/-181,162OpenAIProprietary
15AnthropicClaude Sonnet 4.5 (high)Anthropic1523.00+/-113,111AnthropicProprietary
16AnthropicClaude Opus 4Anthropic1523.00+/-617,315AnthropicProprietary
17GLM 5.1智谱AI1521.00+/-88,056智谱AIMIT
18Google Deep MindGemini 3.1 Pro PreviewGoogle Deep Mind1521.00+/-622,312Google Deep MindProprietary
19OpenAIGPT-5.4 (high)OpenAI1521.00+/-615,319OpenAIProprietary
20AnthropicClaude Sonnet 4.5 (thinking-32k)Anthropic1520.00+/-519,288AnthropicProprietary
21OpenAIGPT-5.5 (high)OpenAI1519.00+/-712,012OpenAIProprietary
22xAIGrok 4.5xAI1519.00+/-151,662xAIProprietary
23Google Deep MindGemini 3 ProGoogle Deep Mind1519.00+/-78,574Google Deep MindProprietary
24mimo-v2.5-proXiaomi1518.00+/-710,969XiaomiMIT
25OpenAIGPT-5.2 Chat (0210)OpenAI1516.00+/-79,152OpenAIProprietary
26Moonshot AIKimi K2.6Moonshot AI1515.00+/-710,359Moonshot AIModified MIT
27ERNIE-5.1-Preview百度1514.00+/-710,403百度Proprietary
28AnthropicClaude Sonnet 4.5Anthropic1513.00+/-519,126AnthropicProprietary
29OpenAIGPT-5.5 InstantOpenAI1513.00+/-87,601OpenAIProprietary
30OpenAIGPT-5.4OpenAI1513.00+/-616,474OpenAIProprietary
31AnthropicOpus 4.1 (thinking-16k)Anthropic1513.00+/-69,830AnthropicProprietary
32xAIgrok-4.20-beta-0309-reasoningxAI1512.00+/-616,065xAIProprietary
33GLM-5.2 (max)智谱AI1512.00+/-104,382智谱AIMIT
34Qwen3.5 Max Preview阿里巴巴1512.00+/-86,049阿里巴巴Proprietary
35Qwen3.7-Plus阿里巴巴1511.00+/-95,873阿里巴巴Proprietary
36DOLA Seed 2.0 Pro字节跳动Seed团队1510.00+/-618,164字节跳动Seed团队Proprietary
37xAIgrok-4.20-multi-agent-beta-0309xAI1509.00+/-615,778xAIProprietary
38Google Deep MindGemini 3.0 FlashGoogle Deep Mind1509.00+/-86,386Google Deep MindProprietary
39Googlegemini-3.5-flash-mediumGoogle1508.00+/-113,510GoogleProprietary
40xAIGrok 4.20 BetaxAI1508.00+/-87,211xAIProprietary
41Qwen3.6-Max-Preview阿里巴巴1508.00+/-161,548阿里巴巴Proprietary
42OpenAIGPT-5.5OpenAI1506.00+/-712,766OpenAIProprietary
43Googlegemini-3.5-flash-highGoogle1506.00+/-123,023GoogleProprietary
44AnthropicOpus 4.1Anthropic1505.00+/-515,506AnthropicProprietary
45Moonshot AIKimi K2.5 InstantMoonshot AI1504.00+/-141,802Moonshot AIModified MIT
46mimo-v2-proXiaomi1503.00+/-86,963XiaomiProprietary
47DeepSeek-AIDeepSeek-V4-ProDeepSeek-AI1502.00+/-712,705DeepSeek-AIMIT
48Meituanlongcat-flash-chat-2602-expMeituan1502.00+/-77,789MeituanProprietary
49Moonshot AIKimi K2 ThinkingMoonshot AI1502.00+/-616,650Moonshot AIModified MIT
50MiniMaxAIMiniMax M3MiniMaxAI1500.00+/-87,543MiniMaxAIMiniMax Community License
51AnthropicClaude Opus 4 (thinking-16k)Anthropic1499.00+/-86,669AnthropicProprietary
52xAIGrok 4.1 ThinkingxAI1498.00+/-615,119xAIProprietary
53DeepMindGemma 4 31BDeepMind1498.00+/-151,359DeepMindApache 2.0
54GLM-5智谱AI1498.00+/-77,210智谱AIMIT
55OpenAIGPT-5.3 ChatOpenAI1497.00+/-78,785OpenAIProprietary
56GLM-5V-Turbo智谱AI1497.00+/-161,522智谱AIProprietary
57OpenAIGPT-5.4 mini (high)OpenAI1496.00+/-615,091OpenAIProprietary
58Qwen 3.6 Plus Preview阿里巴巴1494.00+/-712,690阿里巴巴Proprietary
59xAIGrok 4.1xAI1492.00+/-615,636xAIProprietary
