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 (high)

最高得分

1552.00

模型数量

395

数据版本

2026年09月02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 (high)Anthropic1552.00+/-617,176AnthropicProprietary
AnthropicClaude Opus 4.6 (high)Anthropic1552.00+/-618,800AnthropicProprietary
AnthropicClaude Fable 5Anthropic1551.00+/-87,293AnthropicProprietary
4AnthropicOpus 4.7Anthropic1547.00+/-617,342AnthropicProprietary
5AnthropicClaude Opus 4.6Anthropic1546.00+/-521,198AnthropicProprietary
6Moonshotkimi-k3-maxMoonshot1542.00+/-94,719MoonshotKimi K3 license
7Googlegemini-3.8-flash-highGoogle1537.00+/-161,456GoogleProprietary
8AnthropicClaude Opus 4.8 (high)Anthropic1534.00+/-613,439AnthropicProprietary
9Z.aiglm-5.3-flashZ.ai1534.00+/-171,274Z.aiMIT
10Facebook AI研究实验室Muse Spark 1.2 (xhigh)Facebook AI研究实验室1533.00+/-20935Facebook AI研究实验室Proprietary
11Anthropicclaude-opus-5-highAnthropic1533.00+/-79,354AnthropicProprietary
12Facebook AI研究实验室Muse Spark 1.1Facebook AI研究实验室1531.00+/-86,988Facebook AI研究实验室Proprietary
13AnthropicOpus 4.5Anthropic1530.00+/-77,521AnthropicProprietary
14OpenAIGPT-5.6 Sol (xhigh)OpenAI1529.00+/-86,534OpenAIProprietary
15AnthropicClaude Sonnet 4.6Anthropic1528.00+/-618,359AnthropicProprietary
16Z.aiglm-5.3-maxZ.ai1528.00+/-142,008Z.aiMIT
17AnthropicClaude Opus 4.8Anthropic1527.00+/-613,853AnthropicProprietary
18Facebook AI研究实验室Muse SparkFacebook AI研究实验室1526.00+/-103,770Facebook AI研究实验室Proprietary
19阿里巴巴Qwen3.7-Max-Preview阿里巴巴1525.00+/-181,118阿里巴巴Proprietary
20Anthropicclaude-opus-5-maxAnthropic1525.00+/-94,480AnthropicProprietary
21AnthropicClaude Opus 4Anthropic1523.00+/-617,189AnthropicProprietary
22xAIGrok 4.5xAI1523.00+/-87,383xAIProprietary
23Googlegemini-3.7-flash-highGoogle1522.00+/-151,740GoogleProprietary
24AnthropicClaude Sonnet 4.5 (high)Anthropic1521.00+/-78,653AnthropicProprietary
25Google Deep MindGemini 3.1 Pro PreviewGoogle Deep Mind1521.00+/-528,473Google Deep MindProprietary
26mimo-v2.5-proXiaomi1520.00+/-615,813XiaomiMIT
27OpenAIGPT-5.4 (high)OpenAI1520.00+/-616,433OpenAIProprietary
28OpenAIGPT-5.5 (high)OpenAI1520.00+/-617,668OpenAIProprietary
29AnthropicClaude Sonnet 4.5Anthropic1520.00+/-519,125AnthropicProprietary
30Alibabaqwen3.8-maxAlibaba1520.00+/-103,867AlibabaProprietary
31OpenAIGPT-5.6 Terra (xhigh)OpenAI1519.00+/-86,686OpenAIProprietary
32Google Deep MindGemini 3 ProGoogle Deep Mind1518.00+/-78,473Google Deep MindProprietary
33Googlegemini-3.6-flash-highGoogle1518.00+/-86,629GoogleProprietary
34AnthropicClaude Fable 5.1 (max)Anthropic1517.00+/-26553AnthropicProprietary
35OpenAIGPT-5.2 Chat (0210)OpenAI1515.00+/-79,094OpenAIProprietary
36Moonshot AIKimi K2.6Moonshot AI1514.00+/-710,421Moonshot AIModified MIT
37智谱AIGLM 5.1智谱AI1514.00+/-612,715智谱AIMIT
38OpenAIGPT-5.5 InstantOpenAI1514.00+/-87,522OpenAIProprietary
39百度ERNIE-5.1-Preview百度1514.00+/-710,299百度Proprietary
40阿里巴巴Qwen3.5 Max Preview阿里巴巴1514.00+/-86,055阿里巴巴Proprietary
41OpenAIGPT-5.4OpenAI1514.00+/-617,695OpenAIProprietary
42AnthropicClaude Sonnet 4.5Anthropic1513.00+/-518,945AnthropicProprietary
43字节跳动Seed团队DOLA Seed 2.0 Pro字节跳动Seed团队1513.00+/-620,711字节跳动Seed团队Proprietary
44AnthropicOpus 4.1 (thinking-16k)Anthropic1512.00+/-69,723AnthropicProprietary
45SpaceXAIgrok-4.6-highSpaceXAI1511.00+/-21839SpaceXAIProprietary
46xAIgrok-4.20-beta-0309-reasoningxAI1510.00+/-617,210xAIProprietary
