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

1566.00

Model Count

361

Data version

2026年06月10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-5Anthropic1566.00+/-22752AnthropicProprietary
AnthropicOpus 4.7 (thinking)Anthropic1553.00+/-88,171AnthropicProprietary
AnthropicClaude Opus 4.6 (thinking)Anthropic1551.00+/-710,773AnthropicProprietary
4Anthropicclaude-opus-4-8-thinkingAnthropic1550.00+/-132,442AnthropicProprietary
5AnthropicOpus 4.7Anthropic1548.00+/-88,508AnthropicProprietary
6AnthropicClaude Opus 4.6Anthropic1548.00+/-712,404AnthropicProprietary
7Anthropicclaude-opus-4-8Anthropic1540.00+/-122,565AnthropicProprietary
8AnthropicClaude Opus 4 (thinking-32k)Anthropic1530.00+/-77,620AnthropicProprietary
9GLM 5.1智谱AI1529.00+/-104,471智谱AIMIT
10Muse SparkFacebook AI研究实验室1526.00+/-103,743Facebook AI研究实验室Proprietary
11AnthropicClaude Sonnet 4.6Anthropic1526.00+/-79,655AnthropicProprietary
12Qwen3.7-Max-Preview阿里巴巴1525.00+/-181,134阿里巴巴Proprietary
13Google Deep MindGemini 3.1 Pro PreviewGoogle Deep Mind1525.00+/-614,839Google Deep MindProprietary
14AnthropicClaude Opus 4Anthropic1523.00+/-617,310AnthropicProprietary
15OpenAIGPT-5.4 (high)OpenAI1521.00+/-79,742OpenAIProprietary
16AnthropicClaude Sonnet 4.5 (thinking-32k)Anthropic1520.00+/-519,269AnthropicProprietary
17mimo-v2.5-proXiaomi1520.00+/-86,370XiaomiMIT
18OpenAIGPT-5.5 (high)OpenAI1520.00+/-86,702OpenAIProprietary
19Google Deep MindGemini 3.0 Pro (Preview 11-2025)Google Deep Mind1519.00+/-78,573Google Deep MindProprietary
20ERNIE-5.1-Preview百度1515.00+/-85,997百度Proprietary
21OpenAIGPT-5.2OpenAI1515.00+/-79,113OpenAIProprietary
22OpenAIGPT-5.4OpenAI1515.00+/-710,760OpenAIProprietary
23xAIgrok-4.20-multi-agent-beta-0309xAI1514.00+/-710,278xAIProprietary
24AnthropicClaude Sonnet 4.5Anthropic1513.00+/-519,140AnthropicProprietary
25AnthropicOpus 4.1 (thinking-16k)Anthropic1513.00+/-79,837AnthropicProprietary
26MiniMaxminimax-m3MiniMax1513.00+/-142,138MiniMaxProprietary
27OpenAIGPT-5.5 InstantOpenAI1512.00+/-87,645OpenAIProprietary
28Moonshot AIKimi K2.6Moonshot AI1512.00+/-86,146Moonshot AIModified MIT
29xAIgrok-4.20-beta-0309-reasoningxAI1512.00+/-710,459xAIProprietary
30Qwen3.5 Max Preview阿里巴巴1512.00+/-86,016阿里巴巴Proprietary
31DOLA Seed 2.0 Pro字节跳动Seed团队1511.00+/-612,613字节跳动Seed团队Proprietary
32Google Deep MindGemini 3.0 FlashGoogle Deep Mind1509.00+/-86,386Google Deep MindProprietary
33xAIGrok 4.20 BetaxAI1508.00+/-87,171xAIProprietary
34Qwen3.6-Max-Preview阿里巴巴1508.00+/-161,544阿里巴巴Proprietary
35Google Deep MindGemini 3.5 FlashGoogle Deep Mind1507.00+/-123,015Google Deep MindProprietary
36AnthropicOpus 4.1Anthropic1505.00+/-515,526AnthropicProprietary
37Moonshot AIKimi K2.5 InstantMoonshot AI1505.00+/-141,798Moonshot AIModified MIT
38mimo-v2-proXiaomi1504.00+/-86,939XiaomiProprietary
39Moonshot AIKimi K2 ThinkingMoonshot AI1504.00+/-611,797Moonshot AIModified MIT
40DeepSeek-AIDeepSeek-V4-ProDeepSeek-AI1502.00+/-87,438DeepSeek-AIMIT
41Meituanlongcat-flash-chat-2602-expMeituan1502.00+/-87,789MeituanProprietary