60DeepSeek-AIDeepSeek-V4-Pro (thinking)DeepSeek-AI1492.00+/-711,960DeepSeek-AIMIT
61Google Deep MindGemini 3.0 Flash (minimal)Google Deep Mind1491.00+/-521,422Google Deep MindProprietary
62Qwen3.5-397B-A17B阿里巴巴1491.00+/-616,015阿里巴巴Apache 2.0
63OpenAIGPT-5.1 Pro (high)OpenAI1491.00+/-78,205OpenAIProprietary
64ERNIE 5.0 (0110)百度1490.00+/-78,592百度Proprietary
65mimo-v2.5Xiaomi1490.00+/-711,841XiaomiMIT
66OpenAIGPT-5.2 Pro (high)OpenAI1489.00+/-611,746OpenAIProprietary
67mimo-v2-omniXiaomi1487.00+/-95,550XiaomiProprietary
68xAIGrok 4.3 BetaxAI1487.00+/-712,461xAIProprietary
69Amazonamazon-nova-experimental-chat-26-02-10Amazon1487.00+/-20844AmazonProprietary
70Moonshot AIKimi K2 Thinking (thinking-turbo)Moonshot AI1487.00+/-614,832Moonshot AIModified MIT
71GLM-4.7智谱AI1485.00+/-122,410智谱AIMIT
72DeepSeek-AIDeepSeek-V4-FlashDeepSeek-AI1482.00+/-712,454DeepSeek-AIMIT
73InklingThinking Machines Lab1482.00+/-27454Thinking Machines LabApache 2.0
74OpenAIGPT-5.2OpenAI1482.00+/-519,600OpenAIProprietary
75Qwen3 Max (Preview)阿里巴巴1482.00+/-85,366阿里巴巴Proprietary
76DeepSeek-AIDeepSeek-V4-Flash (thinking)DeepSeek-AI1482.00+/-712,406DeepSeek-AIMIT
77DeepMindGemma 4 26B A4BDeepMind1480.00+/-151,370DeepMindApache 2.0
78AnthropicHaiku 4.5Anthropic1479.00+/-526,430AnthropicProprietary
79MiniMaxAIMiniMax-M2.7MiniMaxAI1479.00+/-613,908MiniMaxAIModified MIT
80MistralAIMistral Medium 3.5MistralAI1479.00+/-113,080MistralAIModified MIT
81Amazonamazon-nova-experimental-chat-26-01-10Amazon1479.00+/-21733AmazonProprietary
82DeepSeek-AIDeepSeek V3.2-Exp (thinking)DeepSeek-AI1475.00+/-78,535DeepSeek-AIMIT
83DeepSeek-AIDeepSeek V3.2-Exp (thinking)DeepSeek-AI1475.00+/-131,918DeepSeek-AIMIT
84Alibabaqwen3-max-2025-09-23Alibaba1474.00+/-132,040AlibabaProprietary
85Meituanlongcat-flash-chatMeituan1474.00+/-132,235MeituanMIT
86OpenAIGPT-5.1OpenAI1474.00+/-79,115OpenAIProprietary
87Qwen3-235B-A22B-2507阿里巴巴1473.00+/-521,300阿里巴巴Apache 2.0
88AnthropicClaude Sonnet 4 (thinking-32k)Anthropic1473.00+/-86,403AnthropicProprietary
89NVIDIANemotron 3 UltraNVIDIA1472.00+/-122,692NVIDIAOpenMDW-1.1
90ERNIE 5.0 Preview (1203)百度1472.00+/-131,953百度Proprietary
91DeepSeek-AIDeepSeek V3.2DeepSeek-AI1470.00+/-610,604DeepSeek-AIMIT
92OpenAIGPT-4o(2025-03-27)OpenAI1469.00+/-515,851OpenAIProprietary
93OpenAIGPT-5-Pro (high)OpenAI1468.00+/-86,358OpenAIProprietary
94MistralAIMistral Large 3MistralAI1467.00+/-611,554MistralAIApache 2.0
95Moonshot AIKimi K2 0905Moonshot AI1467.00+/-132,241Moonshot AIModified MIT
96Qwen3-VL-235B-A22B-Instruct阿里巴巴1465.00+/-132,317阿里巴巴Apache 2.0
97DeepSeek-AIDeepSeek V3.2-ExpDeepSeek-AI1465.00+/-122,495DeepSeek-AIMIT
98Google Deep MindGemini 2.5 ProGoogle Deep Mind1465.00+/-426,537Google Deep MindProprietary
99DeepSeek-AIDeepSeek-R1-0528DeepSeek-AI1465.00+/-112,725DeepSeek-AIMIT
100AnthropicClaude Opus 4Anthropic1464.00+/-77,896AnthropicProprietary
101OpenAIGPT-5.2 Chat (0210)OpenAI1463.00+/-85,986OpenAIProprietary
102DeepSeek-AIDeepSeek-V3.1 Terminus (thinking)DeepSeek-AI1463.00+/-24635DeepSeek-AIMIT
103xAIGrok 4.1 Fast (fast-reasoning)xAI1462.00+/-613,597xAIProprietary