47阿里巴巴Qwen3.6-Max-Preview阿里巴巴1509.00+/-151,551阿里巴巴Proprietary
48Z.aiglm-5.2-maxZ.ai1509.00+/-79,550Z.aiMIT
49OpenAIGPT-5.5OpenAI1509.00+/-618,407OpenAIProprietary
50xAIGrok 4.20 BetaxAI1508.00+/-87,159xAIProprietary
51xAIgrok-4.20-multi-agent-beta-0309xAI1508.00+/-616,889xAIProprietary
52Googlegemini-3.5-flash-highGoogle1508.00+/-79,940GoogleProprietary
53Google Deep MindGemini 3.0 FlashGoogle Deep Mind1507.00+/-86,335Google Deep MindProprietary
54Moonshot AIKimi K2.5 InstantMoonshot AI1506.00+/-141,776Moonshot AIModified MIT
55AnthropicOpus 4.1Anthropic1505.00+/-515,388AnthropicProprietary
56DeepSeekdeepseek-v4-pro-high-20260813DeepSeek1505.00+/-151,609DeepSeekMIT
57Googlegemini-3.5-flash-mediumGoogle1503.00+/-79,576GoogleProprietary
58Meituanlongcat-flash-chat-2602-expMeituan1503.00+/-77,755MeituanProprietary
59mimo-v2-proXiaomi1503.00+/-86,911XiaomiProprietary
60Googlegemini-3.5-flash-liteGoogle1502.00+/-86,220GoogleProprietary
61腾讯AI实验室Hy3腾讯AI实验室1502.00+/-141,947腾讯AI实验室Apache 2.0
62Moonshot AIKimi K2 ThinkingMoonshot AI1502.00+/-519,585Moonshot AIModified MIT
63DeepSeek-AIDeepSeek-V4-ProDeepSeek-AI1502.00+/-616,164DeepSeek-AIMIT
64阿里巴巴Qwen3.7-Plus阿里巴巴1500.00+/-711,103阿里巴巴Proprietary
65DeepMindGemma 4 31BDeepMind1499.00+/-151,371DeepMindApache 2.0
66xAIGrok 4.1 ThinkingxAI1499.00+/-614,835xAIProprietary
67AnthropicClaude Opus 4 (thinking-16k)Anthropic1498.00+/-86,561AnthropicProprietary
68MiniMaxAIMiniMax M3MiniMaxAI1498.00+/-613,035MiniMaxAIMiniMax Community License
69智谱AIGLM-5智谱AI1498.00+/-77,189智谱AIMIT
70OpenAIGPT-5.6 Luna (xhigh)OpenAI1497.00+/-86,918OpenAIProprietary
71OpenAIGPT-5.3 ChatOpenAI1496.00+/-78,703OpenAIProprietary
72OpenAIGPT-5.4 mini (high)OpenAI1496.00+/-616,205OpenAIProprietary
73阿里巴巴Qwen 3.6 Plus Preview阿里巴巴1495.00+/-613,767阿里巴巴Proprietary
74Alibabaqwen3.8-27bAlibaba1494.00+/-142,006AlibabaApache 2.0
75xAIGrok 4.1xAI1493.00+/-615,438xAIProprietary
76OpenAIGPT-5.1 Pro (high)OpenAI1492.00+/-78,110OpenAIProprietary
77InklingThinking Machines Lab1491.00+/-86,353Thinking Machines LabApache 2.0
78mimo-v2.5Xiaomi1491.00+/-712,853XiaomiMIT
79阿里巴巴Qwen3.5-397B-A17B阿里巴巴1491.00+/-521,233阿里巴巴Apache 2.0
80Google Deep MindGemini 3.0 Flash (minimal)Google Deep Mind1491.00+/-522,561Google Deep MindProprietary
81智谱AIGLM-5V-Turbo智谱AI1490.00+/-122,613智谱AIProprietary
82OpenAIGPT-5.2 Pro (high)OpenAI1490.00+/-611,686OpenAIProprietary
83百度ERNIE 5.0 (0110)百度1489.00+/-78,558百度Proprietary
84DeepSeekdeepseek-v4-pro-high-previewDeepSeek1488.00+/-615,107DeepSeekMIT
85xAIGrok 4.3 BetaxAI1488.00+/-618,320xAIProprietary
86Amazonamazon-nova-experimental-chat-26-02-10Amazon1487.00+/-20835AmazonProprietary
87Moonshot AIKimi K2 Thinking (thinking-turbo)Moonshot AI1486.00+/-614,686Moonshot AIModified MIT
88mimo-v2-omniXiaomi1486.00+/-95,534XiaomiProprietary
89智谱AIGLM-4.7智谱AI1485.00+/-122,387智谱AIMIT
90DeepSeek-AIDeepSeek-V4-FlashDeepSeek-AI1483.00+/-614,341DeepSeek-AIMIT
91Facebook AI研究实验室Muse Glimmer-30BFacebook AI研究实验室1482.00+/-181,065Facebook AI研究实验室Apache-2.0
92OpenAIGPT-5.2OpenAI1482.00+/-520,803OpenAIProprietary
93Amazonamazon-nova-experimental-chat-26-01-10Amazon1482.00+/-21735AmazonProprietary
94阿里巴巴Qwen3 Max (Preview)阿里巴巴1481.00+/-85,309阿里巴巴Proprietary
95DeepMindGemma 4 26B A4BDeepMind1481.00+/-151,379DeepMindApache 2.0
96AnthropicHaiku 4.5Anthropic1481.00+/-432,074AnthropicProprietary
