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LMArena Coding Arena Leaderboard

The latest AI coding model leaderboard based on LMArena Coding Arena anonymous user voting. Covers Elo scores, confidence intervals, and vote counts for Claude, GPT, Gemini, DeepSeek, Qwen, and more.

Top Model

Claude Fable 5

Top Score

1553.00

Model Count

380

Data version

2026年08月06日

Data source: LM Arena

About This Leaderboard

This leaderboard ranks AI models by coding ability. Data comes from LMArena (formerly LMSYS Chatbot Arena)'s Coding sub-track, evaluated through anonymous blind testing by real users on programming tasks.

Methodology Overview

Blind testing: Users submit coding questions, two anonymous models generate code answers, and users vote for the better response — eliminating brand bias.

Elo scoring: Uses the Bradley-Terry model to calculate Elo scores. Higher scores mean users more frequently prefer that model's code solutions.

Broad scenario coverage: Testing spans code generation, bug fixing, algorithm implementation, code explanation, and more real-world programming scenarios.

DataLearner provides in-depth analysis on top of the raw data, linking leaderboard models to the DataLearner model database so you can quickly access model details, API pricing, benchmark scores, and more.

Origin:AllChina
Leaderboard snapshot month:

Ranking Table

RankModelScore95% CIVotesOrganizationLicense
AnthropicClaude Fable 5Anthropic1553.00+/-95,234AnthropicProprietary
AnthropicOpus 4.7 (thinking)Anthropic1552.00+/-616,303AnthropicProprietary
AnthropicClaude Opus 4.6 (thinking)Anthropic1551.00+/-618,015AnthropicProprietary
4AnthropicClaude Opus 4.6Anthropic1547.00+/-620,444AnthropicProprietary
5AnthropicOpus 4.7Anthropic1546.00+/-616,534AnthropicProprietary
6Moonshotkimi-k3-maxMoonshot1542.00+/-122,611MoonshotKimi K3 license
7AnthropicClaude Opus 4.8 (thinking)Anthropic1535.00+/-710,509AnthropicProprietary
8Alibabaqwen3.8-maxAlibaba1532.00+/-161,411AlibabaProprietary
9Muse Spark 1.1Facebook AI研究实验室1532.00+/-104,199Facebook AI研究实验室Proprietary
10AnthropicClaude Opus 4 (thinking-32k)Anthropic1530.00+/-77,603AnthropicProprietary
11Anthropicclaude-opus-5-highAnthropic1530.00+/-104,043AnthropicProprietary
12AnthropicClaude Sonnet 4.6Anthropic1528.00+/-617,610AnthropicProprietary
13Anthropicclaude-opus-5-maxAnthropic1527.00+/-141,910AnthropicProprietary
14AnthropicClaude Opus 4.8Anthropic1527.00+/-710,721AnthropicProprietary
15Metamuse-spark-1.2 (xHigh)Meta1526.00+/-25577MetaProprietary
16Muse SparkFacebook AI研究实验室1526.00+/-103,744Facebook AI研究实验室Proprietary
17Qwen3.7-Max-Preview阿里巴巴1526.00+/-181,112阿里巴巴Proprietary
18OpenAIgpt-5.6-sol-xhighOpenAI1525.00+/-103,665OpenAIProprietary
19AnthropicClaude Sonnet 4.5 (high)Anthropic1525.00+/-95,698AnthropicProprietary
20Googlegemini-3.6-flashGoogle1524.00+/-113,364GoogleProprietary
21AnthropicClaude Opus 4Anthropic1523.00+/-617,181AnthropicProprietary
22OpenAIGPT-5.4 (high)OpenAI1521.00+/-616,326OpenAIProprietary
23Google Deep MindGemini 3.1 Pro PreviewGoogle Deep Mind1521.00+/-525,189Google Deep MindProprietary
24OpenAIgpt-5.6-terra-xhighOpenAI1521.00+/-103,745OpenAIProprietary
25xAIGrok 4.5xAI1520.00+/-104,345xAIProprietary
26AnthropicClaude Sonnet 4.5 (thinking-32k)Anthropic1520.00+/-519,186AnthropicProprietary
27OpenAIGPT-5.5 (high)OpenAI1519.00+/-614,532OpenAIProprietary
28mimo-v2.5-proXiaomi1519.00+/-713,199XiaomiMIT
29Google Deep MindGemini 3 ProGoogle Deep Mind1519.00+/-78,561Google Deep MindProprietary