104OpenAIGPT-5.4 nano (high)OpenAI1462.00+/-615,304OpenAIProprietary
105Moonshot AIKimi K2Moonshot AI1460.00+/-85,237Moonshot AIModified MIT
106Tencenthunyuan-hy3-previewTencent1460.00+/-141,967Tencenttencent-hunyuan-community
107Qwen3.5-122B-A10B阿里巴巴1459.00+/-77,807阿里巴巴Apache 2.0
108OpenAIGPT-4.5OpenAI1459.00+/-131,939OpenAIProprietary
109OpenAIOpenAI o3OpenAI1459.00+/-611,741OpenAIProprietary
110GLM-4.6智谱AI1459.00+/-77,474智谱AIMIT
111xAIGrok 4 FastxAI1458.00+/-161,248xAIProprietary
112Google Deep MindGemini 3.1 Flash-LiteGoogle Deep Mind1457.00+/-616,838Google Deep MindProprietary
113DeepSeek-AIDeepSeek-V3.1 (thinking)DeepSeek-AI1457.00+/-131,903DeepSeek-AIMIT
114Qwen3-Coder-480B-A35B阿里巴巴1457.00+/-94,849阿里巴巴Apache 2.0
115OpenAIGPT-4.1OpenAI1456.00+/-79,310OpenAIProprietary
116MistralAIMagistral-Medium-2506MistralAI1455.00+/-521,107MistralAIProprietary
117Qwen3-VL-235B-A22B-Instruct (thinking)阿里巴巴1455.00+/-141,629阿里巴巴Apache 2.0
118GLM-4.5智谱AI1454.00+/-94,770智谱AIMIT
119AnthropicClaude3-Sonnet (thinking-32k)Anthropic1452.00+/-86,190AnthropicProprietary
120StepFunAIStep 3.5 FlashStepFunAI1450.00+/-613,482StepFunAIApache 2.0
121Qwen3.5-27B阿里巴巴1450.00+/-77,527阿里巴巴Apache 2.0
122AnthropicClaude Sonnet 4Anthropic1449.00+/-77,399AnthropicProprietary
123DeepSeek-AIDeepSeek-V3.1DeepSeek-AI1448.00+/-122,623DeepSeek-AIMIT
124mimo-v2-flash (non-thinking)Xiaomi1446.00+/-612,018XiaomiMIT
125Qwen3-Next阿里巴巴1446.00+/-94,790阿里巴巴Apache 2.0
126Alibabaqwen3-235b-a22b-no-thinkingAlibaba1446.00+/-86,970AlibabaApache 2.0
127DeepSeek-AIDeepSeek-R1DeepSeek-AI1445.00+/-122,317DeepSeek-AIMIT
128MiniMaxAIMiniMax M2.5MiniMaxAI1444.00+/-710,887MiniMaxAIModified MIT
129xAIGrok 3xAI1443.00+/-85,398xAIProprietary
130Alibabaqwen3-235b-a22b-thinking-2507Alibaba1442.00+/-151,611AlibabaApache 2.0
131trinity-large-preview Apache 2.01441.00+/-87,633
132Qwen3-30B-A3B-2507阿里巴巴1439.00+/-94,658阿里巴巴Apache 2.0
133MiniMaxAIM2.1MiniMaxAI1439.00+/-103,415MiniMaxAIMIT
134DeepSeek-AIDeepSeek-V3.1 TerminusDeepSeek-AI1439.00+/-21778DeepSeek-AIMIT
135StepFunAIStep 3.5 FlashStepFunAI1438.00+/-615,542StepFunAIProprietary
136xAIGrok 4 Fast (fast-reasoning)xAI1437.00+/-93,949xAIProprietary
137Tencenthunyuan-vision-1.5-thinkingTencent1437.00+/-27437TencentProprietary
138xAIGrok 4xAI1435.00+/-78,149xAIProprietary
139AnthropicClaude 3.5 SonnetAnthropic1435.00+/-614,956AnthropicProprietary
140OpenAIOpenAI o3-mini (high)OpenAI1435.00+/-122,596OpenAIProprietary
141Qwen3.5-35B-A3B阿里巴巴1434.00+/-77,981阿里巴巴Apache 2.0
142Amazonamazon-nova-experimental-chat-12-10Amazon1434.00+/-21704AmazonProprietary
143OpenAIGPT-4.1 miniOpenAI1433.00+/-76,915OpenAIProprietary
144Mistralmistral-medium-2505Mistral1433.00+/-85,894MistralProprietary
145Qwen3-235B-A22B阿里巴巴1433.00+/-94,340阿里巴巴Apache 2.0
146OpenAIOpenAI o1OpenAI1433.00+/-103,973OpenAIProprietary
147ERNIE 5.0百度1433.00+/-19915百度Proprietary
148OpenAIOpenAI o4 - miniOpenAI1432.00+/-78,712OpenAIProprietary
149mimo-v2-flash (thinking)Xiaomi1431.00+/-122,440XiaomiMIT