97MiniMaxAIMiniMax-M2.7MiniMaxAI1480.00+/-618,875MiniMaxAIModified MIT
98DeepSeekdeepseek-v4-flash-high-previewDeepSeek1479.00+/-614,305DeepSeekMIT
99MistralAIMistral Medium 3.5MistralAI1479.00+/-113,077MistralAIModified MIT
100Inkling SmallThinky1477.00+/-94,303ThinkyApache 2.0
101DeepSeek-AIDeepSeek V3.2-Exp (thinking)DeepSeek-AI1476.00+/-78,482DeepSeek-AIMIT
102DeepSeek-AIDeepSeek V3.2-Exp (thinking)DeepSeek-AI1476.00+/-131,907DeepSeek-AIMIT
103NVIDIANemotron 3 UltraNVIDIA1475.00+/-112,953NVIDIAOpenMDW-1.1
104OpenAIGPT-5.1OpenAI1475.00+/-79,032OpenAIProprietary
105Alibabaqwen3-max-2025-09-23Alibaba1474.00+/-132,009AlibabaProprietary
106AnthropicClaude Sonnet 4 (thinking-32k)Anthropic1473.00+/-86,300AnthropicProprietary
107Meituanlongcat-flash-chatMeituan1473.00+/-132,207MeituanMIT
108百度ERNIE 5.0 Preview (1203)百度1472.00+/-131,925百度Proprietary
109阿里巴巴Qwen3-235B-A22B-2507阿里巴巴1472.00+/-521,116阿里巴巴Apache 2.0
110OpenAIGPT-5-Pro (high)OpenAI1470.00+/-86,307OpenAIProprietary
111DeepSeek-AIDeepSeek V3.2DeepSeek-AI1470.00+/-610,523DeepSeek-AIMIT
112MistralAIMistral Large 3MistralAI1469.00+/-516,356MistralAIApache 2.0
113OpenAIGPT-4o(2025-03-27)OpenAI1468.00+/-515,566OpenAIProprietary
114Moonshot AIKimi K2 0905Moonshot AI1467.00+/-132,219Moonshot AIModified MIT
115Google Deep MindGemini 2.5 ProGoogle Deep Mind1465.00+/-426,271Google Deep MindProprietary
116DeepSeek-AIDeepSeek V3.2-ExpDeepSeek-AI1465.00+/-122,471DeepSeek-AIMIT
117AnthropicClaude Opus 4Anthropic1465.00+/-77,782AnthropicProprietary
118阿里巴巴Qwen3-VL-235B-A22B-Instruct阿里巴巴1465.00+/-132,285阿里巴巴Apache 2.0
119DeepSeek-AIDeepSeek-R1-0528DeepSeek-AI1464.00+/-112,686DeepSeek-AIMIT
120OpenAIGPT-5.2 Chat (0210)OpenAI1462.00+/-85,931OpenAIProprietary
121DeepSeek-AIDeepSeek-V3.1 Terminus (thinking)DeepSeek-AI1461.00+/-24632DeepSeek-AIMIT
122xAIGrok 4.1 Fast (fast-reasoning)xAI1461.00+/-613,365xAIProprietary
123Tencenthunyuan-hy3-previewTencent1460.00+/-141,959Tencenttencent-hunyuan-community
124OpenAIOpenAI o3OpenAI1460.00+/-611,517OpenAIProprietary
125OpenAIGPT-5.4 nano (high)OpenAI1460.00+/-616,569OpenAIProprietary
126Moonshot AIKimi K2Moonshot AI1460.00+/-85,178Moonshot AIModified MIT
127阿里巴巴Qwen3.5-122B-A10B阿里巴巴1459.00+/-77,776阿里巴巴Apache 2.0
128OpenAIGPT-4.5OpenAI1459.00+/-131,939OpenAIProprietary
129xAIGrok 4 FastxAI1458.00+/-171,180xAIProprietary
130智谱AIGLM-4.6智谱AI1458.00+/-77,392智谱AIMIT
131阿里巴巴Qwen3-Coder-480B-A35B阿里巴巴1458.00+/-94,794阿里巴巴Apache 2.0
132Google Deep MindGemini 3.1 Flash-LiteGoogle Deep Mind1457.00+/-616,715Google Deep MindProprietary
133OpenAIGPT-4.1OpenAI1457.00+/-79,149OpenAIProprietary
134DeepSeek-AIDeepSeek-V3.1 (thinking)DeepSeek-AI1456.00+/-131,877DeepSeek-AIMIT
135智谱AIGLM-4.5智谱AI1455.00+/-94,712智谱AIMIT
136MistralAIMagistral-Medium-2506MistralAI1454.00+/-520,923MistralAIProprietary
137阿里巴巴Qwen3-VL-235B-A22B-Instruct (thinking)阿里巴巴1453.00+/-141,614阿里巴巴Apache 2.0
138AnthropicClaude3-Sonnet (thinking-32k)Anthropic1452.00+/-86,130AnthropicProprietary
139StepFunAIStep 3.5 FlashStepFunAI1450.00+/-614,324StepFunAIApache 2.0
140AnthropicClaude Sonnet 4Anthropic1450.00+/-77,271AnthropicProprietary
141阿里巴巴Qwen3.5-27B阿里巴巴1450.00+/-77,496阿里巴巴Apache 2.0
142solar-pro4Upstage1447.00+/-23684UpstageProprietary
143DeepSeek-AIDeepSeek-V3.1DeepSeek-AI1447.00+/-122,606DeepSeek-AIMIT
144mimo-v2-flash (non-thinking)Xiaomi1446.00+/-611,928XiaomiMIT
