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首页综合排行榜LMArena Coding Arena 代码能力排行榜

LMArena 评测赛道

文本生成代码数学图像编辑文字生成视频图生视频文生图

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

Claude Opus 4.6 (thinking)

最高得分

1553.00

模型数量

360

数据版本

2026年06月05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。

来源:全部国产模型
榜单历史快照月份:

排名总表

排名模型名称得分95% CI投票数机构许可证
AnthropicClaude Opus 4.6 (thinking)Anthropic1553.00+/-79,727AnthropicProprietary
AnthropicOpus 4.7 (thinking)Anthropic1552.00+/-87,038AnthropicProprietary
AnthropicOpus 4.7Anthropic1549.00+/-87,375AnthropicProprietary
4Anthropicclaude-opus-4-8-thinkingAnthropic1549.00+/-151,565AnthropicProprietary
5AnthropicClaude Opus 4.6Anthropic1548.00+/-711,224AnthropicProprietary
6Anthropicclaude-opus-4-8Anthropic1543.00+/-151,686AnthropicProprietary
7AnthropicClaude Opus 4 (thinking-32k)Anthropic1530.00+/-77,621AnthropicProprietary
8智谱GLM 5.1智谱AI1529.00+/-104,196智谱AIMIT
9FAMuse SparkFacebook AI研究实验室1528.00+/-103,566Facebook AI研究实验室Proprietary
10Google Deep MindGemini 3.1 Pro PreviewGoogle Deep Mind1527.00+/-613,244Google Deep MindProprietary
11阿里Qwen3.7-Max-Preview阿里巴巴1525.00+/-181,136阿里巴巴Proprietary
12AnthropicClaude Sonnet 4.6Anthropic1524.00+/-78,620AnthropicProprietary
13AnthropicClaude Opus 4Anthropic1523.00+/-617,039AnthropicProprietary
14OpenAIGPT-5.5 (high)OpenAI1522.00+/-95,734OpenAIProprietary
15OpenAIGPT-5.4 (high)OpenAI1520.00+/-78,625OpenAIProprietary
16AnthropicClaude Sonnet 4.5 (thinking-32k)Anthropic1520.00+/-519,003AnthropicProprietary
17Google Deep MindGemini 3.0 Pro (Preview 11-2025)Google Deep Mind1519.00+/-78,573Google Deep MindProprietary
18OpenAIGPT-5.2OpenAI1516.00+/-78,804OpenAIProprietary
19xAIGrok 4.20 Multi-AgentxAI1516.00+/-79,074xAIProprietary
20百度ERNIE-5.1-Preview百度1516.00+/-95,094百度Proprietary
21XIMiMo V2.5 ProXiaomi1516.00+/-95,426XiaomiMIT
22AnthropicClaude Sonnet 4.5Anthropic1514.00+/-518,877AnthropicProprietary
23AnthropicOpus 4.1 (thinking-16k)Anthropic1513.00+/-69,843AnthropicProprietary
24阿里Qwen3.5 Max Preview阿里巴巴1513.00+/-85,827阿里巴巴Proprietary
25xAIGrok 4.20 Beta ReasoningxAI1512.00+/-79,236xAIProprietary
26OpenAIGPT-5.5 InstantOpenAI1512.00+/-87,571OpenAIProprietary
27OpenAIGPT-5.4OpenAI1512.00+/-79,532OpenAIProprietary
28字节DOLA Seed 2.0 Pro字节跳动Seed团队1511.00+/-711,535字节跳动Seed团队Proprietary
29Moonshot AIKimi K2.6Moonshot AI1511.00+/-95,269Moonshot AIModified MIT
30MiniMaxminimax-m3MiniMax1509.00+/-171,320MiniMaxProprietary
31Google Deep MindGemini 3.0 FlashGoogle Deep Mind1509.00+/-86,384Google Deep MindProprietary
32xAIGrok 4.20 BetaxAI1508.00+/-86,820xAIProprietary
33阿里Qwen3.6-Max-Preview阿里巴巴1507.00+/-161,460阿里巴巴Proprietary
34Google Deep MindGemini 3.5 FlashGoogle Deep Mind1506.00+/-122,862Google Deep MindProprietary
35AnthropicOpus 4.1Anthropic1505.00+/-515,530AnthropicProprietary
36Moonshot AIKimi K2.5 InstantMoonshot AI1505.00+/-141,800Moonshot AIModified MIT
37Moonshot AIKimi K2 ThinkingMoonshot AI1504.00+/-610,784Moonshot AIModified MIT
38XIMiMo V2 ProXiaomi1504.00+/-86,640XiaomiProprietary
39DeepSeek-AIDeepSeek-V4-ProDeepSeek-AI1504.00+/-86,330DeepSeek-AIMIT
40OpenAIGPT-5.5OpenAI1502.00+/-86,021OpenAIProprietary