42OpenAIGPT-5.5OpenAI1502.00+/-87,056OpenAIProprietary
43xAIGrok 4.1 ThinkingxAI1499.00+/-615,080xAIProprietary
44AnthropicClaude Opus 4 (thinking-16k)Anthropic1498.00+/-86,674AnthropicProprietary
45GLM-5智谱AI1497.00+/-85,875智谱AIMIT
46DeepMindGemma 4 31BDeepMind1497.00+/-151,366DeepMindApache 2.0
47OpenAIGPT-5.4 mini (high)OpenAI1497.00+/-79,551OpenAIProprietary
48OpenAIGPT-5.3OpenAI1497.00+/-78,739OpenAIProprietary
49Qwen3.5-397B-A17B阿里巴巴1495.00+/-611,123阿里巴巴Apache 2.0
50Qwen 3.6 Plus Preview阿里巴巴1494.00+/-87,808阿里巴巴Proprietary
51Google Deep MindGemini 3.0 Flash (minimal)Google Deep Mind1492.00+/-615,686Google Deep MindProprietary
52DeepSeek-AIDeepSeek-V4-Pro (thinking)DeepSeek-AI1492.00+/-86,810DeepSeek-AIMIT
53xAIGrok 4.1xAI1492.00+/-615,618xAIProprietary
54ERNIE 5.0百度1491.00+/-78,555百度Proprietary
55OpenAIGPT-5.1 Pro (high)OpenAI1490.00+/-78,208OpenAIProprietary
56OpenAIGPT-5.2 Pro (high)OpenAI1490.00+/-611,694OpenAIProprietary
57mimo-v2-omniXiaomi1489.00+/-122,607XiaomiProprietary
58xAIGrok 4.3 BetaxAI1488.00+/-86,857xAIProprietary
59Amazonamazon-nova-experimental-chat-26-02-10Amazon1487.00+/-20841AmazonProprietary
60mimo-v2.5Xiaomi1487.00+/-86,854XiaomiMIT
61Moonshot AIKimi K2 Thinking (thinking-turbo)Moonshot AI1487.00+/-614,810Moonshot AIModified MIT
62GLM-4.7智谱AI1486.00+/-122,412智谱AIMIT
63OpenAIGPT-5.2OpenAI1483.00+/-614,111OpenAIProprietary
64Qwen3 Max (Preview)阿里巴巴1482.00+/-85,362阿里巴巴Proprietary
65DeepSeek-AIDeepSeek-V4-FlashDeepSeek-AI1480.00+/-87,135DeepSeek-AIMIT
66DeepMindGemma 4 26B A4BDeepMind1480.00+/-151,367DeepMindApache 2.0
67Amazonamazon-nova-experimental-chat-26-01-10Amazon1480.00+/-21735AmazonProprietary
68AnthropicHaiku 4.5Anthropic1479.00+/-520,999AnthropicProprietary
69MiniMaxAIMiniMax-M2.7MiniMaxAI1478.00+/-79,028MiniMaxAIModified MIT
70Mistralmistral-medium-3.5Mistral1477.00+/-122,631MistralModified MIT
71DeepSeek-AIDeepSeek-V4-Flash (thinking)DeepSeek-AI1476.00+/-87,129DeepSeek-AIMIT
72DeepSeek-AIDeepSeek V3.2 (thinking)DeepSeek-AI1475.00+/-78,501DeepSeek-AIMIT
73DeepSeek-AIDeepSeek V3.2-Exp (thinking)DeepSeek-AI1475.00+/-131,919DeepSeek-AIMIT
74Alibabaqwen3-max-2025-09-23Alibaba1475.00+/-132,041AlibabaProprietary
75Meituanlongcat-flash-chatMeituan1475.00+/-132,232MeituanMIT
76OpenAIGPT-5.1 InstantOpenAI1474.00+/-79,124OpenAIProprietary
77Qwen3-235B-A22B-2507阿里巴巴1473.00+/-521,272阿里巴巴Apache 2.0
78AnthropicClaude Sonnet 4 (thinking-32k)Anthropic1473.00+/-86,411AnthropicProprietary
79ERNIE 5.0百度1472.00+/-131,955百度Proprietary
80DeepSeek-AIDeepSeek V3.2DeepSeek-AI1470.00+/-610,595DeepSeek-AIMIT
81OpenAIGPT-4o(2025-03-27)OpenAI1469.00+/-515,861OpenAIProprietary
82Moonshot AIKimi K2 0905Moonshot AI1468.00+/-132,241Moonshot AIModified MIT
83MistralAIMistral Large 3MistralAI1467.00+/-69,924MistralAIApache 2.0
84OpenAIGPT-5-Pro (high)OpenAI1467.00+/-86,356OpenAIProprietary
85DeepSeek-AIDeepSeek V3.2-ExpDeepSeek-AI1466.00+/-122,499DeepSeek-AIMIT
86Qwen3-VL-235B-A22B-Instruct阿里巴巴1466.00+/-132,316阿里巴巴Apache 2.0
87Google Deep MindGemini 2.5 Pro Experimental 03-25Google Deep Mind1465.00+/-426,514Google Deep MindProprietary