145Alibabaqwen3-235b-a22b-no-thinkingAlibaba1445.00+/-86,903AlibabaApache 2.0
146阿里巴巴Qwen3-Next阿里巴巴1445.00+/-94,734阿里巴巴Apache 2.0
147DeepSeek-AIDeepSeek-R1DeepSeek-AI1444.00+/-122,317DeepSeek-AIMIT
148MiniMaxAIMiniMax M2.5MiniMaxAI1444.00+/-710,816MiniMaxAIModified MIT
149Alibabaqwen3-235b-a22b-thinking-2507Alibaba1443.00+/-151,594AlibabaApache 2.0
150xAIGrok 3xAI1443.00+/-85,349xAIProprietary
151trinity-large-preview Apache 2.01442.00+/-87,571
152DeepSeek-AIDeepSeek-V3.1 TerminusDeepSeek-AI1440.00+/-21771DeepSeek-AIMIT
153阿里巴巴Qwen3-30B-A3B-2507阿里巴巴1439.00+/-94,599阿里巴巴Apache 2.0
154Tencenthunyuan-vision-1.5-thinkingTencent1439.00+/-27422TencentProprietary
155MiniMaxAIM2.1MiniMaxAI1438.00+/-103,353MiniMaxAIMIT
156xAIGrok 4 Fast (fast-reasoning)xAI1438.00+/-93,837xAIProprietary
157StepFunAIStep 3.5 FlashStepFunAI1437.00+/-616,619StepFunAIProprietary
158AnthropicClaude 3.5 SonnetAnthropic1435.00+/-614,908AnthropicProprietary
159xAIGrok 4xAI1435.00+/-77,934xAIProprietary
160阿里巴巴Qwen3.5-35B-A3B阿里巴巴1435.00+/-77,967阿里巴巴Apache 2.0
161OpenAIOpenAI o3-mini (high)OpenAI1435.00+/-122,596OpenAIProprietary
162OpenAIGPT-4.1 miniOpenAI1433.00+/-86,810OpenAIProprietary
163Mistralmistral-medium-2505Mistral1433.00+/-85,831MistralProprietary
164OpenAIOpenAI o1OpenAI1433.00+/-103,973OpenAIProprietary
165OpenAIOpenAI o4 - miniOpenAI1433.00+/-78,596OpenAIProprietary
166百度ERNIE 5.0百度1432.00+/-19914百度Proprietary
167阿里巴巴Qwen3-235B-A22B阿里巴巴1432.00+/-94,306阿里巴巴Apache 2.0
168Amazonamazon-nova-experimental-chat-12-10Amazon1432.00+/-21708AmazonProprietary
169Nvidianvidia-nemotron-3.5-lightning-30b-a3b-nvfp4Nvidia1432.00+/-171,292NvidiaOpenMDW-1.1
170AnthropicClaude3-SonnetAnthropic1431.00+/-77,057AnthropicProprietary
171OpenAIGPT-5-mini (high)OpenAI1431.00+/-85,438OpenAIProprietary
172mimo-v2-flash (thinking)Xiaomi1430.00+/-122,413XiaomiMIT
173DeepSeek-AIDeepSeek-V3-0324DeepSeek-AI1429.00+/-78,281DeepSeek-AIMIT
174Google Deep MindGemini 2.5 Flash-Preview-09-2025Google Deep Mind1428.00+/-86,754Google Deep MindProprietary
175智谱AIGLM-4.5-Air智谱AI1427.00+/-86,005智谱AIMIT
176智谱AIGLM-4.7-Flash智谱AI1425.00+/-112,660智谱AIMIT
177Google Deep MindGemini 2.5 FlashGoogle Deep Mind1424.00+/-425,667Google Deep MindProprietary
178阿里巴巴Qwen3-Next (thinking)阿里巴巴1422.00+/-112,645阿里巴巴Apache 2.0
179Amazonamazon-nova-experimental-chat-11-10Amazon1419.00+/-85,267AmazonProprietary
180OpenAIOpenAI o3-miniOpenAI1417.00+/-69,383OpenAIProprietary
181智谱AIGLM-4.6V智谱AI1416.00+/-25535智谱AIMIT
182MiniMaxminimax-m1MiniMax1416.00+/-86,331MiniMaxApache 2.0
183OpenAIOpenAI o1OpenAI1416.00+/-95,123OpenAIProprietary
184trinity-large-thinking Apache 2.01414.00+/-88,121
185MistralAIMistral-Small-3.2MistralAI1412.00+/-103,329MistralAIApache 2.0
186intellect-3 MIT1412.00+/-19971
187Amazonamazon-nova-experimental-chat-10-20Amazon1411.00+/-122,269AmazonProprietary
188ling-flash-2.0 AntGroup1411.00+/-151,514GroupMIT
189StepFunAIStep3StepFunAI1410.00+/-171,208StepFunAIApache 2.0
190Nvidianvidia-nemotron-3-super-120b-a12bNvidia1409.00+/-141,776NvidiaNVIDIA Open Model
191阿里巴巴Qwen3-32B阿里巴巴1407.00+/-24513阿里巴巴Apache 2.0
192智谱AIGLM-4.5V智谱AI1404.00+/-19968智谱AIMIT
193Nvidianvidia-llama-3.3-nemotron-super-49b-v1.5Nvidia1403.00+/-22653NvidiaNvidia Open
194阿里巴巴Qwen2.5-Max阿里巴巴1402.00+/-85,076阿里巴巴Proprietary
195腾讯AI实验室Hunyuan-T1腾讯AI实验室1401.00+/-20799腾讯AI实验室Proprietary