41MeituanLongCat Flash Chat (2602)Meituan1502.00+/-87,584MeituanProprietary
42OpenAIGPT-5.4 mini (high)OpenAI1499.00+/-78,409OpenAIProprietary
43AnthropicClaude Opus 4 (thinking-16k)Anthropic1498.00+/-86,676AnthropicProprietary
44xAIGrok 4.1 ThinkingxAI1498.00+/-614,783xAIProprietary
45DeepMindGemma 4 31BDeepMind1497.00+/-151,363DeepMindApache 2.0
46OpenAIGPT-5.3OpenAI1497.00+/-78,449OpenAIProprietary
47智谱GLM-5智谱AI1496.00+/-85,667智谱AIMIT
48DeepSeek-AIDeepSeek-V4-Pro (thinking)DeepSeek-AI1495.00+/-95,801DeepSeek-AIMIT
49阿里Qwen3.5-397B-A17B阿里巴巴1494.00+/-710,036阿里巴巴Apache 2.0
50阿里Qwen 3.6 Plus Preview阿里巴巴1493.00+/-86,769阿里巴巴Proprietary
51Google Deep MindGemini 3.0 Flash (minimal)Google Deep Mind1492.00+/-614,459Google Deep MindProprietary
52百度ERNIE 5.0百度1491.00+/-78,416百度Proprietary
53xAIGrok 4.1xAI1491.00+/-615,318xAIProprietary
54OpenAIGPT-5.1 Pro (high)OpenAI1490.00+/-78,210OpenAIProprietary
55OpenAIGPT-5.2 Pro (high)OpenAI1490.00+/-611,437OpenAIProprietary
56xAIGrok 4.3 BetaxAI1490.00+/-95,799xAIProprietary
57XIMiMo V2.5Xiaomi1489.00+/-95,874XiaomiMIT
58Amazonamazon-nova-experimental-chat-26-02-10Amazon1488.00+/-20841AmazonProprietary
59Moonshot AIKimi K2 Thinking (thinking-turbo)Moonshot AI1487.00+/-614,542Moonshot AIModified MIT
60智谱GLM-4.7智谱AI1486.00+/-122,411智谱AIMIT
61OpenAIGPT-5.2OpenAI1483.00+/-612,897OpenAIProprietary
62XIMiMo V2 OmniXiaomi1483.00+/-141,815XiaomiProprietary
63阿里Qwen3 Max (Preview)阿里巴巴1482.00+/-85,366阿里巴巴Proprietary
64DeepMindGemma 4 26B A4BDeepMind1480.00+/-151,367DeepMindApache 2.0
65DeepSeek-AIDeepSeek-V4-FlashDeepSeek-AI1480.00+/-86,163DeepSeek-AIMIT
66Amazonamazon-nova-experimental-chat-26-01-10Amazon1480.00+/-21735AmazonProprietary
67AnthropicHaiku 4.5Anthropic1479.00+/-519,804AnthropicProprietary
68MiniMaxAIMiniMax-M2.7MiniMaxAI1476.00+/-77,987MiniMaxAIModified MIT
69DeepSeek-AIDeepSeek V3.2 (thinking)DeepSeek-AI1476.00+/-78,375DeepSeek-AIMIT
70DeepSeek-AIDeepSeek-V4-Flash (thinking)DeepSeek-AI1476.00+/-86,073DeepSeek-AIMIT
71Alibabaqwen3-max-2025-09-23Alibaba1475.00+/-132,041AlibabaProprietary
72DeepSeek-AIDeepSeek V3.2-Exp (thinking)DeepSeek-AI1475.00+/-131,920DeepSeek-AIMIT
73MeituanLongCat Flash Chat (2602)Meituan1474.00+/-132,233MeituanMIT
74OpenAIGPT-5.1 InstantOpenAI1474.00+/-79,126OpenAIProprietary
75阿里Qwen3-235B-A22B-2507阿里巴巴1473.00+/-521,022阿里巴巴Apache 2.0
76AnthropicClaude Sonnet 4 (thinking-32k)Anthropic1473.00+/-86,414AnthropicProprietary
77百度ERNIE 5.0百度1472.00+/-131,955百度Proprietary
78Mistralmistral-medium-3.5Mistral1472.00+/-141,810MistralModified MIT
79DeepSeek-AIDeepSeek V3.2DeepSeek-AI1469.00+/-610,431DeepSeek-AIMIT
80OpenAIGPT-4o(2025-03-27)OpenAI1469.00+/-515,868OpenAIProprietary
81Moonshot AIKimi K2 0905Moonshot AI1467.00+/-132,243Moonshot AIModified MIT
82OpenAIGPT-5-Pro (high)OpenAI1467.00+/-86,358OpenAIProprietary
83MistralAIMistral Large 3MistralAI1467.00+/-69,770MistralAIApache 2.0
84DeepSeek-AIDeepSeek V3.2-ExpDeepSeek-AI1466.00+/-122,501DeepSeek-AIMIT
85阿里Qwen3-VL-235B-A22B-Instruct阿里巴巴1466.00+/-132,314阿里巴巴Apache 2.0
86Google Deep MindGemini 2.5 Pro Experimental 03-25Google Deep Mind1465.00+/-426,215Google Deep MindProprietary