88DeepSeek-AIDeepSeek-R1-0528DeepSeek-AI1465.00+/-112,729DeepSeek-AIMIT
89AnthropicClaude Opus 4Anthropic1464.00+/-77,898AnthropicProprietary
90OpenAIGPT-5OpenAI1464.00+/-85,987OpenAIProprietary
91DeepSeek-AIDeepSeek-V3.1 Terminus (thinking)DeepSeek-AI1464.00+/-24636DeepSeek-AIMIT
92xAIGrok 4.1 Fast (fast-reasoning)xAI1462.00+/-613,558xAIProprietary
93Moonshot AIKimi K2Moonshot AI1460.00+/-85,243Moonshot AIModified MIT
94Tencenthunyuan-hy3-previewTencent1460.00+/-141,946Tencenttencent-hunyuan-community
95GLM-4.6智谱AI1460.00+/-77,480智谱AIMIT
96OpenAIGPT-4.5OpenAI1459.00+/-131,939OpenAIProprietary
97Qwen3.5-122B-A10B阿里巴巴1459.00+/-77,755阿里巴巴Apache 2.0
98OpenAIOpenAI o3OpenAI1459.00+/-611,749OpenAIProprietary
99xAIGrok 4 FastxAI1459.00+/-161,249xAIProprietary
100OpenAIGPT-5.4 nano (high)OpenAI1459.00+/-79,667OpenAIProprietary
101Qwen3-Coder-480B-A35B阿里巴巴1457.00+/-94,850阿里巴巴Apache 2.0
102DeepSeek-AIDeepSeek-V3.1 (thinking)DeepSeek-AI1457.00+/-131,901DeepSeek-AIMIT
103Googlegemini-3.1-flash-lite-previewGoogle1457.00+/-712,099GoogleProprietary
104OpenAIGPT-4.1OpenAI1456.00+/-79,313OpenAIProprietary
105MistralAIMagistral-Medium-2506MistralAI1456.00+/-521,096MistralAIProprietary
106Qwen3-VL-235B-A22B-Instruct (thinking)阿里巴巴1456.00+/-141,624阿里巴巴Apache 2.0
107GLM-4.5智谱AI1455.00+/-94,771智谱AIMIT
108Nvidianvidia-nemotron-3-ultra-550b-a55b-nvfp4Nvidia1452.00+/-20930NvidiaOpenMDW-1.1
109AnthropicClaude Sonnet 3.7 (thinking-32k)Anthropic1451.00+/-86,191AnthropicProprietary
110StepFunAIStep 3.5 FlashStepFunAI1451.00+/-710,325StepFunAIApache 2.0
111Qwen3.5-27B阿里巴巴1450.00+/-77,483阿里巴巴Apache 2.0
112AnthropicClaude Sonnet 4Anthropic1449.00+/-77,394AnthropicProprietary
113DeepSeek-AIDeepSeek-V3.1DeepSeek-AI1448.00+/-122,622DeepSeek-AIMIT
114Alibabaqwen3-235b-a22b-no-thinkingAlibaba1447.00+/-86,974AlibabaApache 2.0
115Qwen3-Next阿里巴巴1446.00+/-94,790阿里巴巴Apache 2.0
116mimo-v2-flash (non-thinking)Xiaomi1446.00+/-611,984XiaomiMIT
117DeepSeek-AIDeepSeek-R1DeepSeek-AI1445.00+/-122,317DeepSeek-AIMIT
118MiniMaxAIMiniMax M2.5MiniMaxAI1444.00+/-710,841MiniMaxAIModified MIT
119xAIGrok 3xAI1443.00+/-85,398xAIProprietary
120Alibabaqwen3-235b-a22b-thinking-2507Alibaba1442.00+/-151,610AlibabaApache 2.0
121trinity-large-previewArcee AI1441.00+/-87,599Arcee AIApache 2.0
122Qwen3-30B-A3B-2507阿里巴巴1440.00+/-94,659阿里巴巴Apache 2.0
123MiniMaxAIM2.1MiniMaxAI1439.00+/-103,425MiniMaxAIMIT
124DeepSeek-AIDeepSeek-V3.1 TerminusDeepSeek-AI1439.00+/-21778DeepSeek-AIMIT
125Tencenthunyuan-vision-1.5-thinkingTencent1438.00+/-27435TencentProprietary
126xAIGrok 4 Fast (fast-reasoning)xAI1437.00+/-93,955xAIProprietary
127xAIGrok 4xAI1436.00+/-78,154xAIProprietary
128Qwen3.5-35B-A3B阿里巴巴1435.00+/-77,946阿里巴巴Apache 2.0
129Amazonamazon-nova-experimental-chat-12-10Amazon1435.00+/-21704AmazonProprietary
130OpenAIOpenAI o3-mini (high)OpenAI1435.00+/-122,596OpenAIProprietary
131AnthropicClaude 3.5 SonnetAnthropic1434.00+/-614,960AnthropicProprietary
132Qwen3-235B-A22B阿里巴巴1434.00+/-94,341阿里巴巴Apache 2.0
133OpenAIGPT-4.1 miniOpenAI1434.00+/-76,917OpenAIProprietary