196Tencenthunyuan-turbos-20250226Tencent1399.00+/-31275TencentProprietary
197AnthropicClaude 3.5 SonnetAnthropic1399.00+/-713,607AnthropicProprietary
198Google Deep MindGemini 2.5 Flash-Lite-Preview-09-2025 (no-thinking)Google Deep Mind1398.00+/-69,575Google Deep MindProprietary
199granite-4.2-30bIBM1396.00+/-21824IBMApache 2.0
200亚马逊Nova 2 Lite亚马逊1394.00+/-122,498亚马逊Proprietary
201Tencenthunyuan-turbos-20250416Tencent1394.00+/-141,758TencentProprietary
202AImercury-2 InceptionAI1394.00+/-21758AIProprietary
203OpenAIOpenAI o3-mini (high)OpenAI1393.00+/-103,153OpenAIProprietary
204Amazonamazon-nova-experimental-chat-10-09Amazon1392.00+/-24543AmazonProprietary
205Nvidiallama-3.1-nemotron-ultra-253b-v1Nvidia1391.00+/-30367NvidiaNvidia Open Model
206OpenAIGPT OSS 120BOpenAI1391.00+/-86,336OpenAIApache 2.0
207ring-flash-2.0 AntGroup1391.00+/-151,489GroupMIT
208CohereAIC4AI Command A (202503)CohereAI1389.00+/-610,130CohereAICC-BY-NC-4.0
209DeepSeek-AIDeepSeek-V3DeepSeek-AI1387.00+/-103,280DeepSeek-AIDeepSeek
210MistralAIMagistral-Medium-2506MistralAI1387.00+/-122,233MistralAIProprietary
211OpenAIOpenAI o1-miniOpenAI1387.00+/-78,478OpenAIProprietary
212xAIgrok-3-mini-betaxAI1386.00+/-94,083xAIProprietary
213阿里巴巴Qwen3-30B-A3B阿里巴巴1386.00+/-94,492阿里巴巴Apache 2.0
214AnthropicClaude 3.5 HaikuAnthropic1385.00+/-611,133AnthropicProprietary
215OpenAIGPT-5-Nano (high)OpenAI1384.00+/-151,664OpenAIProprietary
216阿里巴巴QwQ-32B阿里巴巴1383.00+/-94,008阿里巴巴Apache 2.0
217Google Deep MindGemini 2.5 Flash-Lite (thinking)Google Deep Mind1383.00+/-85,942Google Deep MindProprietary
218MiniMaxAIMiniMax M2MiniMaxAI1383.00+/-151,517MiniMaxAIApache 2.0
219olmo-3.1-32b-instructAi21381.00+/-122,376Ai2Apache 2.0
220granite-4.2-3bIBM1380.00+/-22798IBMApache 2.0
221Alibabaqwen-plus-0125Alibaba1379.00+/-18893AlibabaProprietary
222Metallama-3.1-405b-instruct-bf16Meta1376.00+/-86,249MetaLlama 3.1 Community
223DeepSeekdeepseek-v2.5-1210DeepSeek1374.00+/-171,079DeepSeekDeepSeek
224OpenAIGPT-4.1 nanoOpenAI1374.00+/-19807OpenAIProprietary
225Facebook AI研究实验室Llama 4 Maverick InstructFacebook AI研究实验室1373.00+/-76,933Facebook AI研究实验室Llama 4
226Tencenthunyuan-turbo-0110Tencent1371.00+/-30299TencentProprietary
227StepFunstep-2-16k-exp-202412StepFun1371.00+/-20737StepFunProprietary
228AImercury InceptionAI1371.00+/-29392AIProprietary
229OpenAIGPT-4oOpenAI1369.00+/-619,526OpenAIProprietary
230OpenAIGPT OSS 20BOpenAI1369.00+/-132,109OpenAIApache 2.0
231athene-v2-chat NexusFlow1369.00+/-94,019
232yi-lightning Proprietary1369.00+/-104,316
233Metallama-3.1-405b-instruct-fp8Meta1369.00+/-79,714MetaLlama 3.1 Community
234DeepSeek-AIDeepSeek V2.5DeepSeek-AI1368.00+/-94,252DeepSeek-AIDeepSeek
235Tencenthunyuan-large-2025-02-10Tencent1366.00+/-25519TencentProprietary
236DeepMindGemini 2.0 Flash ExperimentalDeepMind1364.00+/-76,945DeepMindProprietary
237granite-4.2-8bIBM1364.00+/-22803IBMApache 2.0
238olmo-3-32b-thinkAi21364.00+/-191,011Ai2Apache 2.0
239Nvidiallama-3.3-nemotron-49b-super-v1Nvidia1362.00+/-31286NvidiaNvidia
240Facebook AI研究实验室Llama 4 Scout InstructFacebook AI研究实验室1362.00+/-95,213Facebook AI研究实验室Llama
241MistralAIMistral-Small-3.1-24B-Instruct-2503MistralAI1361.00+/-86,081MistralAIApache 2.0
242Nvidianvidia-nemotron-3-nano-30b-a3b-bf16Nvidia1361.00+/-103,259NvidiaNVIDIA Open Model
243OpenAIGPT-4oOpenAI1360.00+/-87,318OpenAIProprietary
244xAIGrok 2xAI1358.00+/-710,368xAIProprietary