87DeepSeek-AIDeepSeek-R1-0528DeepSeek-AI1465.00+/-112,729DeepSeek-AIMIT
88AnthropicClaude Opus 4Anthropic1464.00+/-77,900AnthropicProprietary
89OpenAIGPT-5OpenAI1463.00+/-85,989OpenAIProprietary
90DeepSeek-AIDeepSeek-V3.1 Terminus (thinking)DeepSeek-AI1463.00+/-24636DeepSeek-AIMIT
91xAIGrok 4.1 Fast (fast-reasoning)xAI1462.00+/-613,198xAIProprietary
92Tencenthunyuan-hy3-previewTencent1461.00+/-141,834Tencenttencent-hunyuan-community
93Moonshot AIKimi K2Moonshot AI1460.00+/-85,243Moonshot AIModified MIT
94智谱GLM-4.6智谱AI1460.00+/-77,481智谱AIMIT
95OpenAIGPT-4.5OpenAI1459.00+/-131,939OpenAIProprietary
96xAIGrok 4 FastxAI1459.00+/-161,249xAIProprietary
97OpenAIOpenAI o3OpenAI1459.00+/-611,749OpenAIProprietary
98OpenAIGPT-5.4 nano (high)OpenAI1458.00+/-78,396OpenAIProprietary
99阿里Qwen3.5-122B-A10B阿里巴巴1458.00+/-77,490阿里巴巴Apache 2.0
100Googlegemini-3.1-flash-lite-previewGoogle1458.00+/-710,841GoogleProprietary
101阿里Qwen3-Coder-480B-A35B阿里巴巴1457.00+/-94,852阿里巴巴Apache 2.0
102DeepSeek-AIDeepSeek-V3.1 (thinking)DeepSeek-AI1457.00+/-131,905DeepSeek-AIMIT
103MistralAIMagistral-Medium-2506MistralAI1456.00+/-520,831MistralAIProprietary
104OpenAIGPT-4.1OpenAI1456.00+/-79,316OpenAIProprietary
105阿里Qwen3-VL-235B-A22B-Instruct (thinking)阿里巴巴1455.00+/-141,626阿里巴巴Apache 2.0
106智谱GLM-4.5智谱AI1455.00+/-94,773智谱AIMIT
107AnthropicClaude Sonnet 3.7 (thinking-32k)Anthropic1451.00+/-86,191AnthropicProprietary
108Nvidianvidia-nemotron-3-ultra-550b-a55b-nvfp4Nvidia1450.00+/-22788NvidiaOpenMDW-1.1
109StepFunAIStep 3.5 FlashStepFunAI1450.00+/-79,448StepFunAIApache 2.0
110阿里Qwen3.5-27B阿里巴巴1449.00+/-87,228阿里巴巴Apache 2.0
111AnthropicClaude Sonnet 4Anthropic1449.00+/-77,397AnthropicProprietary
112DeepSeek-AIDeepSeek-V3.1DeepSeek-AI1447.00+/-122,625DeepSeek-AIMIT
113Alibabaqwen3-235b-a22b-no-thinkingAlibaba1446.00+/-86,977AlibabaApache 2.0
114阿里Qwen3-Next阿里巴巴1446.00+/-94,791阿里巴巴Apache 2.0
115XImimo-v2-flash (non-thinking)Xiaomi1445.00+/-611,686XiaomiMIT
116DeepSeek-AIDeepSeek-R1DeepSeek-AI1445.00+/-122,317DeepSeek-AIMIT
117MiniMaxAIMiniMax M2.5MiniMaxAI1444.00+/-710,571MiniMaxAIModified MIT
118xAIGrok 3xAI1443.00+/-85,402xAIProprietary
119Alibabaqwen3-235b-a22b-thinking-2507Alibaba1442.00+/-151,612AlibabaApache 2.0
120ARtrinity-large-previewArcee AI1441.00+/-87,347Arcee AIApache 2.0
121阿里Qwen3-30B-A3B-2507阿里巴巴1440.00+/-94,663阿里巴巴Apache 2.0
122MiniMaxAIM2.1MiniMaxAI1439.00+/-103,426MiniMaxAIMIT
123DeepSeek-AIDeepSeek-V3.1 TerminusDeepSeek-AI1439.00+/-21778DeepSeek-AIMIT
124Tencenthunyuan-vision-1.5-thinkingTencent1438.00+/-27437TencentProprietary
125xAIGrok 4 Fast (fast-reasoning)xAI1437.00+/-93,956xAIProprietary
126阿里Qwen3.5-35B-A3B阿里巴巴1436.00+/-77,669阿里巴巴Apache 2.0
127xAIGrok 4xAI1436.00+/-78,157xAIProprietary
128Amazonamazon-nova-experimental-chat-12-10Amazon1435.00+/-21704AmazonProprietary
129OpenAIOpenAI o3-mini (high)OpenAI1435.00+/-122,596OpenAIProprietary
130AnthropicClaude 3.5 SonnetAnthropic1434.00+/-614,964AnthropicProprietary
131阿里Qwen3-235B-A22B阿里巴巴1434.00+/-94,341阿里巴巴Apache 2.0
132百度ERNIE 5.0百度1433.00+/-19916百度Proprietary
133Mistralmistral-medium-2505Mistral1433.00+/-85,900MistralProprietary
134OpenAIGPT-4.1 miniOpenAI1433.00+/-76,919OpenAIProprietary