134Mistralmistral-medium-2505Mistral1433.00+/-85,898MistralProprietary
135ERNIE 5.0百度1433.00+/-19916百度Proprietary
136OpenAIOpenAI o1OpenAI1433.00+/-103,973OpenAIProprietary
137OpenAIOpenAI o4 - miniOpenAI1432.00+/-78,720OpenAIProprietary
138mimo-v2-flash (thinking)Xiaomi1432.00+/-122,443XiaomiMIT
139StepFunAIStep 3.5 FlashStepFunAI1431.00+/-710,577StepFunAIProprietary
140OpenAIGPT-5-mini (high)OpenAI1430.00+/-85,498OpenAIProprietary
141AnthropicClaude Sonnet 3.7Anthropic1430.00+/-77,144AnthropicProprietary
142DeepSeek-AIDeepSeek-V3-0324DeepSeek-AI1429.00+/-78,365DeepSeek-AIMIT
143Google Deep MindGemini 2.5 Flash-Preview-09-2025Google Deep Mind1429.00+/-86,842Google Deep MindProprietary
144GLM-4.5-Air智谱AI1427.00+/-86,102智谱AIMIT
145Google Deep MindGemini 2.5 FlashGoogle Deep Mind1424.00+/-425,876Google Deep MindProprietary
146GLM-4.7-Flash智谱AI1424.00+/-112,691智谱AIMIT
147Qwen3-Next (thinking)阿里巴巴1421.00+/-112,677阿里巴巴Apache 2.0
148Amazonamazon-nova-experimental-chat-11-10Amazon1420.00+/-85,316AmazonProprietary
149GLM-4.6V智谱AI1418.00+/-25534智谱AIMIT
150OpenAIOpenAI o1OpenAI1417.00+/-95,123OpenAIProprietary
151MiniMaxminimax-m1MiniMax1416.00+/-86,485MiniMaxApache 2.0
152OpenAIOpenAI o3-miniOpenAI1416.00+/-69,460OpenAIProprietary
153trinity-large-thinkingArcee AI1414.00+/-88,155Arcee AIApache 2.0
154MistralAIMistral-Small-3.2MistralAI1413.00+/-103,359MistralAIApache 2.0
155ling-flash-2.0Ant Group1413.00+/-151,527Ant GroupMIT
156Amazonamazon-nova-experimental-chat-10-20Amazon1411.00+/-122,293AmazonProprietary
157Nvidianvidia-nemotron-3-super-120b-a12bNvidia1411.00+/-141,782NvidiaNVIDIA Open Model
158intellect-3Prime Intellect1410.00+/-19973Prime IntellectMIT
159StepFunAIStep3StepFunAI1408.00+/-171,233StepFunAIApache 2.0
160Qwen3-32B阿里巴巴1408.00+/-24513阿里巴巴Apache 2.0
161Nvidianvidia-llama-3.3-nemotron-super-49b-v1.5Nvidia1405.00+/-22659NvidiaNvidia Open
162GLM-4.5V智谱AI1405.00+/-18991智谱AIMIT
163Qwen2.5-Max阿里巴巴1403.00+/-85,100阿里巴巴Proprietary
164Tencenthunyuan-turbos-20250226Tencent1400.00+/-31275TencentProprietary
165Hunyuan-T1腾讯AI实验室1399.00+/-20804腾讯AI实验室Proprietary
166AnthropicClaude 3.5 SonnetAnthropic1398.00+/-713,607AnthropicProprietary
167Google Deep MindGemini 2.5 Flash-Lite-Preview-09-2025 (no-thinking)Google Deep Mind1398.00+/-79,678Google Deep MindProprietary
168Nova 2 Lite亚马逊1397.00+/-122,515亚马逊Proprietary
169mercury-2Inception AI1397.00+/-21768Inception AIProprietary
170Tencenthunyuan-turbos-20250416Tencent1395.00+/-141,776TencentProprietary
171Nvidiallama-3.1-nemotron-ultra-253b-v1Nvidia1392.00+/-30367NvidiaNvidia Open Model
172ring-flash-2.0Ant Group1391.00+/-151,540Ant GroupMIT
173OpenAIGPT OSS 120BOpenAI1391.00+/-86,488OpenAIApache 2.0
174OpenAIOpenAI o3-mini (high)OpenAI1390.00+/-103,296OpenAIProprietary
175CohereAIC4AI Command A (202503)CohereAI1390.00+/-610,219CohereAICC-BY-NC-4.0
176Amazonamazon-nova-experimental-chat-10-09Amazon1389.00+/-24552AmazonProprietary
177DeepSeek-AIDeepSeek-V3DeepSeek-AI1388.00+/-103,280DeepSeek-AIDeepSeek
178OpenAIOpenAI o1-miniOpenAI1388.00+/-78,478OpenAIProprietary