245Google Deep MindGemma 3 - 27B (IT)Google Deep Mind1358.00+/-77,961Google Deep MindGemma
246Tencenthunyuan-large-visionTencent1357.00+/-19952TencentProprietary
247Alibabaqwen2.5-plus-1127Alibaba1357.00+/-141,553AlibabaProprietary
248Google Deep MindGemini 1.5 ProGoogle Deep Mind1356.00+/-79,175Google Deep MindProprietary
249阿里巴巴Qwen2.5-VL-72B-Instruct阿里巴巴1355.00+/-86,688阿里巴巴Qwen
250AnthropicClaude3-OpusAnthropic1355.00+/-633,748AnthropicProprietary
251Mistralmistral-large-2407Mistral1354.00+/-87,589MistralMistral Research
252granite-4.1-8bIBM1354.00+/-201,070IBMApache 2.0
253Alibabaqwen-max-0919Alibaba1353.00+/-112,756AlibabaQwen
254StepFunstep-1o-turbo-202506StepFun1352.00+/-151,485StepFunProprietary
255glm-4-plusZhipu AI1352.00+/-94,449Zhipu AIProprietary
256athene-70b-0725 CC-BY-NC-4.01350.00+/-113,122
257OpenAIGPT-4o miniOpenAI1348.00+/-710,926OpenAIProprietary
258OpenAIgpt-4-turbo-2024-04-09OpenAI1347.00+/-717,104OpenAIProprietary
259Google Deep MindGemini 1.5 ProGoogle Deep Mind1347.00+/-812,747Google Deep MindProprietary
260Mistralmistral-large-2411Mistral1346.00+/-94,212MistralMRL
261Facebook AI研究实验室Llama3.3-70B-InstructFacebook AI研究实验室1346.00+/-78,718Facebook AI研究实验室Llama-3.3
262Amazonamazon-nova-pro-v1.0Amazon1343.00+/-93,853AmazonProprietary
263DeepMindGemini 2.0 Flash-LiteDeepMind1343.00+/-103,474DeepMindProprietary
264DeepSeekdeepseek-coder-v2DeepSeek1342.00+/-122,671DeepSeekDeepSeek License
265阿里巴巴Qwen2.5-Coder-32B-Instruct阿里巴巴1342.00+/-19873阿里巴巴Apache 2.0
266olmo-3.1-32b-thinkAi21340.00+/-161,512Ai2Apache 2.0
267OpenAIGPT-4OpenAI1340.00+/-715,605OpenAIProprietary
268Googlegemini-advanced-0514Google1337.00+/-98,138GoogleProprietary
269xAIgrok-2-mini-2024-08-13xAI1335.00+/-78,652xAIProprietary
270Facebook AI研究实验室Llama3.1-70B-InstructFacebook AI研究实验室1333.00+/-79,389Facebook AI研究实验室Llama 3.1 Community
271OpenAIGPT-4OpenAI1332.00+/-815,289OpenAIProprietary
272Tencenthunyuan-standard-2025-02-10Tencent1332.00+/-24549TencentProprietary
273glm-4-plus-0111Zhipu1330.00+/-18894ZhipuProprietary
274OpenAIGPT-4OpenAI1329.00+/-98,306OpenAIProprietary
275ibm-granite-h-smallIBM1329.00+/-171,255IBMApache 2.0
276Facebook AI研究实验室Llama3.1-70B-InstructFacebook AI研究实验室1328.00+/-151,312Facebook AI研究实验室Llama 3.1
277AnthropicClaude3-SonnetAnthropic1318.00+/-718,888AnthropicProprietary
278Google Deep MindGemma 3 - 12B (IT)Google Deep Mind1316.00+/-23543Google Deep MindGemma
279Googlegemini-1.5-flash-002Google1316.00+/-85,892GoogleProprietary
280reka-core-20240904 Proprietary1315.00+/-151,216
281OpenAIGPT-4OpenAI1314.00+/-813,719OpenAIProprietary
282MistralAIMistral Small 24B Instruct 2501MistralAI1312.00+/-122,083MistralAIApache 2.0
283jamba-1.5-large Jamba Open1312.00+/-151,440
284Nvidiallama-3.1-nemotron-51b-instructNvidia1312.00+/-22665NvidiaLlama 3.1
285Googlegemini-1.5-flash-001Google1309.00+/-810,680GoogleProprietary
286智谱AIGLM4智谱AI1309.00+/-141,718智谱AIProprietary
287Nvidianemotron-4-340b-instructNvidia1308.00+/-113,254NvidiaNVIDIA Open Model
288llama-3.1-tulu-3-70bAi21308.00+/-24450Ai2Llama 3.1
289Google Deep MindGemma-3n-E4BGoogle Deep Mind1307.00+/-103,488Google Deep MindGemma
290Microsoft AzurePhi-4-reasoningMicrosoft Azure1306.00+/-103,305Microsoft AzureMIT
291Facebook AI研究实验室Llama3-70B-InstructFacebook AI研究实验室1306.00+/-728,126Facebook AI研究实验室Llama 3 Community