30GLM 5.1智谱AI1517.00+/-710,330智谱AIMIT
31OpenAIGPT-5.2 Chat (0210)OpenAI1515.00+/-79,036OpenAIProprietary
32Moonshot AIKimi K2.6Moonshot AI1515.00+/-710,310Moonshot AIModified MIT
33OpenAIGPT-5.5 InstantOpenAI1515.00+/-87,461OpenAIProprietary
34OpenAIGPT-5.4OpenAI1514.00+/-617,549OpenAIProprietary
35ERNIE-5.1-Preview百度1514.00+/-710,223百度Proprietary
36AnthropicClaude Sonnet 4.5Anthropic1513.00+/-519,024AnthropicProprietary
37DOLA Seed 2.0 Pro字节跳动Seed团队1513.00+/-620,619字节跳动Seed团队Proprietary
38Qwen3.5 Max Preview阿里巴巴1513.00+/-86,000阿里巴巴Proprietary
39AnthropicOpus 4.1 (thinking-16k)Anthropic1513.00+/-69,825AnthropicProprietary
40xAIgrok-4.20-beta-0309-reasoningxAI1511.00+/-617,074xAIProprietary
41Googlegemini-3.5-flash-highGoogle1510.00+/-86,718GoogleProprietary
42OpenAIGPT-5.5OpenAI1510.00+/-615,231OpenAIProprietary
43xAIgrok-4.20-multi-agent-beta-0309xAI1509.00+/-616,757xAIProprietary
44Qwen3.6-Max-Preview阿里巴巴1508.00+/-161,533阿里巴巴Proprietary
45Google Deep MindGemini 3.0 FlashGoogle Deep Mind1508.00+/-86,374Google Deep MindProprietary
46xAIGrok 4.20 BetaxAI1508.00+/-87,136xAIProprietary
47Googlegemini-3.5-flash-liteGoogle1507.00+/-113,137GoogleProprietary
48Googlegemini-3.5-flash-mediumGoogle1507.00+/-86,365GoogleProprietary
49Z.aiglm-5.2-maxZ.ai1507.00+/-86,940Z.aiMIT
50Qwen3.7-Plus阿里巴巴1505.00+/-88,269阿里巴巴Proprietary
51AnthropicOpus 4.1Anthropic1505.00+/-515,507AnthropicProprietary
52Moonshot AIKimi K2.5 InstantMoonshot AI1504.00+/-141,797Moonshot AIModified MIT
53mimo-v2-proXiaomi1503.00+/-86,872XiaomiProprietary
54Meituanlongcat-flash-chat-2602-expMeituan1502.00+/-87,668MeituanProprietary
55Moonshot AIKimi K2 ThinkingMoonshot AI1502.00+/-518,836Moonshot AIModified MIT
56DeepSeek-AIDeepSeek-V4-ProDeepSeek-AI1501.00+/-615,292DeepSeek-AIMIT
57Hy3腾讯AI实验室1500.00+/-181,133腾讯AI实验室Apache 2.0
58MiniMaxAIMiniMax M3MiniMaxAI1499.00+/-710,050MiniMaxAIMiniMax Community License
59AnthropicClaude Opus 4 (thinking-16k)Anthropic1499.00+/-86,665AnthropicProprietary
60xAIGrok 4.1 ThinkingxAI1499.00+/-614,988xAIProprietary
61DeepMindGemma 4 31BDeepMind1498.00+/-151,354DeepMindApache 2.0
62OpenAIgpt-5.6-luna-xhighOpenAI1498.00+/-103,936OpenAIProprietary
63GLM-5智谱AI1497.00+/-77,166智谱AIMIT
64OpenAIGPT-5.3 ChatOpenAI1497.00+/-78,671OpenAIProprietary
65OpenAIGPT-5.4 mini (high)OpenAI1497.00+/-616,094OpenAIProprietary
66Qwen 3.6 Plus Preview阿里巴巴1495.00+/-613,660阿里巴巴Proprietary
67InklingThinking Machines Lab1493.00+/-103,573Thinking Machines LabApache 2.0
68xAIGrok 4.1xAI1492.00+/-615,554xAIProprietary
69Qwen3.5-397B-A17B阿里巴巴1492.00+/-618,329阿里巴巴Apache 2.0
70Google Deep MindGemini 3.0 Flash (minimal)Google Deep Mind1491.00+/-522,449Google Deep MindProprietary
71mimo-v2.5Xiaomi1491.00+/-712,790XiaomiMIT
72OpenAIGPT-5.1 Pro (high)OpenAI1491.00+/-78,185OpenAIProprietary
73ERNIE 5.0 (0110)百度1490.00+/-78,547百度Proprietary
74OpenAIGPT-5.2 Pro (high)OpenAI1489.00+/-611,656OpenAIProprietary
75DeepSeekdeepseek-v4-pro-high-previewDeepSeek1489.00+/-614,268DeepSeekMIT
76GLM-5V-Turbo智谱AI1488.00+/-122,576智谱AIProprietary
77xAIGrok 4.3 BetaxAI1488.00+/-615,091xAIProprietary
78mimo-v2-omniXiaomi1487.00+/-95,477XiaomiProprietary
79Moonshot AIKimi K2 Thinking (thinking-turbo)Moonshot AI1486.00+/-614,758Moonshot AIModified MIT
80Amazonamazon-nova-experimental-chat-26-02-10Amazon1486.00+/-20841AmazonProprietary
81GLM-4.7智谱AI1485.00+/-122,410智谱AIMIT
82DeepSeek-AIDeepSeek-V4-FlashDeepSeek-AI1483.00+/-614,249DeepSeek-AIMIT