179Qwen3-30B-A3B阿里巴巴1387.00+/-94,526阿里巴巴Apache 2.0
180xAIgrok-3-mini-betaxAI1387.00+/-94,255xAIProprietary
181MistralAIMagistral-Medium-2506MistralAI1386.00+/-122,247MistralAIProprietary
182QwQ-32B阿里巴巴1385.00+/-94,047阿里巴巴Apache 2.0
183AnthropicClaude 3.5 HaikuAnthropic1385.00+/-611,246AnthropicProprietary
184MiniMaxAIMiniMax M2MiniMaxAI1385.00+/-151,543MiniMaxAIApache 2.0
185olmo-3.1-32b-instructAi21384.00+/-122,511Ai2Apache 2.0
186Google Deep MindGemini 2.5 Flash-Lite (thinking)Google Deep Mind1384.00+/-86,001Google Deep MindProprietary
187OpenAIGPT-5-Nano (high)OpenAI1383.00+/-151,684OpenAIProprietary
188Alibabaqwen-plus-0125Alibaba1380.00+/-18893AlibabaProprietary
189Metallama-3.1-405b-instruct-bf16Meta1375.00+/-86,249MetaLlama 3.1 Community
190DeepSeekdeepseek-v2.5-1210DeepSeek1375.00+/-171,079DeepSeekDeepSeek
191OpenAIGPT-4.1 nanoOpenAI1374.00+/-19807OpenAIProprietary
192Llama 4 Maverick InstructFacebook AI研究实验室1373.00+/-76,994Facebook AI研究实验室Llama 4
193Tencenthunyuan-turbo-0110Tencent1372.00+/-30299TencentProprietary
194StepFunstep-2-16k-exp-202412StepFun1372.00+/-20737StepFunProprietary
195OpenAIGPT OSS 20BOpenAI1370.00+/-132,167OpenAIApache 2.0
196athene-v2-chatNexusFlow1370.00+/-94,019NexusFlowNexusFlow
197yi-lightning01 AI1369.00+/-104,31601 AIProprietary
198OpenAIGPT-4oOpenAI1369.00+/-619,526OpenAIProprietary
199DeepSeek-AIDeepSeek V2.5DeepSeek-AI1369.00+/-94,252DeepSeek-AIDeepSeek
200Metallama-3.1-405b-instruct-fp8Meta1368.00+/-79,714MetaLlama 3.1 Community
201mercuryInception AI1367.00+/-29394Inception AIProprietary
202Tencenthunyuan-large-2025-02-10Tencent1367.00+/-25519TencentProprietary
203DeepMindGemini 2.0 Flash ExperimentalDeepMind1365.00+/-76,996DeepMindProprietary
204olmo-3-32b-thinkAi21364.00+/-181,056Ai2Apache 2.0
205Nvidiallama-3.3-nemotron-49b-super-v1Nvidia1363.00+/-31286NvidiaNvidia
206Nvidianvidia-nemotron-3-nano-30b-a3b-bf16Nvidia1363.00+/-103,281NvidiaNVIDIA Open Model
207Llama 4 Scout InstructFacebook AI研究实验室1362.00+/-95,253Facebook AI研究实验室Llama
208MistralAIMistral-Small-3.1-24B-Instruct-2503MistralAI1362.00+/-86,137MistralAIApache 2.0
209OpenAIGPT-4oOpenAI1361.00+/-87,318OpenAIProprietary
210xAIGrok 2xAI1359.00+/-710,368xAIProprietary
211Google Deep MindGemma 3 - 27B (IT)Google Deep Mind1358.00+/-78,074Google Deep MindGemma
212Alibabaqwen2.5-plus-1127Alibaba1357.00+/-141,553AlibabaProprietary
213Google Deep MindGemini 1.5 ProGoogle Deep Mind1356.00+/-79,175Google Deep MindProprietary
214Tencenthunyuan-large-visionTencent1356.00+/-19963TencentProprietary
215Qwen2.5-VL-72B-Instruct阿里巴巴1356.00+/-86,688阿里巴巴Qwen
216AnthropicClaude3-OpusAnthropic1354.00+/-633,748AnthropicProprietary
217Mistralmistral-large-2407Mistral1354.00+/-87,589MistralMistral Research
218StepFunstep-1o-turbo-202506StepFun1354.00+/-151,505StepFunProprietary
219Alibabaqwen-max-0919Alibaba1353.00+/-112,756AlibabaQwen
220granite-4.1-8bIBM1353.00+/-201,075IBMApache 2.0
221glm-4-plusZhipu AI1353.00+/-94,449Zhipu AIProprietary
222athene-70b-0725NexusFlow1350.00+/-113,122NexusFlowCC-BY-NC-4.0