150OpenAIGPT-5-mini (high)OpenAI1431.00+/-85,496OpenAIProprietary
151AnthropicClaude3-SonnetAnthropic1430.00+/-77,140AnthropicProprietary
152DeepSeek-AIDeepSeek-V3-0324DeepSeek-AI1429.00+/-78,362DeepSeek-AIMIT
153Google Deep MindGemini 2.5 Flash-Preview-09-2025Google Deep Mind1428.00+/-86,837Google Deep MindProprietary
154GLM-4.5-Air智谱AI1426.00+/-86,104智谱AIMIT
155Google Deep MindGemini 2.5 FlashGoogle Deep Mind1424.00+/-425,883Google Deep MindProprietary
156GLM-4.7-Flash智谱AI1423.00+/-112,683智谱AIMIT
157Qwen3-Next (thinking)阿里巴巴1421.00+/-112,674阿里巴巴Apache 2.0
158Amazonamazon-nova-experimental-chat-11-10Amazon1419.00+/-85,305AmazonProprietary
159GLM-4.6V智谱AI1418.00+/-25534智谱AIMIT
160OpenAIOpenAI o1OpenAI1416.00+/-95,123OpenAIProprietary
161MiniMaxminimax-m1MiniMax1416.00+/-86,482MiniMaxApache 2.0
162OpenAIOpenAI o3-miniOpenAI1416.00+/-69,456OpenAIProprietary
163trinity-large-thinking Apache 2.01414.00+/-88,161
164MistralAIMistral-Small-3.2MistralAI1413.00+/-103,360MistralAIApache 2.0
165ling-flash-2.0 AntGroup1412.00+/-151,529GroupMIT
166Amazonamazon-nova-experimental-chat-10-20Amazon1411.00+/-122,293AmazonProprietary
167Nvidianvidia-nemotron-3-super-120b-a12bNvidia1410.00+/-141,788NvidiaNVIDIA Open Model
168intellect-3 MIT1409.00+/-19971
169StepFunAIStep3StepFunAI1408.00+/-171,231StepFunAIApache 2.0
170Qwen3-32B阿里巴巴1407.00+/-24513阿里巴巴Apache 2.0
171Nvidianvidia-llama-3.3-nemotron-super-49b-v1.5Nvidia1405.00+/-22659NvidiaNvidia Open
172GLM-4.5V智谱AI1405.00+/-18992智谱AIMIT
173Qwen2.5-Max阿里巴巴1403.00+/-85,098阿里巴巴Proprietary
174Tencenthunyuan-turbos-20250226Tencent1400.00+/-31275TencentProprietary
175Hunyuan-T1腾讯AI实验室1399.00+/-20805腾讯AI实验室Proprietary
176AnthropicClaude 3.5 SonnetAnthropic1398.00+/-713,607AnthropicProprietary
177Google Deep MindGemini 2.5 Flash-Lite-Preview-09-2025 (no-thinking)Google Deep Mind1397.00+/-69,677Google Deep MindProprietary
178AImercury-2 InceptionAI1397.00+/-21770AIProprietary
179Nova 2 Lite亚马逊1396.00+/-122,507亚马逊Proprietary
180Tencenthunyuan-turbos-20250416Tencent1394.00+/-141,776TencentProprietary
181Nvidiallama-3.1-nemotron-ultra-253b-v1Nvidia1391.00+/-30367NvidiaNvidia Open Model
182ring-flash-2.0 AntGroup1391.00+/-151,538GroupMIT
183OpenAIGPT OSS 120BOpenAI1390.00+/-86,491OpenAIApache 2.0
184OpenAIOpenAI o3-mini (high)OpenAI1390.00+/-103,291OpenAIProprietary
185CohereAIC4AI Command A (202503)CohereAI1390.00+/-610,215CohereAICC-BY-NC-4.0
186Amazonamazon-nova-experimental-chat-10-09Amazon1389.00+/-24551AmazonProprietary
187DeepSeek-AIDeepSeek-V3DeepSeek-AI1388.00+/-103,280DeepSeek-AIDeepSeek
188OpenAIOpenAI o1-miniOpenAI1387.00+/-78,478OpenAIProprietary
189MistralAIMagistral-Medium-2506MistralAI1387.00+/-122,247MistralAIProprietary
190Qwen3-30B-A3B阿里巴巴1387.00+/-94,526阿里巴巴Apache 2.0
191xAIgrok-3-mini-betaxAI1386.00+/-94,253xAIProprietary
192AnthropicClaude 3.5 HaikuAnthropic1385.00+/-611,237AnthropicProprietary
193MiniMaxAIMiniMax M2MiniMaxAI1385.00+/-151,544MiniMaxAIApache 2.0
194QwQ-32B阿里巴巴1385.00+/-94,044阿里巴巴Apache 2.0
195olmo-3.1-32b-instructAi21384.00+/-122,511Ai2Apache 2.0