83OpenAIGPT-5.2OpenAI1482.00+/-520,657OpenAIProprietary
84Qwen3 Max (Preview)阿里巴巴1482.00+/-85,368阿里巴巴Proprietary
85DeepMindGemma 4 26B A4BDeepMind1481.00+/-151,357DeepMindApache 2.0
86DeepSeekdeepseek-v4-flash-high-previewDeepSeek1479.00+/-614,203DeepSeekMIT
87Amazonamazon-nova-experimental-chat-26-01-10Amazon1479.00+/-21730AmazonProprietary
88AnthropicHaiku 4.5Anthropic1479.00+/-528,992AnthropicProprietary
89MistralAIMistral Medium 3.5MistralAI1479.00+/-113,046MistralAIModified MIT
90MiniMaxAIMiniMax-M2.7MiniMaxAI1479.00+/-616,121MiniMaxAIModified MIT
91DeepSeek-AIDeepSeek V3.2-Exp (thinking)DeepSeek-AI1475.00+/-78,493DeepSeek-AIMIT
92DeepSeek-AIDeepSeek V3.2-Exp (thinking)DeepSeek-AI1475.00+/-131,914DeepSeek-AIMIT
93NVIDIANemotron 3 UltraNVIDIA1474.00+/-122,910NVIDIAOpenMDW-1.1
94OpenAIGPT-5.1OpenAI1474.00+/-79,087OpenAIProprietary
95Alibabaqwen3-max-2025-09-23Alibaba1474.00+/-132,039AlibabaProprietary
96Meituanlongcat-flash-chatMeituan1474.00+/-132,233MeituanMIT
97AnthropicClaude Sonnet 4 (thinking-32k)Anthropic1473.00+/-86,401AnthropicProprietary
98Qwen3-235B-A22B-2507阿里巴巴1472.00+/-521,199阿里巴巴Apache 2.0
99ERNIE 5.0 Preview (1203)百度1472.00+/-131,952百度Proprietary
100DeepSeek-AIDeepSeek V3.2DeepSeek-AI1470.00+/-610,556DeepSeek-AIMIT
101OpenAIGPT-4o(2025-03-27)OpenAI1469.00+/-515,841OpenAIProprietary
102MistralAIMistral Large 3MistralAI1469.00+/-613,780MistralAIApache 2.0
103OpenAIGPT-5-Pro (high)OpenAI1468.00+/-86,356OpenAIProprietary
104Moonshot AIKimi K2 0905Moonshot AI1468.00+/-132,240Moonshot AIModified MIT
105Google Deep MindGemini 2.5 ProGoogle Deep Mind1465.00+/-426,439Google Deep MindProprietary
106DeepSeek-AIDeepSeek V3.2-ExpDeepSeek-AI1465.00+/-122,491DeepSeek-AIMIT
107Qwen3-VL-235B-A22B-Instruct阿里巴巴1465.00+/-132,314阿里巴巴Apache 2.0
108DeepSeek-AIDeepSeek-R1-0528DeepSeek-AI1464.00+/-112,725DeepSeek-AIMIT
109AnthropicClaude Opus 4Anthropic1464.00+/-77,892AnthropicProprietary
110OpenAIGPT-5.2 Chat (0210)OpenAI1464.00+/-85,977OpenAIProprietary
111DeepSeek-AIDeepSeek-V3.1 Terminus (thinking)DeepSeek-AI1463.00+/-24635DeepSeek-AIMIT
112xAIGrok 4.1 Fast (fast-reasoning)xAI1461.00+/-613,507xAIProprietary
113OpenAIGPT-5.4 nano (high)OpenAI1461.00+/-616,436OpenAIProprietary
114Moonshot AIKimi K2Moonshot AI1460.00+/-85,235Moonshot AIModified MIT
115Tencenthunyuan-hy3-previewTencent1460.00+/-141,942Tencenttencent-hunyuan-community
116OpenAIOpenAI o3OpenAI1459.00+/-611,733OpenAIProprietary
117Qwen3.5-122B-A10B阿里巴巴1459.00+/-77,740阿里巴巴Apache 2.0
118xAIGrok 4 FastxAI1459.00+/-161,247xAIProprietary
119OpenAIGPT-4.5OpenAI1459.00+/-131,939OpenAIProprietary
120GLM-4.6智谱AI1459.00+/-77,469智谱AIMIT
121Google Deep MindGemini 3.1 Flash-LiteGoogle Deep Mind1457.00+/-616,599Google Deep MindProprietary
122DeepSeek-AIDeepSeek-V3.1 (thinking)DeepSeek-AI1457.00+/-131,902DeepSeek-AIMIT
123Qwen3-Coder-480B-A35B阿里巴巴1457.00+/-94,844阿里巴巴Apache 2.0
124OpenAIGPT-4.1OpenAI1456.00+/-79,301OpenAIProprietary
125MistralAIMagistral-Medium-2506MistralAI1455.00+/-520,986MistralAIProprietary
126Qwen3-VL-235B-A22B-Instruct (thinking)阿里巴巴1455.00+/-141,627阿里巴巴Apache 2.0
127GLM-4.5智谱AI1454.00+/-94,765智谱AIMIT
128AnthropicClaude3-Sonnet (thinking-32k)Anthropic1452.00+/-86,189AnthropicProprietary
129StepFunAIStep 3.5 FlashStepFunAI1451.00+/-614,275StepFunAIApache 2.0
130Qwen3.5-27B阿里巴巴1450.00+/-77,446阿里巴巴Apache 2.0
131AnthropicClaude Sonnet 4Anthropic1449.00+/-77,386AnthropicProprietary
132DeepSeek-AIDeepSeek-V3.1DeepSeek-AI1448.00+/-122,624DeepSeek-AIMIT
133mimo-v2-flash (non-thinking)Xiaomi1446.00+/-611,911XiaomiMIT