223OpenAIGPT-4o miniOpenAI1349.00+/-710,927OpenAIProprietary
224OpenAIgpt-4-turbo-2024-04-09OpenAI1347.00+/-717,104OpenAIProprietary
225Google Deep MindGemini 1.5 ProGoogle Deep Mind1347.00+/-812,747Google Deep MindProprietary
226Mistralmistral-large-2411Mistral1346.00+/-94,212MistralMRL
227Llama3.3-70B-InstructFacebook AI研究实验室1345.00+/-78,746Facebook AI研究实验室Llama-3.3
228DeepMindGemini 2.0 Flash-LiteDeepMind1343.00+/-103,474DeepMindProprietary
229Amazonamazon-nova-pro-v1.0Amazon1343.00+/-93,853AmazonProprietary
230Qwen2.5-Coder-32B-Instruct阿里巴巴1342.00+/-19873阿里巴巴Apache 2.0
231DeepSeekdeepseek-coder-v2DeepSeek1342.00+/-122,671DeepSeekDeepSeek License
232OpenAIGPT-4OpenAI1339.00+/-715,605OpenAIProprietary
233olmo-3.1-32b-thinkAi21339.00+/-151,568Ai2Apache 2.0
234Googlegemini-advanced-0514Google1338.00+/-98,138GoogleProprietary
235xAIgrok-2-mini-2024-08-13xAI1336.00+/-78,652xAIProprietary
236Llama3.1-70B-InstructFacebook AI研究实验室1333.00+/-79,389Facebook AI研究实验室Llama 3.1 Community
237Tencenthunyuan-standard-2025-02-10Tencent1332.00+/-24549TencentProprietary
238OpenAIGPT-4OpenAI1331.00+/-815,289OpenAIProprietary
239glm-4-plus-0111Zhipu1331.00+/-18894ZhipuProprietary
240Llama3.1-70B-InstructFacebook AI研究实验室1329.00+/-151,312Facebook AI研究实验室Llama 3.1
241ibm-granite-h-smallIBM1329.00+/-171,267IBMApache 2.0
242OpenAIGPT-4OpenAI1328.00+/-98,306OpenAIProprietary
243AnthropicClaude3-SonnetAnthropic1317.00+/-718,888AnthropicProprietary
244Google Deep MindGemma 3 - 12B (IT)Google Deep Mind1317.00+/-23543Google Deep MindGemma
245Googlegemini-1.5-flash-002Google1316.00+/-85,892GoogleProprietary
246reka-core-20240904Reka AI1315.00+/-151,216Reka AIProprietary
247OpenAIGPT-4OpenAI1313.00+/-813,719OpenAIProprietary
248MistralAIMistral Small 24B Instruct 2501MistralAI1312.00+/-122,083MistralAIApache 2.0
249jamba-1.5-largeAI21 Labs1312.00+/-151,440AI21 LabsJamba Open
250Nvidiallama-3.1-nemotron-51b-instructNvidia1311.00+/-22665NvidiaLlama 3.1
251Googlegemini-1.5-flash-001Google1310.00+/-810,680GoogleProprietary
252Google Deep MindGemma-3n-E4BGoogle Deep Mind1309.00+/-103,528Google Deep MindGemma
253GLM4智谱AI1308.00+/-141,718智谱AIProprietary
254llama-3.1-tulu-3-70bAi21308.00+/-24450Ai2Llama 3.1
255Nvidianemotron-4-340b-instructNvidia1307.00+/-113,254NvidiaNVIDIA Open Model
256Microsoft AzurePhi 4 - 14BMicrosoft Azure1307.00+/-103,305Microsoft AzureMIT
257Amazonamazon-nova-lite-v1.0Amazon1306.00+/-103,060AmazonProprietary
258Llama3-70B-InstructFacebook AI研究实验室1305.00+/-728,126Facebook AI研究实验室Llama 3 Community
259Googlegemma-2-27b-itGoogle1305.00+/-612,088GoogleGemma license
260Tencenthunyuan-standard-256kTencent1301.00+/-25497TencentProprietary
261AnthropicClaude3-HaikuAnthropic1300.00+/-720,898AnthropicProprietary
262Qwen2-72B-Instruct阿里巴巴1296.00+/-96,249阿里巴巴Qianwen LICENSE
263Mistralmistral-large-2402Mistral1294.00+/-910,418MistralProprietary
264CohereAIC4AI Aya Vision 32BCohereAI1292.00+/-94,685CohereAICC-BY-NC-4.0
265reka-flash-20240904Reka AI1291.00+/-151,207Reka AIProprietary
266Amazonamazon-nova-micro-v1.0Amazon1288.00+/-102,981AmazonProprietary