196Google Deep MindGemini 2.5 Flash-Lite (thinking)Google Deep Mind1383.00+/-86,000Google Deep MindProprietary
197OpenAIGPT-5-Nano (high)OpenAI1383.00+/-151,683OpenAIProprietary
198Alibabaqwen-plus-0125Alibaba1380.00+/-18893AlibabaProprietary
199Metallama-3.1-405b-instruct-bf16Meta1375.00+/-86,249MetaLlama 3.1 Community
200DeepSeekdeepseek-v2.5-1210DeepSeek1375.00+/-171,079DeepSeekDeepSeek
201OpenAIGPT-4.1 nanoOpenAI1374.00+/-19807OpenAIProprietary
202Llama 4 Maverick InstructFacebook AI研究实验室1373.00+/-76,990Facebook AI研究实验室Llama 4
203Tencenthunyuan-turbo-0110Tencent1372.00+/-30299TencentProprietary
204StepFunstep-2-16k-exp-202412StepFun1371.00+/-20737StepFunProprietary
205OpenAIGPT OSS 20BOpenAI1369.00+/-132,168OpenAIApache 2.0
206athene-v2-chat NexusFlow1369.00+/-94,019
207OpenAIGPT-4oOpenAI1369.00+/-619,526OpenAIProprietary
208yi-lightning Proprietary1369.00+/-104,316
209DeepSeek-AIDeepSeek V2.5DeepSeek-AI1368.00+/-94,252DeepSeek-AIDeepSeek
210Metallama-3.1-405b-instruct-fp8Meta1368.00+/-79,714MetaLlama 3.1 Community
211AImercury InceptionAI1368.00+/-29393AIProprietary
212Tencenthunyuan-large-2025-02-10Tencent1367.00+/-25519TencentProprietary
213DeepMindGemini 2.0 Flash ExperimentalDeepMind1365.00+/-76,995DeepMindProprietary
214olmo-3-32b-thinkAi21364.00+/-181,053Ai2Apache 2.0
215Nvidiallama-3.3-nemotron-49b-super-v1Nvidia1363.00+/-31286NvidiaNvidia
216Nvidianvidia-nemotron-3-nano-30b-a3b-bf16Nvidia1363.00+/-103,281NvidiaNVIDIA Open Model
217Llama 4 Scout InstructFacebook AI研究实验室1362.00+/-95,251Facebook AI研究实验室Llama
218MistralAIMistral-Small-3.1-24B-Instruct-2503MistralAI1362.00+/-86,137MistralAIApache 2.0
219OpenAIGPT-4oOpenAI1360.00+/-87,318OpenAIProprietary
220xAIGrok 2xAI1359.00+/-710,368xAIProprietary
221Google Deep MindGemma 3 - 27B (IT)Google Deep Mind1358.00+/-78,073Google Deep MindGemma
222Alibabaqwen2.5-plus-1127Alibaba1357.00+/-141,553AlibabaProprietary
223Google Deep MindGemini 1.5 ProGoogle Deep Mind1356.00+/-79,175Google Deep MindProprietary
224Tencenthunyuan-large-visionTencent1356.00+/-19963TencentProprietary
225Qwen2.5-VL-72B-Instruct阿里巴巴1356.00+/-86,688阿里巴巴Qwen
226AnthropicClaude3-OpusAnthropic1354.00+/-633,748AnthropicProprietary
227Mistralmistral-large-2407Mistral1354.00+/-87,589MistralMistral Research
228StepFunstep-1o-turbo-202506StepFun1353.00+/-151,505StepFunProprietary
229Alibabaqwen-max-0919Alibaba1353.00+/-112,756AlibabaQwen
230glm-4-plusZhipu AI1352.00+/-94,449Zhipu AIProprietary
231granite-4.1-8bIBM1352.00+/-201,084IBMApache 2.0
232athene-70b-0725 CC-BY-NC-4.01350.00+/-113,122
233OpenAIGPT-4o miniOpenAI1349.00+/-710,927OpenAIProprietary
234OpenAIgpt-4-turbo-2024-04-09OpenAI1347.00+/-717,104OpenAIProprietary
235Google Deep MindGemini 1.5 ProGoogle Deep Mind1347.00+/-812,747Google Deep MindProprietary
236Mistralmistral-large-2411Mistral1346.00+/-94,212MistralMRL
237Llama3.3-70B-InstructFacebook AI研究实验室1345.00+/-78,747Facebook AI研究实验室Llama-3.3
238Amazonamazon-nova-pro-v1.0Amazon1343.00+/-93,853AmazonProprietary