134Alibabaqwen3-235b-a22b-no-thinkingAlibaba1446.00+/-86,967AlibabaApache 2.0
135Qwen3-Next阿里巴巴1445.00+/-94,790阿里巴巴Apache 2.0
136DeepSeek-AIDeepSeek-R1DeepSeek-AI1445.00+/-122,317DeepSeek-AIMIT
137MiniMaxAIMiniMax M2.5MiniMaxAI1444.00+/-710,772MiniMaxAIModified MIT
138xAIGrok 3xAI1443.00+/-85,394xAIProprietary
139trinity-large-preview Apache 2.01443.00+/-87,530
140Alibabaqwen3-235b-a22b-thinking-2507Alibaba1442.00+/-151,612AlibabaApache 2.0
141MiniMaxAIM2.1MiniMaxAI1439.00+/-103,409MiniMaxAIMIT
142Qwen3-30B-A3B-2507阿里巴巴1439.00+/-94,656阿里巴巴Apache 2.0
143DeepSeek-AIDeepSeek-V3.1 TerminusDeepSeek-AI1439.00+/-21778DeepSeek-AIMIT
144xAIGrok 4 Fast (fast-reasoning)xAI1437.00+/-93,945xAIProprietary
145Tencenthunyuan-vision-1.5-thinkingTencent1437.00+/-27436TencentProprietary
146StepFunAIStep 3.5 FlashStepFunAI1437.00+/-616,519StepFunAIProprietary
147xAIGrok 4xAI1435.00+/-78,144xAIProprietary
148AnthropicClaude 3.5 SonnetAnthropic1435.00+/-614,955AnthropicProprietary
149OpenAIOpenAI o3-mini (high)OpenAI1435.00+/-122,596OpenAIProprietary
150Qwen3.5-35B-A3B阿里巴巴1435.00+/-77,896阿里巴巴Apache 2.0
151OpenAIGPT-4.1 miniOpenAI1434.00+/-76,911OpenAIProprietary
152Amazonamazon-nova-experimental-chat-12-10Amazon1433.00+/-21704AmazonProprietary
153Mistralmistral-medium-2505Mistral1433.00+/-85,891MistralProprietary
154OpenAIOpenAI o1OpenAI1433.00+/-103,973OpenAIProprietary
155Qwen3-235B-A22B阿里巴巴1433.00+/-94,340阿里巴巴Apache 2.0
156OpenAIOpenAI o4 - miniOpenAI1433.00+/-78,705OpenAIProprietary
157ERNIE 5.0百度1432.00+/-19915百度Proprietary
158OpenAIGPT-5-mini (high)OpenAI1431.00+/-85,497OpenAIProprietary
159mimo-v2-flash (thinking)Xiaomi1431.00+/-122,437XiaomiMIT
160AnthropicClaude3-SonnetAnthropic1430.00+/-77,132AnthropicProprietary
161DeepSeek-AIDeepSeek-V3-0324DeepSeek-AI1429.00+/-78,358DeepSeek-AIMIT
162Google Deep MindGemini 2.5 Flash-Preview-09-2025Google Deep Mind1428.00+/-76,835Google Deep MindProprietary
163GLM-4.5-Air智谱AI1426.00+/-86,099智谱AIMIT
164GLM-4.7-Flash智谱AI1424.00+/-112,673智谱AIMIT
165Google Deep MindGemini 2.5 FlashGoogle Deep Mind1424.00+/-425,761Google Deep MindProprietary
166Qwen3-Next (thinking)阿里巴巴1421.00+/-112,672阿里巴巴Apache 2.0
167GLM-4.6V智谱AI1419.00+/-25533智谱AIMIT
168Amazonamazon-nova-experimental-chat-11-10Amazon1419.00+/-85,285AmazonProprietary
169MiniMaxminimax-m1MiniMax1416.00+/-86,471MiniMaxApache 2.0
170OpenAIOpenAI o1OpenAI1416.00+/-95,123OpenAIProprietary
171OpenAIOpenAI o3-miniOpenAI1416.00+/-69,450OpenAIProprietary
172trinity-large-thinking Apache 2.01414.00+/-88,066
173MistralAIMistral-Small-3.2MistralAI1412.00+/-103,357MistralAIApache 2.0
174ling-flash-2.0 AntGroup1412.00+/-151,528GroupMIT
175Amazonamazon-nova-experimental-chat-10-20Amazon1410.00+/-122,288AmazonProprietary
176Nvidianvidia-nemotron-3-super-120b-a12bNvidia1410.00+/-141,777NvidiaNVIDIA Open Model
177intellect-3 MIT1409.00+/-19971
178StepFunAIStep3StepFunAI1408.00+/-171,231StepFunAIApache 2.0
179Qwen3-32B阿里巴巴1407.00+/-24513阿里巴巴Apache 2.0
180Nvidianvidia-llama-3.3-nemotron-super-49b-v1.5Nvidia1405.00+/-22659NvidiaNvidia Open
181GLM-4.5V智谱AI1404.00+/-18991智谱AIMIT
182Qwen2.5-Max阿里巴巴1403.00+/-85,094阿里巴巴Proprietary
183Tencenthunyuan-turbos-20250226Tencent1400.00+/-31275TencentProprietary
184Hunyuan-T1腾讯AI实验室1399.00+/-20802腾讯AI实验室Proprietary
185AnthropicClaude 3.5 SonnetAnthropic1399.00+/-713,607AnthropicProprietary
186Google Deep MindGemini 2.5 Flash-Lite-Preview-09-2025 (no-thinking)Google Deep Mind1397.00+/-69,668Google Deep MindProprietary