292Amazonamazon-nova-lite-v1.0Amazon1306.00+/-103,060AmazonProprietary
293Googlegemma-2-27b-itGoogle1305.00+/-612,088GoogleGemma license
294AnthropicClaude3-HaikuAnthropic1301.00+/-720,898AnthropicProprietary
295Tencenthunyuan-standard-256kTencent1301.00+/-24497TencentProprietary
296阿里巴巴Qwen2-72B-Instruct阿里巴巴1297.00+/-96,249阿里巴巴Qianwen LICENSE
297Mistralmistral-large-2402Mistral1295.00+/-910,418MistralProprietary
298CohereAIC4AI Aya Vision 32BCohereAI1292.00+/-94,685CohereAICC-BY-NC-4.0
299reka-flash-20240904 Proprietary1291.00+/-151,207
300Amazonamazon-nova-micro-v1.0Amazon1288.00+/-102,981AmazonProprietary
301Facebook AI研究实验室Llama3.1-8B-InstructFacebook AI研究实验室1288.00+/-26478Facebook AI研究实验室Apache 2.0
302Coherecommand-r-08-2024Cohere1281.00+/-131,783CohereCC-BY-NC-4.0
303Coherecommand-r-plus-08-2024Cohere1280.00+/-141,675CohereCC-BY-NC-4.0
304olmo-2-0325-32b-instructAi21280.00+/-27427Ai2Apache-2.0
305阿里巴巴Qwen1.5-110B-Chat阿里巴巴1280.00+/-104,763阿里巴巴Qianwen LICENSE
306reka-flash-21b-20240226-online Proprietary1278.00+/-132,879
307MistralAIMixtral-8x22B-Instruct-v0.1MistralAI1277.00+/-98,780MistralAIApache 2.0
308阿里巴巴Qwen1.5-72B-Chat阿里巴巴1275.00+/-106,370阿里巴巴Qianwen LICENSE
309OpenAIgpt-3.5-turbo-0125OpenAI1275.00+/-811,130OpenAIProprietary
310Mistralministral-8b-2410Mistral1274.00+/-19838MistralMRL
311Google Deep MindGemma 3 - 4B (IT)Google Deep Mind1274.00+/-24605Google Deep MindGemma
312CohereAIC4AI Command R+CohereAI1273.00+/-813,937CohereAICC-BY-NC-4.0
313Googlegemini-1.5-flash-8b-001Google1272.00+/-86,069GoogleProprietary
314gemma-2-9b-it-simpo MIT1271.00+/-151,471
315Googlegemma-2-9b-itGoogle1270.00+/-78,921GoogleGemma license
316reka-flash-21b-20240226 Proprietary1267.00+/-114,748
317jamba-1.5-mini Jamba Open1265.00+/-151,352
318Mistralmistral-mediumMistral1262.00+/-105,149MistralProprietary
319OpenAIgpt-3.5-turbo-1106OpenAI1262.00+/-162,121OpenAIProprietary
320Alibabaqwen1.5-32b-chatAlibaba1262.00+/-113,930AlibabaQianwen LICENSE
321Facebook AI研究实验室Llama3.1-8B-InstructFacebook AI研究实验室1260.00+/-88,582Facebook AI研究实验室Llama 3.1 Community
322CohereAIC4AI Aya Vision 8BCohereAI1255.00+/-151,567CohereAICC-BY-NC-4.0
323llama-3.1-tulu-3-8bAi21253.00+/-25476Ai2Llama 3.1
324Facebook AI研究实验室Llama3-8B-InstructFacebook AI研究实验室1253.00+/-818,374Facebook AI研究实验室Llama 3 Community
325dbrx-instruct-preview DBRX LICENSE1251.00+/-115,502
326granite-3.1-2b-instructIBM1249.00+/-25508IBMApache 2.0
327DeepMindGemini-proDeepMind1249.00+/-24678DeepMindProprietary
328上海人工智能实验室InternLM2-Base-20B上海人工智能实验室1249.00+/-141,684上海人工智能实验室
329零一万物Yi-1.5-34B零一万物1248.00+/-103,841零一万物
330zephyr-orpo-141b-A35b-v0.1 Apache 2.01245.00+/-21831
331Coherecommand-rCohere1243.00+/-99,645CohereCC-BY-NC-4.0
332granite-3.0-8b-instructIBM1240.00+/-181,108IBMApache 2.0
333阿里巴巴Qwen1.5-14B-Chat阿里巴巴1239.00+/-133,208阿里巴巴Qianwen LICENSE
334Mistralmixtral-8x7b-instruct-v0.1Mistral1239.00+/-811,784MistralApache 2.0
335Googlegemini-pro-dev-apiGoogle1239.00+/-142,681GoogleProprietary
336starling-lm-7b-beta Apache-2.01235.00+/-132,948
337Microsoft AzurePhi-3-medium 14B-previewMicrosoft Azure1231.00+/-103,973Microsoft AzureMIT
338openchat-3.5-0106 Apache-2.01230.00+/-142,005
339snowflake-arctic-instruct Apache 2.01224.00+/-115,734
340DeepSeek-AIDeepSeek LLM 67B ChatDeepSeek-AI1218.00+/-23649DeepSeek-AIDeepSeek License
341Google ResearchGemma 1.1-7B-ITGoogle Research1216.00+/-104,332Google ResearchGemma license