135OpenAIOpenAI o1OpenAI1433.00+/-103,973OpenAIProprietary
136OpenAIOpenAI o4 - miniOpenAI1432.00+/-78,720OpenAIProprietary
137XImimo-v2-flash (thinking)Xiaomi1432.00+/-122,444XiaomiMIT
138StepFunAIStep 3.5 FlashStepFunAI1431.00+/-79,520StepFunAIProprietary
139OpenAIGPT-5-mini (high)OpenAI1430.00+/-85,500OpenAIProprietary
140AnthropicClaude Sonnet 3.7Anthropic1429.00+/-77,145AnthropicProprietary
141DeepSeek-AIDeepSeek-V3-0324DeepSeek-AI1429.00+/-78,367DeepSeek-AIMIT
142Google Deep MindGemini 2.5 Flash-Preview-09-2025Google Deep Mind1428.00+/-86,842Google Deep MindProprietary
143智谱GLM-4.5-Air智谱AI1427.00+/-86,106智谱AIMIT
144Google Deep MindGemini 2.5 FlashGoogle Deep Mind1424.00+/-425,609Google Deep MindProprietary
145智谱GLM-4.7-Flash智谱AI1423.00+/-112,690智谱AIMIT
146阿里Qwen3-Next (thinking)阿里巴巴1421.00+/-112,676阿里巴巴Apache 2.0
147Amazonamazon-nova-experimental-chat-11-10Amazon1420.00+/-85,318AmazonProprietary
148智谱GLM-4.6V智谱AI1418.00+/-25534智谱AIMIT
149OpenAIOpenAI o1OpenAI1417.00+/-95,123OpenAIProprietary
150MiniMaxminimax-m1MiniMax1416.00+/-86,486MiniMaxApache 2.0
151OpenAIOpenAI o3-miniOpenAI1416.00+/-69,461OpenAIProprietary
152ARtrinity-large-thinkingArcee AI1414.00+/-87,789Arcee AIApache 2.0
153MistralAIMistral-Small-3.2MistralAI1413.00+/-103,359MistralAIApache 2.0
154ANling-flash-2.0Ant Group1413.00+/-151,528Ant GroupMIT
155Amazonamazon-nova-experimental-chat-10-20Amazon1411.00+/-122,292AmazonProprietary
156Nvidianvidia-nemotron-3-super-120b-a12bNvidia1410.00+/-141,766NvidiaNVIDIA Open Model
157PRintellect-3Prime Intellect1409.00+/-19972Prime IntellectMIT
158StepFunAIStep3StepFunAI1408.00+/-171,232StepFunAIApache 2.0
159阿里Qwen3-32B阿里巴巴1408.00+/-24513阿里巴巴Apache 2.0
160Nvidianvidia-llama-3.3-nemotron-super-49b-v1.5Nvidia1405.00+/-22659NvidiaNvidia Open
161智谱GLM-4.5V智谱AI1405.00+/-18991智谱AIMIT
162阿里Qwen2.5-Max阿里巴巴1403.00+/-85,102阿里巴巴Proprietary
163Tencenthunyuan-turbos-20250226Tencent1400.00+/-31275TencentProprietary
164腾讯Hunyuan-T1腾讯AI实验室1400.00+/-20805腾讯AI实验室Proprietary
165AnthropicClaude 3.5 SonnetAnthropic1398.00+/-713,607AnthropicProprietary
166Google Deep MindGemini 2.5 Flash-Lite-Preview-09-2025 (no-thinking)Google Deep Mind1398.00+/-79,679Google Deep MindProprietary
167亚马Nova 2 Lite亚马逊1397.00+/-122,516亚马逊Proprietary
168INmercury-2Inception AI1397.00+/-21768Inception AIProprietary
169Tencenthunyuan-turbos-20250416Tencent1394.00+/-141,776TencentProprietary
170Nvidiallama-3.1-nemotron-ultra-253b-v1Nvidia1391.00+/-30367NvidiaNvidia Open Model
171ANring-flash-2.0Ant Group1391.00+/-151,540Ant GroupMIT
172OpenAIGPT OSS 120BOpenAI1391.00+/-86,494OpenAIApache 2.0
173OpenAIOpenAI o3-mini (high)OpenAI1390.00+/-103,296OpenAIProprietary
174CohereAIC4AI Command A (202503)CohereAI1390.00+/-610,221CohereAICC-BY-NC-4.0
175Amazonamazon-nova-experimental-chat-10-09Amazon1389.00+/-24552AmazonProprietary
176OpenAIOpenAI o1-miniOpenAI1388.00+/-78,478OpenAIProprietary
177DeepSeek-AIDeepSeek-V3DeepSeek-AI1388.00+/-103,280DeepSeek-AIDeepSeek
178阿里Qwen3-30B-A3B阿里巴巴1387.00+/-94,528阿里巴巴Apache 2.0
179xAIgrok-3-mini-betaxAI1387.00+/-94,255xAIProprietary
180MistralAIMagistral-Medium-2506MistralAI1386.00+/-122,248MistralAIProprietary