187AImercury-2 InceptionAI1396.00+/-21764AIProprietary
188Nova 2 Lite亚马逊1396.00+/-122,507亚马逊Proprietary
189Tencenthunyuan-turbos-20250416Tencent1394.00+/-141,776TencentProprietary
190Nvidiallama-3.1-nemotron-ultra-253b-v1Nvidia1391.00+/-30367NvidiaNvidia Open Model
191ring-flash-2.0 AntGroup1391.00+/-151,537GroupMIT
192OpenAIGPT OSS 120BOpenAI1390.00+/-86,487OpenAIApache 2.0
193OpenAIOpenAI o3-mini (high)OpenAI1390.00+/-103,292OpenAIProprietary
194Amazonamazon-nova-experimental-chat-10-09Amazon1390.00+/-24550AmazonProprietary
195CohereAIC4AI Command A (202503)CohereAI1389.00+/-610,208CohereAICC-BY-NC-4.0
196DeepSeek-AIDeepSeek-V3DeepSeek-AI1388.00+/-103,280DeepSeek-AIDeepSeek
197MistralAIMagistral-Medium-2506MistralAI1387.00+/-122,244MistralAIProprietary
198OpenAIOpenAI o1-miniOpenAI1387.00+/-78,478OpenAIProprietary
199Qwen3-30B-A3B阿里巴巴1387.00+/-94,526阿里巴巴Apache 2.0
200xAIgrok-3-mini-betaxAI1386.00+/-94,251xAIProprietary
201AnthropicClaude 3.5 HaikuAnthropic1385.00+/-611,234AnthropicProprietary
202MiniMaxAIMiniMax M2MiniMaxAI1385.00+/-151,545MiniMaxAIApache 2.0
203QwQ-32B阿里巴巴1384.00+/-94,040阿里巴巴Apache 2.0
204olmo-3.1-32b-instructAi21384.00+/-122,509Ai2Apache 2.0
205OpenAIGPT-5-Nano (high)OpenAI1384.00+/-151,681OpenAIProprietary
206Google Deep MindGemini 2.5 Flash-Lite (thinking)Google Deep Mind1383.00+/-85,998Google Deep MindProprietary
207Alibabaqwen-plus-0125Alibaba1380.00+/-18893AlibabaProprietary
208Metallama-3.1-405b-instruct-bf16Meta1376.00+/-86,249MetaLlama 3.1 Community
209DeepSeekdeepseek-v2.5-1210DeepSeek1375.00+/-171,079DeepSeekDeepSeek
210OpenAIGPT-4.1 nanoOpenAI1374.00+/-19807OpenAIProprietary
211Llama 4 Maverick InstructFacebook AI研究实验室1373.00+/-76,985Facebook AI研究实验室Llama 4
212Tencenthunyuan-turbo-0110Tencent1371.00+/-30299TencentProprietary
213StepFunstep-2-16k-exp-202412StepFun1371.00+/-20737StepFunProprietary
214OpenAIGPT OSS 20BOpenAI1370.00+/-132,169OpenAIApache 2.0
215athene-v2-chat NexusFlow1369.00+/-94,019
216OpenAIGPT-4oOpenAI1369.00+/-619,526OpenAIProprietary
217yi-lightning Proprietary1369.00+/-104,316
218Metallama-3.1-405b-instruct-fp8Meta1368.00+/-79,714MetaLlama 3.1 Community
219DeepSeek-AIDeepSeek V2.5DeepSeek-AI1368.00+/-94,252DeepSeek-AIDeepSeek
220AImercury InceptionAI1368.00+/-29393AIProprietary
221Tencenthunyuan-large-2025-02-10Tencent1367.00+/-25519TencentProprietary
222DeepMindGemini 2.0 Flash ExperimentalDeepMind1365.00+/-76,990DeepMindProprietary
223olmo-3-32b-thinkAi21363.00+/-181,054Ai2Apache 2.0
224Nvidiallama-3.3-nemotron-49b-super-v1Nvidia1363.00+/-31286NvidiaNvidia
225Nvidianvidia-nemotron-3-nano-30b-a3b-bf16Nvidia1363.00+/-103,280NvidiaNVIDIA Open Model
226Llama 4 Scout InstructFacebook AI研究实验室1363.00+/-95,251Facebook AI研究实验室Llama
227MistralAIMistral-Small-3.1-24B-Instruct-2503MistralAI1362.00+/-86,136MistralAIApache 2.0
228OpenAIGPT-4oOpenAI1360.00+/-87,318OpenAIProprietary
229xAIGrok 2xAI1358.00+/-710,368xAIProprietary
230Google Deep MindGemma 3 - 27B (IT)Google Deep Mind1358.00+/-78,067Google Deep MindGemma
231Alibabaqwen2.5-plus-1127Alibaba1357.00+/-141,553AlibabaProprietary
232Google Deep MindGemini 1.5 ProGoogle Deep Mind1356.00+/-79,175Google Deep MindProprietary
233Tencenthunyuan-large-visionTencent1356.00+/-19963TencentProprietary
234Qwen2.5-VL-72B-Instruct阿里巴巴1356.00+/-86,688阿里巴巴Qwen
235AnthropicClaude3-OpusAnthropic1355.00+/-633,748AnthropicProprietary
236Mistralmistral-large-2407Mistral1354.00+/-87,589MistralMistral Research