267Llama3.1-8B-InstructFacebook AI研究实验室1287.00+/-26478Facebook AI研究实验室Apache 2.0
268Coherecommand-r-08-2024Cohere1280.00+/-131,783CohereCC-BY-NC-4.0
269olmo-2-0325-32b-instructAi21280.00+/-27427Ai2Apache-2.0
270Coherecommand-r-plus-08-2024Cohere1279.00+/-141,675CohereCC-BY-NC-4.0
271Qwen1.5-110B-Chat阿里巴巴1279.00+/-104,763阿里巴巴Qianwen LICENSE
272reka-flash-21b-20240226-onlineReka AI1277.00+/-132,879Reka AIProprietary
273MistralAIMixtral-8x22B-Instruct-v0.1MistralAI1276.00+/-98,780MistralAIApache 2.0
274Mistralministral-8b-2410Mistral1275.00+/-19838MistralMRL
275Google Deep MindGemma 3 - 4B (IT)Google Deep Mind1274.00+/-24605Google Deep MindGemma
276Qwen1.5-72B-Chat阿里巴巴1274.00+/-106,370阿里巴巴Qianwen LICENSE
277OpenAIgpt-3.5-turbo-0125OpenAI1274.00+/-811,130OpenAIProprietary
278Googlegemini-1.5-flash-8b-001Google1272.00+/-86,069GoogleProprietary
279gemma-2-9b-it-simpoPrinceton1272.00+/-151,471PrincetonMIT
280CohereAIC4AI Command R+CohereAI1272.00+/-813,937CohereAICC-BY-NC-4.0
281Googlegemma-2-9b-itGoogle1271.00+/-78,921GoogleGemma license
282reka-flash-21b-20240226Reka AI1266.00+/-114,748Reka AIProprietary
283jamba-1.5-miniAI21 Labs1265.00+/-151,352AI21 LabsJamba Open
284Mistralmistral-mediumMistral1261.00+/-105,149MistralProprietary
285OpenAIgpt-3.5-turbo-1106OpenAI1261.00+/-162,121OpenAIProprietary
286Alibabaqwen1.5-32b-chatAlibaba1261.00+/-113,930AlibabaQianwen LICENSE
287Llama3.1-8B-InstructFacebook AI研究实验室1260.00+/-78,582Facebook AI研究实验室Llama 3.1 Community
288CohereAIC4AI Aya Vision 8BCohereAI1255.00+/-151,567CohereAICC-BY-NC-4.0
289llama-3.1-tulu-3-8bAi21253.00+/-25476Ai2Llama 3.1
290Llama3-8B-InstructFacebook AI研究实验室1252.00+/-818,374Facebook AI研究实验室Llama 3 Community
291DBRX Instructdatabricks1250.00+/-115,502databricksDBRX LICENSE
292granite-3.1-2b-instructIBM1248.00+/-25508IBMApache 2.0
293DeepMindGemini-proDeepMind1248.00+/-24678DeepMindProprietary
294InternLM2-Base-20B上海人工智能实验室1248.00+/-141,684上海人工智能实验室Other
295Yi-1.5-34B零一万物1248.00+/-103,841零一万物Apache-2.0
296zephyr-orpo-141b-A35b-v0.1HuggingFace1244.00+/-21831HuggingFaceApache 2.0
297Coherecommand-rCohere1242.00+/-99,645CohereCC-BY-NC-4.0
298granite-3.0-8b-instructIBM1239.00+/-181,108IBMApache 2.0
299Googlegemini-pro-dev-apiGoogle1239.00+/-142,681GoogleProprietary
300Qwen1.5-14B-Chat阿里巴巴1239.00+/-133,208阿里巴巴Qianwen LICENSE
301Mistralmixtral-8x7b-instruct-v0.1Mistral1238.00+/-811,784MistralApache 2.0
302starling-lm-7b-betaNexusflow1234.00+/-132,948NexusflowApache-2.0
303Microsoft AzurePhi-3-medium 14B-previewMicrosoft Azure1230.00+/-103,973Microsoft AzureMIT
304openchat-3.5-0106OpenChat1228.00+/-142,005OpenChatApache-2.0
305snowflake-arctic-instructSnowflake1223.00+/-115,734SnowflakeApache 2.0
306DeepSeek-AIDeepSeek LLM 67B ChatDeepSeek-AI1217.00+/-24649DeepSeek-AIDeepSeek License
307Google ResearchGemma 1.1-7B-ITGoogle Research1217.00+/-104,332Google ResearchGemma license
308tulu-2-dpo-70bAllenAI/UW1214.00+/-21805AllenAI/UWAI2 ImpACT Low-risk
309Qwen1.5-7B-Chat阿里巴巴1209.00+/-21772阿里巴巴Qianwen LICENSE