181阿里QwQ-32B阿里巴巴1385.00+/-94,045阿里巴巴Apache 2.0
182AnthropicClaude 3.5 HaikuAnthropic1385.00+/-611,249AnthropicProprietary
183MiniMaxAIMiniMax M2MiniMaxAI1385.00+/-151,544MiniMaxAIApache 2.0
184AIolmo-3.1-32b-instructAi21384.00+/-122,512Ai2Apache 2.0
185Google Deep MindGemini 2.5 Flash-Lite (thinking)Google Deep Mind1384.00+/-86,002Google Deep MindProprietary
186OpenAIGPT-5-Nano (high)OpenAI1382.00+/-151,684OpenAIProprietary
187Alibabaqwen-plus-0125Alibaba1380.00+/-18893AlibabaProprietary
188Metallama-3.1-405b-instruct-bf16Meta1375.00+/-86,249MetaLlama 3.1 Community
189DeepSeekdeepseek-v2.5-1210DeepSeek1375.00+/-171,079DeepSeekDeepSeek
190OpenAIGPT-4.1 nanoOpenAI1374.00+/-19807OpenAIProprietary
191FALlama 4 Maverick InstructFacebook AI研究实验室1373.00+/-76,998Facebook AI研究实验室Llama 4
192Tencenthunyuan-turbo-0110Tencent1372.00+/-30299TencentProprietary
193StepFunstep-2-16k-exp-202412StepFun1372.00+/-20737StepFunProprietary
194OpenAIGPT OSS 20BOpenAI1370.00+/-132,167OpenAIApache 2.0
195NEathene-v2-chatNexusFlow1369.00+/-94,019NexusFlowNexusFlow
19601yi-lightning01 AI1369.00+/-104,31601 AIProprietary
197OpenAIGPT-4oOpenAI1369.00+/-619,526OpenAIProprietary
198DeepSeek-AIDeepSeek V2.5DeepSeek-AI1368.00+/-94,252DeepSeek-AIDeepSeek
199Metallama-3.1-405b-instruct-fp8Meta1368.00+/-79,714MetaLlama 3.1 Community
200INmercuryInception AI1367.00+/-29394Inception AIProprietary
201Tencenthunyuan-large-2025-02-10Tencent1367.00+/-25519TencentProprietary
202DeepMindGemini 2.0 Flash ExperimentalDeepMind1365.00+/-76,995DeepMindProprietary
203AIolmo-3-32b-thinkAi21365.00+/-181,054Ai2Apache 2.0
204Nvidiallama-3.3-nemotron-49b-super-v1Nvidia1363.00+/-31286NvidiaNvidia
205Nvidianvidia-nemotron-3-nano-30b-a3b-bf16Nvidia1363.00+/-103,277NvidiaNVIDIA Open Model
206FALlama 4 Scout InstructFacebook AI研究实验室1362.00+/-95,256Facebook AI研究实验室Llama
207MistralAIMistral-Small-3.1-24B-Instruct-2503MistralAI1362.00+/-86,137MistralAIApache 2.0
208OpenAIGPT-4oOpenAI1360.00+/-87,318OpenAIProprietary
209xAIGrok 2xAI1359.00+/-710,368xAIProprietary
210Google Deep MindGemma 3 - 27B (IT)Google Deep Mind1358.00+/-78,076Google Deep MindGemma
211Alibabaqwen2.5-plus-1127Alibaba1357.00+/-141,553AlibabaProprietary
212Google Deep MindGemini 1.5 ProGoogle Deep Mind1356.00+/-79,175Google Deep MindProprietary
213IBgranite-4.1-8bIBM1356.00+/-201,025IBMApache 2.0
214Tencenthunyuan-large-visionTencent1356.00+/-19963TencentProprietary
215阿里Qwen2.5-VL-72B-Instruct阿里巴巴1356.00+/-86,688阿里巴巴Qwen
216StepFunstep-1o-turbo-202506StepFun1354.00+/-151,505StepFunProprietary
217AnthropicClaude3-OpusAnthropic1353.00+/-633,748AnthropicProprietary
218Mistralmistral-large-2407Mistral1353.00+/-87,589MistralMistral Research
219Alibabaqwen-max-0919Alibaba1353.00+/-112,756AlibabaQwen
220ZHglm-4-plusZhipu AI1352.00+/-94,449Zhipu AIProprietary
221NEathene-70b-0725NexusFlow1350.00+/-113,122NexusFlowCC-BY-NC-4.0
222OpenAIGPT-4o miniOpenAI1349.00+/-710,927OpenAIProprietary
223RURunway Gen-4 TurboRunway1347.00+/-717,104RunwayProprietary
224Google Deep MindGemini 1.5 ProGoogle Deep Mind1347.00+/-812,747Google Deep MindProprietary
225Mistralmistral-large-2411Mistral1346.00+/-94,212MistralMRL