237StepFunstep-1o-turbo-202506StepFun1353.00+/-151,505StepFunProprietary
238Alibabaqwen-max-0919Alibaba1353.00+/-112,756AlibabaQwen
239granite-4.1-8bIBM1353.00+/-201,063IBMApache 2.0
240glm-4-plusZhipu AI1352.00+/-94,449Zhipu AIProprietary
241athene-70b-0725 CC-BY-NC-4.01350.00+/-113,122
242OpenAIGPT-4o miniOpenAI1349.00+/-710,926OpenAIProprietary
243OpenAIgpt-4-turbo-2024-04-09OpenAI1347.00+/-717,104OpenAIProprietary
244Google Deep MindGemini 1.5 ProGoogle Deep Mind1347.00+/-812,747Google Deep MindProprietary
245Mistralmistral-large-2411Mistral1346.00+/-94,212MistralMRL
246Llama3.3-70B-InstructFacebook AI研究实验室1346.00+/-78,745Facebook AI研究实验室Llama-3.3
247Amazonamazon-nova-pro-v1.0Amazon1343.00+/-93,853AmazonProprietary
248DeepMindGemini 2.0 Flash-LiteDeepMind1343.00+/-103,474DeepMindProprietary
249DeepSeekdeepseek-coder-v2DeepSeek1342.00+/-122,671DeepSeekDeepSeek License
250Qwen2.5-Coder-32B-Instruct阿里巴巴1342.00+/-19873阿里巴巴Apache 2.0
251OpenAIGPT-4OpenAI1340.00+/-715,605OpenAIProprietary
252olmo-3.1-32b-thinkAi21338.00+/-151,569Ai2Apache 2.0
253Googlegemini-advanced-0514Google1337.00+/-98,138GoogleProprietary
254xAIgrok-2-mini-2024-08-13xAI1335.00+/-78,652xAIProprietary
255Llama3.1-70B-InstructFacebook AI研究实验室1333.00+/-79,389Facebook AI研究实验室Llama 3.1 Community
256Tencenthunyuan-standard-2025-02-10Tencent1332.00+/-24549TencentProprietary
257OpenAIGPT-4OpenAI1332.00+/-815,289OpenAIProprietary
258glm-4-plus-0111Zhipu1330.00+/-18894ZhipuProprietary
259OpenAIGPT-4OpenAI1329.00+/-98,306OpenAIProprietary
260ibm-granite-h-smallIBM1329.00+/-171,267IBMApache 2.0
261Llama3.1-70B-InstructFacebook AI研究实验室1328.00+/-151,312Facebook AI研究实验室Llama 3.1
262AnthropicClaude3-SonnetAnthropic1318.00+/-718,888AnthropicProprietary
263Google Deep MindGemma 3 - 12B (IT)Google Deep Mind1316.00+/-23543Google Deep MindGemma
264Googlegemini-1.5-flash-002Google1316.00+/-85,892GoogleProprietary
265reka-core-20240904 Proprietary1315.00+/-151,216
266OpenAIGPT-4OpenAI1314.00+/-813,719OpenAIProprietary
267MistralAIMistral Small 24B Instruct 2501MistralAI1312.00+/-122,083MistralAIApache 2.0
268jamba-1.5-large Jamba Open1312.00+/-151,440
269Nvidiallama-3.1-nemotron-51b-instructNvidia1312.00+/-22665NvidiaLlama 3.1
270Googlegemini-1.5-flash-001Google1309.00+/-810,680GoogleProprietary
271GLM4智谱AI1309.00+/-141,718智谱AIProprietary
272Nvidianemotron-4-340b-instructNvidia1308.00+/-113,254NvidiaNVIDIA Open Model
273llama-3.1-tulu-3-70bAi21308.00+/-24450Ai2Llama 3.1
274Google Deep MindGemma-3n-E4BGoogle Deep Mind1308.00+/-103,526Google Deep MindGemma
275Microsoft AzurePhi-4-reasoningMicrosoft Azure1306.00+/-103,305Microsoft AzureMIT
276Llama3-70B-InstructFacebook AI研究实验室1306.00+/-728,126Facebook AI研究实验室Llama 3 Community
277Amazonamazon-nova-lite-v1.0Amazon1306.00+/-103,060AmazonProprietary
278Googlegemma-2-27b-itGoogle1305.00+/-612,088GoogleGemma license
279AnthropicClaude3-HaikuAnthropic1301.00+/-720,898AnthropicProprietary
280Tencenthunyuan-standard-256kTencent1301.00+/-24497TencentProprietary
281Qwen2-72B-Instruct阿里巴巴1297.00+/-96,249阿里巴巴Qianwen LICENSE
282Mistralmistral-large-2402Mistral1295.00+/-910,418MistralProprietary
283CohereAIC4AI Aya Vision 32BCohereAI1292.00+/-94,685CohereAICC-BY-NC-4.0
284reka-flash-20240904 Proprietary1291.00+/-151,207
285Amazonamazon-nova-micro-v1.0Amazon1288.00+/-102,981AmazonProprietary
286Llama3.1-8B-InstructFacebook AI研究实验室1288.00+/-26478Facebook AI研究实验室Apache 2.0
287Coherecommand-r-08-2024Cohere1281.00+/-131,783CohereCC-BY-NC-4.0