239DeepMindGemini 2.0 Flash-LiteDeepMind1343.00+/-103,474DeepMindProprietary
240DeepSeekdeepseek-coder-v2DeepSeek1342.00+/-122,671DeepSeekDeepSeek License
241Qwen2.5-Coder-32B-Instruct阿里巴巴1342.00+/-19873阿里巴巴Apache 2.0
242OpenAIGPT-4OpenAI1339.00+/-715,605OpenAIProprietary
243olmo-3.1-32b-thinkAi21338.00+/-151,568Ai2Apache 2.0
244Googlegemini-advanced-0514Google1337.00+/-98,138GoogleProprietary
245xAIgrok-2-mini-2024-08-13xAI1335.00+/-78,652xAIProprietary
246Llama3.1-70B-InstructFacebook AI研究实验室1333.00+/-79,389Facebook AI研究实验室Llama 3.1 Community
247Tencenthunyuan-standard-2025-02-10Tencent1332.00+/-24549TencentProprietary
248OpenAIGPT-4OpenAI1331.00+/-815,289OpenAIProprietary
249glm-4-plus-0111Zhipu1330.00+/-18894ZhipuProprietary
250OpenAIGPT-4OpenAI1329.00+/-98,306OpenAIProprietary
251Llama3.1-70B-InstructFacebook AI研究实验室1329.00+/-151,312Facebook AI研究实验室Llama 3.1
252ibm-granite-h-smallIBM1328.00+/-171,268IBMApache 2.0
253AnthropicClaude3-SonnetAnthropic1317.00+/-718,888AnthropicProprietary
254Google Deep MindGemma 3 - 12B (IT)Google Deep Mind1316.00+/-23543Google Deep MindGemma
255Googlegemini-1.5-flash-002Google1316.00+/-85,892GoogleProprietary
256reka-core-20240904 Proprietary1315.00+/-151,216
257OpenAIGPT-4OpenAI1313.00+/-813,719OpenAIProprietary
258MistralAIMistral Small 24B Instruct 2501MistralAI1312.00+/-122,083MistralAIApache 2.0
259jamba-1.5-large Jamba Open1312.00+/-151,440
260Nvidiallama-3.1-nemotron-51b-instructNvidia1311.00+/-22665NvidiaLlama 3.1
261Googlegemini-1.5-flash-001Google1310.00+/-810,680GoogleProprietary
262GLM4智谱AI1308.00+/-141,718智谱AIProprietary
263Google Deep MindGemma-3n-E4BGoogle Deep Mind1308.00+/-103,526Google Deep MindGemma
264Nvidianemotron-4-340b-instructNvidia1308.00+/-113,254NvidiaNVIDIA Open Model
265llama-3.1-tulu-3-70bAi21308.00+/-24450Ai2Llama 3.1
266Microsoft AzurePhi-4-reasoningMicrosoft Azure1306.00+/-103,305Microsoft AzureMIT
267Amazonamazon-nova-lite-v1.0Amazon1306.00+/-103,060AmazonProprietary
268Llama3-70B-InstructFacebook AI研究实验室1306.00+/-728,126Facebook AI研究实验室Llama 3 Community
269Googlegemma-2-27b-itGoogle1305.00+/-612,088GoogleGemma license
270Tencenthunyuan-standard-256kTencent1301.00+/-25497TencentProprietary
271AnthropicClaude3-HaikuAnthropic1300.00+/-720,898AnthropicProprietary
272Qwen2-72B-Instruct阿里巴巴1296.00+/-96,249阿里巴巴Qianwen LICENSE
273Mistralmistral-large-2402Mistral1295.00+/-910,418MistralProprietary
274CohereAIC4AI Aya Vision 32BCohereAI1292.00+/-94,685CohereAICC-BY-NC-4.0
275reka-flash-20240904 Proprietary1291.00+/-151,207
276Amazonamazon-nova-micro-v1.0Amazon1288.00+/-102,981AmazonProprietary
277Llama3.1-8B-InstructFacebook AI研究实验室1287.00+/-26478Facebook AI研究实验室Apache 2.0
278Coherecommand-r-08-2024Cohere1281.00+/-131,783CohereCC-BY-NC-4.0
279Coherecommand-r-plus-08-2024Cohere1280.00+/-141,675CohereCC-BY-NC-4.0
280olmo-2-0325-32b-instructAi21279.00+/-27427Ai2Apache-2.0
281Qwen1.5-110B-Chat阿里巴巴1279.00+/-104,763阿里巴巴Qianwen LICENSE
282reka-flash-21b-20240226-online Proprietary1277.00+/-132,879