226FALlama3.3-70B-InstructFacebook AI研究实验室1345.00+/-78,747Facebook AI研究实验室Llama-3.3
227DeepMindGemini 2.0 Flash-LiteDeepMind1343.00+/-103,474DeepMindProprietary
228Amazonamazon-nova-pro-v1.0Amazon1343.00+/-93,853AmazonProprietary
229阿里Qwen2.5-Coder-32B-Instruct阿里巴巴1342.00+/-19873阿里巴巴Apache 2.0
230DeepSeekdeepseek-coder-v2DeepSeek1342.00+/-122,671DeepSeekDeepSeek License
231OpenAIGPT-4OpenAI1339.00+/-715,605OpenAIProprietary
232AIolmo-3.1-32b-thinkAi21339.00+/-151,566Ai2Apache 2.0
233Googlegemini-advanced-0514Google1338.00+/-98,138GoogleProprietary
234xAIgrok-2-mini-2024-08-13xAI1335.00+/-78,652xAIProprietary
235FALlama3.1-70B-InstructFacebook AI研究实验室1333.00+/-79,389Facebook AI研究实验室Llama 3.1 Community
236Tencenthunyuan-standard-2025-02-10Tencent1332.00+/-24549TencentProprietary
237OpenAIGPT-4OpenAI1331.00+/-815,289OpenAIProprietary
238ZHglm-4-plus-0111Zhipu1331.00+/-18894ZhipuProprietary
239FALlama3.1-70B-InstructFacebook AI研究实验室1329.00+/-151,312Facebook AI研究实验室Llama 3.1
240IBibm-granite-h-smallIBM1328.00+/-171,268IBMApache 2.0
241OpenAIGPT-4OpenAI1328.00+/-98,306OpenAIProprietary
242Google Deep MindGemma 3 - 12B (IT)Google Deep Mind1317.00+/-23543Google Deep MindGemma
243AnthropicClaude3-SonnetAnthropic1317.00+/-718,888AnthropicProprietary
244Googlegemini-1.5-flash-002Google1316.00+/-85,892GoogleProprietary
245REreka-core-20240904Reka AI1315.00+/-151,216Reka AIProprietary
246OpenAIGPT-4OpenAI1313.00+/-813,719OpenAIProprietary
247MistralAIMistral Small 24B Instruct 2501MistralAI1312.00+/-122,083MistralAIApache 2.0
248AIjamba-1.5-largeAI21 Labs1312.00+/-151,440AI21 LabsJamba Open
249Nvidiallama-3.1-nemotron-51b-instructNvidia1311.00+/-22665NvidiaLlama 3.1
250Googlegemini-1.5-flash-001Google1310.00+/-810,680GoogleProprietary
251Google Deep MindGemma-3n-E4BGoogle Deep Mind1309.00+/-103,532Google Deep MindGemma
252智谱GLM4智谱AI1308.00+/-141,718智谱AIProprietary
253AIllama-3.1-tulu-3-70bAi21307.00+/-24450Ai2Llama 3.1
254Nvidianemotron-4-340b-instructNvidia1307.00+/-113,254NvidiaNVIDIA Open Model
255Microsoft AzurePhi 4 - 14BMicrosoft Azure1306.00+/-103,305Microsoft AzureMIT
256Amazonamazon-nova-lite-v1.0Amazon1306.00+/-103,060AmazonProprietary
257FALlama3-70B-InstructFacebook AI研究实验室1305.00+/-728,126Facebook AI研究实验室Llama 3 Community
258Googlegemma-2-27b-itGoogle1305.00+/-612,088GoogleGemma license
259Tencenthunyuan-standard-256kTencent1301.00+/-25497TencentProprietary
260AnthropicClaude3-HaikuAnthropic1300.00+/-720,898AnthropicProprietary
261阿里Qwen2-72B-Instruct阿里巴巴1296.00+/-96,249阿里巴巴Qianwen LICENSE
262Mistralmistral-large-2402Mistral1294.00+/-910,418MistralProprietary
263CohereAIC4AI Aya Vision 32BCohereAI1292.00+/-94,685CohereAICC-BY-NC-4.0
264REreka-flash-20240904Reka AI1290.00+/-151,207Reka AIProprietary
265Amazonamazon-nova-micro-v1.0Amazon1288.00+/-102,981AmazonProprietary
266FALlama3.1-8B-InstructFacebook AI研究实验室1287.00+/-26478Facebook AI研究实验室Apache 2.0
267Coherecommand-r-08-2024Cohere1280.00+/-131,783CohereCC-BY-NC-4.0
268AIolmo-2-0325-32b-instructAi21279.00+/-27427Ai2Apache-2.0
269Coherecommand-r-plus-08-2024Cohere1279.00+/-141,675CohereCC-BY-NC-4.0
270阿里Qwen1.5-110B-Chat阿里巴巴1279.00+/-104,763阿里巴巴Qianwen LICENSE