342Facebook AI研究实验室LLaMA2 70BFacebook AI研究实验室1215.00+/-21805Facebook AI研究实验室
343阿里巴巴Qwen1.5-7B-Chat阿里巴巴1209.00+/-21772阿里巴巴Qianwen LICENSE
344阿里巴巴Qwen3-VL-2B阿里巴巴1209.00+/-171,134阿里巴巴Apache 2.0
345starling-lm-7b-alpha CC-BY-NC-4.01207.00+/-161,397
346零一万物Yi-34B零一万物1205.00+/-132,345零一万物
347Microsoft AzurePhi-3-small 7BMicrosoft Azure1205.00+/-123,219Microsoft AzureMIT
348openchat-3.5 Apache-2.01202.00+/-20971
349阿里巴巴Qwen-14B-Chat阿里巴巴1197.00+/-24599阿里巴巴Qianwen LICENSE
350Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1197.00+/-141,841Microsoft AzureMIT
351LM-SYSVicuna 33BLM-SYS1193.00+/-132,866LM-SYS
352WizardLM TeamWizardLM-70B-V1.0WizardLM Team1193.00+/-20988WizardLM TeamLlama 2 Community
353Googlegemma-2-2b-itGoogle1192.00+/-87,298GoogleGemma license
354Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1187.00+/-123,449Microsoft AzureMIT
355openhermes-2.5-mistral-7b Apache-2.01186.00+/-23589
356MistralAIMistral-7B-Instruct-v0.2MistralAI1186.00+/-123,114MistralAIApache-2.0
357solar-10.7b-instruct-v1.0 CC-BY-NC-4.01183.00+/-27482
358Metallama-2-70b-chatMeta1179.00+/-105,717MetaLlama 2 Community
359Metallama-3.2-3b-instructMeta1176.00+/-161,351MetaLlama 3.2
360nous-hermes-2-mixtral-8x7b-dpo Apache-2.01175.00+/-23575
361阿里巴巴QwQ-32B-Preview阿里巴巴1174.00+/-24566阿里巴巴Apache 2.0
362Google ResearchGemma 1.1-2B-ITGoogle Research1171.00+/-141,963Google ResearchGemma license
363mpt-30b-chat CC-BY-NC-SA-4.01168.00+/-34258
364Google ResearchGemma 7B - ItGoogle Research1167.00+/-171,381Google ResearchGemma license
365zephyr-7b-alpha MIT1167.00+/-39201
366vicuna-13b Llama 2 Community1163.00+/-142,389
367百川智能Baichuan2-13B-Chat百川智能1162.00+/-132,626百川智能Llama 2 Community
368smollm2-1.7b-instruct Apache 2.01160.00+/-33352
369Facebook AI研究实验室CodeLLaMA-34BFacebook AI研究实验室1159.00+/-20853Facebook AI研究实验室Llama 2 Community
370Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1154.00+/-133,886Microsoft AzureMIT
371Google ResearchPaLM 2Google Research1153.00+/-21917Google ResearchProprietary
372zephyr-7b-beta MIT1152.00+/-181,250
373Microsoftwizardlm-13bMicrosoft1151.00+/-22735MicrosoftLlama 2 Community
374Metallama-3.2-1b-instructMeta1149.00+/-161,346MetaLlama 3.2
375Nvidiallama2-70b-steerlm-chatNvidia1145.00+/-28467NvidiaLlama 2 Community
376MistralAIMistral 7B InstructMistralAI1144.00+/-201,032MistralAIApache 2.0
377Google ResearchGemma 2B - ItGoogle Research1136.00+/-22742Google ResearchGemma license
378vicuna-7b Llama 2 Community1131.00+/-23726
379阿里巴巴Qwen1.5-4B-Chat阿里巴巴1131.00+/-171,283阿里巴巴Qianwen LICENSE
380stripedhyena-nous-7b Apache 2.01127.00+/-22704
381guanaco-33b Non-commercial1113.00+/-35263
382olmo-7b-instructAi21107.00+/-22772Ai2Apache-2.0
383百川智能Baichuan2-7B-Chat百川智能1103.00+/-141,956百川智能Llama 2 Community
384智谱AIChatGLM3-6B智谱AI1090.00+/-26535智谱AI
385达摩院Koala达摩院1066.00+/-24747达摩院
386mpt-7b-chat CC-BY-NC-SA-4.01066.00+/-31397
387RWKV-4-Raven-14B Apache 2.01059.00+/-27505
388oasst-pythia-12b Apache 2.01050.00+/-25714
389智谱AIChatGLM-6B智谱AI1035.00+/-27551智谱AI
390智谱AIChatGLM2-6B智谱AI1030.00+/-35293智谱AI
391stablelm-tuned-alpha-7b CC-BY-NC-SA-4.01005.00+/-32363
392alpaca-13b Non-commercial999.00+/-27626
393dolly-v2-12b MIT962.00+/-34396
394fastchat-t5-3b Apache 2.0908.00+/-30428
395Facebook AI研究实验室LLaMA 13BFacebook AI研究实验室883.00+/-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