283MistralAIMixtral-8x22B-Instruct-v0.1MistralAI1277.00+/-98,780MistralAIApache 2.0
284Mistralministral-8b-2410Mistral1274.00+/-19838MistralMRL
285Qwen1.5-72B-Chat阿里巴巴1274.00+/-106,370阿里巴巴Qianwen LICENSE
286Google Deep MindGemma 3 - 4B (IT)Google Deep Mind1274.00+/-24605Google Deep MindGemma
287OpenAIgpt-3.5-turbo-0125OpenAI1274.00+/-811,130OpenAIProprietary
288CohereAIC4AI Command R+CohereAI1272.00+/-813,937CohereAICC-BY-NC-4.0
289Googlegemini-1.5-flash-8b-001Google1272.00+/-86,069GoogleProprietary
290gemma-2-9b-it-simpo MIT1272.00+/-151,471
291Googlegemma-2-9b-itGoogle1271.00+/-78,921GoogleGemma license
292reka-flash-21b-20240226 Proprietary1266.00+/-114,748
293jamba-1.5-mini Jamba Open1265.00+/-151,352
294OpenAIgpt-3.5-turbo-1106OpenAI1261.00+/-162,121OpenAIProprietary
295Mistralmistral-mediumMistral1261.00+/-105,149MistralProprietary
296Alibabaqwen1.5-32b-chatAlibaba1261.00+/-113,930AlibabaQianwen LICENSE
297Llama3.1-8B-InstructFacebook AI研究实验室1260.00+/-78,582Facebook AI研究实验室Llama 3.1 Community
298CohereAIC4AI Aya Vision 8BCohereAI1255.00+/-151,567CohereAICC-BY-NC-4.0
299llama-3.1-tulu-3-8bAi21253.00+/-25476Ai2Llama 3.1
300Llama3-8B-InstructFacebook AI研究实验室1252.00+/-818,374Facebook AI研究实验室Llama 3 Community
301dbrx-instruct-preview DBRX LICENSE1250.00+/-115,502
302granite-3.1-2b-instructIBM1248.00+/-25508IBMApache 2.0
303DeepMindGemini-proDeepMind1248.00+/-24678DeepMindProprietary
304InternLM2-Base-20B上海人工智能实验室1248.00+/-141,684上海人工智能实验室
305Yi-1.5-34B零一万物1248.00+/-103,841零一万物
306zephyr-orpo-141b-A35b-v0.1 Apache 2.01244.00+/-21831
307Coherecommand-rCohere1242.00+/-99,645CohereCC-BY-NC-4.0
308granite-3.0-8b-instructIBM1240.00+/-181,108IBMApache 2.0
309Googlegemini-pro-dev-apiGoogle1239.00+/-142,681GoogleProprietary
310Qwen1.5-14B-Chat阿里巴巴1239.00+/-133,208阿里巴巴Qianwen LICENSE
311Mistralmixtral-8x7b-instruct-v0.1Mistral1239.00+/-811,784MistralApache 2.0
312starling-lm-7b-beta Apache-2.01235.00+/-132,948
313Microsoft AzurePhi-3-medium 14B-previewMicrosoft Azure1230.00+/-103,973Microsoft AzureMIT
314openchat-3.5-0106 Apache-2.01229.00+/-142,005
315snowflake-arctic-instruct Apache 2.01224.00+/-115,734
316DeepSeek-AIDeepSeek LLM 67B ChatDeepSeek-AI1217.00+/-24649DeepSeek-AIDeepSeek License
317Google ResearchGemma 1.1-7B-ITGoogle Research1217.00+/-104,332Google ResearchGemma license
318LLaMA2 70BFacebook AI研究实验室1214.00+/-21805Facebook AI研究实验室
319Qwen1.5-7B-Chat阿里巴巴1209.00+/-21772阿里巴巴Qianwen LICENSE
320Qwen3-VL-2B阿里巴巴1209.00+/-171,134阿里巴巴Apache 2.0
321starling-lm-7b-alpha CC-BY-NC-4.01207.00+/-161,397
322Yi-34B零一万物1205.00+/-132,345零一万物
323Microsoft AzurePhi-3-small 7BMicrosoft Azure1204.00+/-123,219Microsoft AzureMIT
324openchat-3.5 Apache-2.01202.00+/-20971
325Qwen-14B-Chat阿里巴巴1197.00+/-24599阿里巴巴Qianwen LICENSE
326Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1196.00+/-141,841Microsoft AzureMIT
327Googlegemma-2-2b-itGoogle1193.00+/-87,298GoogleGemma license
328Vicuna 33BLM-SYS1193.00+/-132,866LM-SYS
329WizardLM-70B-V1.0WizardLM Team1192.00+/-20988WizardLM TeamLlama 2 Community
330Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1187.00+/-123,449Microsoft AzureMIT
331openhermes-2.5-mistral-7b Apache-2.01186.00+/-23589
332MistralAIMistral-7B-Instruct-v0.2MistralAI1185.00+/-123,114MistralAIApache-2.0
333solar-10.7b-instruct-v1.0 CC-BY-NC-4.01183.00+/-27482
334Metallama-2-70b-chatMeta1178.00+/-105,717MetaLlama 2 Community
335Metallama-3.2-3b-instructMeta1176.00+/-161,351MetaLlama 3.2
336nous-hermes-2-mixtral-8x7b-dpo Apache-2.01175.00+/-24575
337QwQ-32B-Preview阿里巴巴1173.00+/-24566阿里巴巴Apache 2.0
338Google ResearchGemma 1.1-2B-ITGoogle Research1171.00+/-141,963Google ResearchGemma license
339Google ResearchGemma 7B - ItGoogle Research1167.00+/-171,381Google ResearchGemma license
340mpt-30b-chat CC-BY-NC-SA-4.01167.00+/-35258
341zephyr-7b-alpha MIT1166.00+/-39201
342vicuna-13b Llama 2 Community1162.00+/-142,389
343Baichuan2-13B-Chat百川智能1162.00+/-132,626百川智能Llama 2 Community
344smollm2-1.7b-instruct Apache 2.01159.00+/-33352
345CodeLLaMA-34BFacebook AI研究实验室1158.00+/-20853Facebook AI研究实验室Llama 2 Community
346Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1154.00+/-133,886Microsoft AzureMIT
347Google ResearchPaLM 2Google Research1152.00+/-21917Google ResearchProprietary
348zephyr-7b-beta MIT1152.00+/-181,250
349Microsoftwizardlm-13bMicrosoft1151.00+/-22735MicrosoftLlama 2 Community
350Metallama-3.2-1b-instructMeta1148.00+/-161,346MetaLlama 3.2
351Nvidiallama2-70b-steerlm-chatNvidia1145.00+/-28467NvidiaLlama 2 Community
352MistralAIMistral 7B InstructMistralAI1144.00+/-201,032MistralAIApache 2.0
353Google ResearchGemma 2B - ItGoogle Research1136.00+/-22742Google ResearchGemma license
354vicuna-7b Llama 2 Community1131.00+/-23726
355Qwen1.5-4B-Chat阿里巴巴1131.00+/-171,283阿里巴巴Qianwen LICENSE
356stripedhyena-nous-7b Apache 2.01126.00+/-22704
357guanaco-33b Non-commercial1113.00+/-36263
358olmo-7b-instructAi21106.00+/-22772Ai2Apache-2.0
359Baichuan2-7B-Chat百川智能1102.00+/-141,956百川智能Llama 2 Community
360ChatGLM3-6B智谱AI1089.00+/-26535智谱AI
361mpt-7b-chat CC-BY-NC-SA-4.01065.00+/-31397
362Koala达摩院1065.00+/-24747达摩院
363RWKV-4-Raven-14B Apache 2.01059.00+/-27505
364oasst-pythia-12b Apache 2.01049.00+/-25714
365ChatGLM-6B智谱AI1035.00+/-27551智谱AI
366ChatGLM2-6B智谱AI1030.00+/-35293智谱AI
367stablelm-tuned-alpha-7b CC-BY-NC-SA-4.01004.00+/-33363
368alpaca-13b Non-commercial999.00+/-27626
369dolly-v2-12b MIT962.00+/-34396
370fastchat-t5-3b Apache 2.0907.00+/-30428
371LLaMA 13BFacebook AI研究实验室882.00+/-39304Facebook AI研究实验室Non-commercial

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 Coding Arena?

LMArena Coding Arena 是 LMArena 旗下专注于代码能力的匿名评测平台。用户提交真实编程任务(如调试、代码生成、算法实现),系统将不同模型的输出并排展示(隐藏模型名称),由用户投票选出更好的答案,最终通过 Elo 算法汇总形成动态排行榜。

02

Coding Arena 与 SWE-bench、HumanEval 等静态基准有什么区别?

SWE-bench、HumanEval、MBPP 等静态基准使用固定测试集和自动化评分,可重现性强但容易被针对性优化("刷榜")。Coding Arena 来自真实用户的开放式需求,测试内容不固定,更能反映模型在实际编程场景中的表现,两者互为补充。

03

国产大模型在代码能力方面表现如何?

DeepSeek、Qwen 等国产模型在 Coding Arena 表现亮眼,已跻身全球前列。DeepSeek 以 MIT 协议开源,Qwen 系列支持中文编程场景,是开发者选择开源代码模型的重要参考。

04

如何用 AI 辅助日常编程工作?

常见场景包括:代码补全与生成调试代码审查单元测试生成,以及跨语言翻译