271REreka-flash-21b-20240226-onlineReka AI1276.00+/-132,879Reka AIProprietary
272MistralAIMixtral-8x22B-Instruct-v0.1MistralAI1276.00+/-98,780MistralAIApache 2.0
273Google Deep MindGemma 3 - 4B (IT)Google Deep Mind1275.00+/-24605Google Deep MindGemma
274Mistralministral-8b-2410Mistral1274.00+/-19838MistralMRL
275阿里Qwen1.5-72B-Chat阿里巴巴1274.00+/-106,370阿里巴巴Qianwen LICENSE
276OpenAIgpt-3.5-turbo-0125OpenAI1273.00+/-811,130OpenAIProprietary
277Googlegemini-1.5-flash-8b-001Google1272.00+/-86,069GoogleProprietary
278PRgemma-2-9b-it-simpoPrinceton1272.00+/-151,471PrincetonMIT
279CohereAIC4AI Command R+CohereAI1271.00+/-813,937CohereAICC-BY-NC-4.0
280Googlegemma-2-9b-itGoogle1271.00+/-78,921GoogleGemma license
281REreka-flash-21b-20240226Reka AI1266.00+/-114,748Reka AIProprietary
282AIjamba-1.5-miniAI21 Labs1265.00+/-151,352AI21 LabsJamba Open
283Mistralmistral-mediumMistral1261.00+/-105,149MistralProprietary
284OpenAIgpt-3.5-turbo-1106OpenAI1261.00+/-162,121OpenAIProprietary
285Alibabaqwen1.5-32b-chatAlibaba1261.00+/-113,930AlibabaQianwen LICENSE
286FALlama3.1-8B-InstructFacebook AI研究实验室1260.00+/-78,582Facebook AI研究实验室Llama 3.1 Community
287CohereAIC4AI Aya Vision 8BCohereAI1255.00+/-151,567CohereAICC-BY-NC-4.0
288AIllama-3.1-tulu-3-8bAi21253.00+/-25476Ai2Llama 3.1
289FALlama3-8B-InstructFacebook AI研究实验室1252.00+/-818,374Facebook AI研究实验室Llama 3 Community
290DADBRX Instructdatabricks1250.00+/-115,502databricksDBRX LICENSE
291IBgranite-3.1-2b-instructIBM1248.00+/-25508IBMApache 2.0
292DeepMindGemini-proDeepMind1248.00+/-24678DeepMindProprietary
293上海InternLM2-Base-20B上海人工智能实验室1247.00+/-141,684上海人工智能实验室Other
294零一Yi-1.5-34B零一万物1247.00+/-103,841零一万物Apache-2.0
295HUzephyr-orpo-141b-A35b-v0.1HuggingFace1244.00+/-21831HuggingFaceApache 2.0
296Coherecommand-rCohere1242.00+/-99,645CohereCC-BY-NC-4.0
297IBgranite-3.0-8b-instructIBM1239.00+/-181,108IBMApache 2.0
298Googlegemini-pro-dev-apiGoogle1238.00+/-142,681GoogleProprietary
299阿里Qwen1.5-14B-Chat阿里巴巴1238.00+/-133,208阿里巴巴Qianwen LICENSE
300Mistralmixtral-8x7b-instruct-v0.1Mistral1238.00+/-811,784MistralApache 2.0
301NEstarling-lm-7b-betaNexusflow1234.00+/-132,948NexusflowApache-2.0
302Microsoft AzurePhi-3-medium 14B-previewMicrosoft Azure1230.00+/-103,973Microsoft AzureMIT
303OPopenchat-3.5-0106OpenChat1228.00+/-142,005OpenChatApache-2.0
304SNsnowflake-arctic-instructSnowflake1223.00+/-115,734SnowflakeApache 2.0
305DeepSeek-AIDeepSeek LLM 67B ChatDeepSeek-AI1216.00+/-24649DeepSeek-AIDeepSeek License
306Google ResearchGemma 1.1-7B-ITGoogle Research1216.00+/-104,332Google ResearchGemma license
307ALtulu-2-dpo-70bAllenAI/UW1213.00+/-21805AllenAI/UWAI2 ImpACT Low-risk
308阿里Qwen1.5-7B-Chat阿里巴巴1208.00+/-21772阿里巴巴Qianwen LICENSE
309阿里Qwen3-VL-2B阿里巴巴1208.00+/-181,134阿里巴巴Apache 2.0
310UCstarling-lm-7b-alphaUC Berkeley1206.00+/-161,397UC BerkeleyCC-BY-NC-4.0
311零一Yi-34B零一万物1204.00+/-132,345零一万物Yi License
312Microsoft AzurePhi-3-small 7BMicrosoft Azure1203.00+/-123,219Microsoft AzureMIT
313OPopenchat-3.5OpenChat1201.00+/-20971OpenChatApache-2.0
314阿里Qwen-14B-Chat阿里巴巴1196.00+/-24599阿里巴巴Qianwen LICENSE
315Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1196.00+/-141,841Microsoft AzureMIT