288Coherecommand-r-plus-08-2024Cohere1280.00+/-141,675CohereCC-BY-NC-4.0
289olmo-2-0325-32b-instructAi21280.00+/-27427Ai2Apache-2.0
290Qwen1.5-110B-Chat阿里巴巴1279.00+/-104,763阿里巴巴Qianwen LICENSE
291reka-flash-21b-20240226-online Proprietary1277.00+/-132,879
292MistralAIMixtral-8x22B-Instruct-v0.1MistralAI1277.00+/-98,780MistralAIApache 2.0
293Qwen1.5-72B-Chat阿里巴巴1275.00+/-106,370阿里巴巴Qianwen LICENSE
294Mistralministral-8b-2410Mistral1275.00+/-19838MistralMRL
295OpenAIgpt-3.5-turbo-0125OpenAI1274.00+/-811,130OpenAIProprietary
296Google Deep MindGemma 3 - 4B (IT)Google Deep Mind1274.00+/-24605Google Deep MindGemma
297CohereAIC4AI Command R+CohereAI1272.00+/-813,937CohereAICC-BY-NC-4.0
298Googlegemini-1.5-flash-8b-001Google1272.00+/-86,069GoogleProprietary
299gemma-2-9b-it-simpo MIT1271.00+/-151,471
300Googlegemma-2-9b-itGoogle1270.00+/-78,921GoogleGemma license
301reka-flash-21b-20240226 Proprietary1267.00+/-114,748
302jamba-1.5-mini Jamba Open1265.00+/-151,352
303Mistralmistral-mediumMistral1262.00+/-105,149MistralProprietary
304OpenAIgpt-3.5-turbo-1106OpenAI1262.00+/-162,121OpenAIProprietary
305Alibabaqwen1.5-32b-chatAlibaba1262.00+/-113,930AlibabaQianwen LICENSE
306Llama3.1-8B-InstructFacebook AI研究实验室1260.00+/-78,582Facebook AI研究实验室Llama 3.1 Community
307CohereAIC4AI Aya Vision 8BCohereAI1255.00+/-151,567CohereAICC-BY-NC-4.0
308llama-3.1-tulu-3-8bAi21253.00+/-25476Ai2Llama 3.1
309Llama3-8B-InstructFacebook AI研究实验室1253.00+/-818,374Facebook AI研究实验室Llama 3 Community
310dbrx-instruct-preview DBRX LICENSE1251.00+/-115,502
311granite-3.1-2b-instructIBM1249.00+/-25508IBMApache 2.0
312DeepMindGemini-proDeepMind1248.00+/-24678DeepMindProprietary
313InternLM2-Base-20B上海人工智能实验室1248.00+/-141,684上海人工智能实验室
314Yi-1.5-34B零一万物1248.00+/-103,841零一万物
315zephyr-orpo-141b-A35b-v0.1 Apache 2.01245.00+/-21831
316Coherecommand-rCohere1243.00+/-99,645CohereCC-BY-NC-4.0
317granite-3.0-8b-instructIBM1240.00+/-181,108IBMApache 2.0
318Qwen1.5-14B-Chat阿里巴巴1239.00+/-133,208阿里巴巴Qianwen LICENSE
319Googlegemini-pro-dev-apiGoogle1239.00+/-142,681GoogleProprietary
320Mistralmixtral-8x7b-instruct-v0.1Mistral1239.00+/-811,784MistralApache 2.0
321starling-lm-7b-beta Apache-2.01235.00+/-132,948
322Microsoft AzurePhi-3-medium 14B-previewMicrosoft Azure1231.00+/-103,973Microsoft AzureMIT
323openchat-3.5-0106 Apache-2.01229.00+/-142,005
324snowflake-arctic-instruct Apache 2.01224.00+/-115,734
325DeepSeek-AIDeepSeek LLM 67B ChatDeepSeek-AI1218.00+/-24649DeepSeek-AIDeepSeek License
326Google ResearchGemma 1.1-7B-ITGoogle Research1216.00+/-104,332Google ResearchGemma license
327LLaMA2 70BFacebook AI研究实验室1214.00+/-21805Facebook AI研究实验室
328Qwen1.5-7B-Chat阿里巴巴1209.00+/-21772阿里巴巴Qianwen LICENSE
329Qwen3-VL-2B阿里巴巴1209.00+/-171,134阿里巴巴Apache 2.0
330starling-lm-7b-alpha CC-BY-NC-4.01207.00+/-161,397
331Yi-34B零一万物1205.00+/-132,345零一万物
332Microsoft AzurePhi-3-small 7BMicrosoft Azure1204.00+/-123,219Microsoft AzureMIT
333openchat-3.5 Apache-2.01202.00+/-20971
334Qwen-14B-Chat阿里巴巴1197.00+/-24599阿里巴巴Qianwen LICENSE
335Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1197.00+/-141,841Microsoft AzureMIT
336Vicuna 33BLM-SYS1193.00+/-132,866LM-SYS
337WizardLM-70B-V1.0WizardLM Team1193.00+/-20988WizardLM TeamLlama 2 Community
338Googlegemma-2-2b-itGoogle1192.00+/-87,298GoogleGemma license
339Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1187.00+/-123,449Microsoft AzureMIT
340openhermes-2.5-mistral-7b Apache-2.01186.00+/-23589
341MistralAIMistral-7B-Instruct-v0.2MistralAI1185.00+/-123,114MistralAIApache-2.0