316Googlegemma-2-2b-itGoogle1193.00+/-87,298GoogleGemma license
317LMVicuna 33BLM-SYS1192.00+/-132,866LM-SYSNon-commercial
318WIWizardLM-70B-V1.0WizardLM Team1192.00+/-20988WizardLM TeamLlama 2 Community
319Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1186.00+/-123,449Microsoft AzureMIT
320NOopenhermes-2.5-mistral-7bNousResearch1185.00+/-23589NousResearchApache-2.0
321MistralAIMistral-7B-Instruct-v0.2MistralAI1184.00+/-123,114MistralAIApache-2.0
322UPsolar-10.7b-instruct-v1.0Upstage AI1182.00+/-27482Upstage AICC-BY-NC-4.0
323Metallama-2-70b-chatMeta1177.00+/-105,717MetaLlama 2 Community
324Metallama-3.2-3b-instructMeta1175.00+/-161,351MetaLlama 3.2
325NOnous-hermes-2-mixtral-8x7b-dpoNousResearch1174.00+/-24575NousResearchApache-2.0
326阿里QwQ-32B-Preview阿里巴巴1173.00+/-24566阿里巴巴Apache 2.0
327Google ResearchGemma 1.1-2B-ITGoogle Research1171.00+/-141,963Google ResearchGemma license
328Google ResearchGemma 7B - ItGoogle Research1167.00+/-171,381Google ResearchGemma license
329MOMPT-30B-ChatMosaicML1166.00+/-35258MosaicMLCC-BY-NC-SA-4.0
330HUzephyr-7b-alphaHuggingFace1165.00+/-40201HuggingFaceMIT
331LMVicuna 13BLM-SYS1162.00+/-142,389LM-SYSLlama 2 Community
332百川Baichuan2-13B-Chat百川智能1161.00+/-132,626百川智能Llama 2 Community
333HUsmollm2-1.7b-instructHuggingFace1159.00+/-33352HuggingFaceApache 2.0
334FACodeLLaMA-34BFacebook AI研究实验室1158.00+/-20853Facebook AI研究实验室Llama 2 Community
335Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1153.00+/-133,886Microsoft AzureMIT
336Google ResearchPaLM 2Google Research1152.00+/-21917Google ResearchProprietary
337HUzephyr-7b-betaHuggingFace1151.00+/-181,250HuggingFaceMIT
338Microsoftwizardlm-13bMicrosoft1150.00+/-22735MicrosoftLlama 2 Community
339Metallama-3.2-1b-instructMeta1148.00+/-161,346MetaLlama 3.2
340Nvidiallama2-70b-steerlm-chatNvidia1144.00+/-28467NvidiaLlama 2 Community
341MistralAIMistral 7B InstructMistralAI1143.00+/-201,032MistralAIApache 2.0
342Google ResearchGemma 2B - ItGoogle Research1136.00+/-22742Google ResearchGemma license
343LMVicuna 7BLM-SYS1130.00+/-23726LM-SYSLlama 2 Community
344阿里Qwen1.5-4B-Chat阿里巴巴1130.00+/-171,283阿里巴巴Qianwen LICENSE
345TOstripedhyena-nous-7bTogether AI1126.00+/-22704Together AIApache 2.0
346UWguanaco-33bUW1112.00+/-36263UWNon-commercial
347AIolmo-7b-instructAi21106.00+/-22772Ai2Apache-2.0
348百川Baichuan2-7B-Chat百川智能1101.00+/-141,956百川智能Llama 2 Community
349智谱ChatGLM3-6B智谱AI1089.00+/-26535智谱AIApache-2.0
350MOMPT-7B-ChatMosaicML1064.00+/-31397MosaicMLCC-BY-NC-SA-4.0
351达摩Koala达摩院1064.00+/-24747达摩院Non-commercial
352RWRWKV-4-Raven-14BRWKV1058.00+/-27505RWKVApache 2.0
353OPoasst-pythia-12bOpenAssistant1049.00+/-25714OpenAssistantApache 2.0
354智谱ChatGLM-6B智谱AI1034.00+/-27551智谱AINon-commercial
355智谱ChatGLM2-6B智谱AI1029.00+/-35293智谱AIApache-2.0
356STstablelm-tuned-alpha-7bStability AI1003.00+/-33363Stability AICC-BY-NC-SA-4.0
357STalpaca-13bStanford998.00+/-27626StanfordNon-commercial
358DAdolly-v2-12bDatabricks961.00+/-34396DatabricksMIT
359LMfastchat-t5-3bLMSYS906.00+/-30428LMSYSApache 2.0
360FALLaMA 13BFacebook AI研究实验室881.00+/-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。