342solar-10.7b-instruct-v1.0 CC-BY-NC-4.01183.00+/-27482
343Metallama-2-70b-chatMeta1179.00+/-105,717MetaLlama 2 Community
344Metallama-3.2-3b-instructMeta1176.00+/-161,351MetaLlama 3.2
345nous-hermes-2-mixtral-8x7b-dpo Apache-2.01175.00+/-23575
346QwQ-32B-Preview阿里巴巴1173.00+/-24566阿里巴巴Apache 2.0
347Google ResearchGemma 1.1-2B-ITGoogle Research1171.00+/-141,963Google ResearchGemma license
348mpt-30b-chat CC-BY-NC-SA-4.01167.00+/-34258
349Google ResearchGemma 7B - ItGoogle Research1167.00+/-171,381Google ResearchGemma license
350zephyr-7b-alpha MIT1166.00+/-39201
351vicuna-13b Llama 2 Community1163.00+/-142,389
352Baichuan2-13B-Chat百川智能1162.00+/-132,626百川智能Llama 2 Community
353smollm2-1.7b-instruct Apache 2.01160.00+/-33352
354CodeLLaMA-34BFacebook AI研究实验室1159.00+/-20853Facebook AI研究实验室Llama 2 Community
355Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1154.00+/-133,886Microsoft AzureMIT
356Google ResearchPaLM 2Google Research1153.00+/-21917Google ResearchProprietary
357zephyr-7b-beta MIT1152.00+/-181,250
358Microsoftwizardlm-13bMicrosoft1151.00+/-22735MicrosoftLlama 2 Community
359Metallama-3.2-1b-instructMeta1149.00+/-161,346MetaLlama 3.2
360Nvidiallama2-70b-steerlm-chatNvidia1145.00+/-28467NvidiaLlama 2 Community
361MistralAIMistral 7B InstructMistralAI1144.00+/-201,032MistralAIApache 2.0
362Google ResearchGemma 2B - ItGoogle Research1136.00+/-22742Google ResearchGemma license
363vicuna-7b Llama 2 Community1131.00+/-23726
364Qwen1.5-4B-Chat阿里巴巴1131.00+/-171,283阿里巴巴Qianwen LICENSE
365stripedhyena-nous-7b Apache 2.01127.00+/-22704
366guanaco-33b Non-commercial1113.00+/-36263
367olmo-7b-instructAi21107.00+/-22772Ai2Apache-2.0
368Baichuan2-7B-Chat百川智能1103.00+/-141,956百川智能Llama 2 Community
369ChatGLM3-6B智谱AI1090.00+/-26535智谱AI
370mpt-7b-chat CC-BY-NC-SA-4.01066.00+/-31397
371Koala达摩院1066.00+/-24747达摩院
372RWKV-4-Raven-14B Apache 2.01059.00+/-27505
373oasst-pythia-12b Apache 2.01050.00+/-25714
374ChatGLM-6B智谱AI1035.00+/-27551智谱AI
375ChatGLM2-6B智谱AI1030.00+/-35293智谱AI
376stablelm-tuned-alpha-7b CC-BY-NC-SA-4.01004.00+/-32363
377alpaca-13b Non-commercial999.00+/-27626
378dolly-v2-12b MIT962.00+/-34396
379fastchat-t5-3b Apache 2.0907.00+/-30428
380LLaMA 13BFacebook AI研究实验室882.00+/-39304Facebook AI研究实验室Non-commercial

Data is for reference only. Official sources are authoritative. Click model names to view DataLearner model profiles.

FAQ

01

What is LMArena Coding Arena?

LMArena Coding Arena is an anonymous evaluation track focused on coding ability. Users submit real programming tasks such as debugging, code generation, and algorithm implementation; two hidden model answers are shown side by side, and user votes are aggregated into an Elo leaderboard.

02

How is Coding Arena different from SWE-bench or HumanEval?

Static benchmarks use fixed test sets and automated scoring, which makes them reproducible but easier to over-optimize for. Coding Arena uses open-ended user tasks and human preference votes, so it better reflects practical coding experience. The two approaches are complementary.

03

How do China-developed models perform on coding tasks?

Models such as DeepSeek and Qwen rank competitively on coding leaderboards. They are especially relevant when open deployment, Chinese-language developer workflows, or cost control matter.

04

How can AI help with day-to-day programming?

Common workflows include code completion and generation, debugging, code review, unit test generation, and cross-language translation.