310Qwen3-VL-2B阿里巴巴1208.00+/-181,134阿里巴巴Apache 2.0
311starling-lm-7b-alphaUC Berkeley1206.00+/-161,397UC BerkeleyCC-BY-NC-4.0
312Yi-34B零一万物1205.00+/-132,345零一万物Yi License
313Microsoft AzurePhi-3-small 7BMicrosoft Azure1204.00+/-123,219Microsoft AzureMIT
314openchat-3.5OpenChat1201.00+/-20971OpenChatApache-2.0
315Qwen-14B-Chat阿里巴巴1196.00+/-24599阿里巴巴Qianwen LICENSE
316Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1196.00+/-141,841Microsoft AzureMIT
317Googlegemma-2-2b-itGoogle1193.00+/-87,298GoogleGemma license
318Vicuna 33BLM-SYS1192.00+/-132,866LM-SYSNon-commercial
319WizardLM-70B-V1.0WizardLM Team1192.00+/-20988WizardLM TeamLlama 2 Community
320Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1186.00+/-123,449Microsoft AzureMIT
321openhermes-2.5-mistral-7bNousResearch1185.00+/-23589NousResearchApache-2.0
322MistralAIMistral-7B-Instruct-v0.2MistralAI1185.00+/-123,114MistralAIApache-2.0
323solar-10.7b-instruct-v1.0Upstage AI1182.00+/-27482Upstage AICC-BY-NC-4.0
324Metallama-2-70b-chatMeta1178.00+/-105,717MetaLlama 2 Community
325Metallama-3.2-3b-instructMeta1176.00+/-161,351MetaLlama 3.2
326nous-hermes-2-mixtral-8x7b-dpoNousResearch1174.00+/-24575NousResearchApache-2.0
327QwQ-32B-Preview阿里巴巴1173.00+/-24566阿里巴巴Apache 2.0
328Google ResearchGemma 1.1-2B-ITGoogle Research1171.00+/-141,963Google ResearchGemma license
329Google ResearchGemma 7B - ItGoogle Research1167.00+/-171,381Google ResearchGemma license
330MPT-30B-ChatMosaicML1167.00+/-35258MosaicMLCC-BY-NC-SA-4.0
331zephyr-7b-alphaHuggingFace1166.00+/-40201HuggingFaceMIT
332Vicuna 13BLM-SYS1162.00+/-142,389LM-SYSLlama 2 Community
333Baichuan2-13B-Chat百川智能1161.00+/-132,626百川智能Llama 2 Community
334smollm2-1.7b-instructHuggingFace1159.00+/-33352HuggingFaceApache 2.0
335CodeLLaMA-34BFacebook AI研究实验室1158.00+/-20853Facebook AI研究实验室Llama 2 Community
336Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1153.00+/-133,886Microsoft AzureMIT
337Google ResearchPaLM 2Google Research1152.00+/-21917Google ResearchProprietary
338zephyr-7b-betaHuggingFace1151.00+/-181,250HuggingFaceMIT
339Microsoftwizardlm-13bMicrosoft1150.00+/-22735MicrosoftLlama 2 Community
340Metallama-3.2-1b-instructMeta1148.00+/-161,346MetaLlama 3.2
341Nvidiallama2-70b-steerlm-chatNvidia1144.00+/-28467NvidiaLlama 2 Community
342MistralAIMistral 7B InstructMistralAI1143.00+/-201,032MistralAIApache 2.0
343Google ResearchGemma 2B - ItGoogle Research1136.00+/-22742Google ResearchGemma license
344Vicuna 7BLM-SYS1130.00+/-23726LM-SYSLlama 2 Community
345Qwen1.5-4B-Chat阿里巴巴1130.00+/-171,283阿里巴巴Qianwen LICENSE
346stripedhyena-nous-7bTogether AI1126.00+/-22704Together AIApache 2.0
347guanaco-33bUW1112.00+/-36263UWNon-commercial
348olmo-7b-instructAi21106.00+/-22772Ai2Apache-2.0
349Baichuan2-7B-Chat百川智能1102.00+/-141,956百川智能Llama 2 Community
350ChatGLM3-6B智谱AI1089.00+/-26535智谱AIApache-2.0
351MPT-7B-ChatMosaicML1065.00+/-31397MosaicMLCC-BY-NC-SA-4.0
352Koala达摩院1065.00+/-24747达摩院Non-commercial
353RWKV-4-Raven-14BRWKV1058.00+/-27505RWKVApache 2.0
354oasst-pythia-12bOpenAssistant1049.00+/-25714OpenAssistantApache 2.0
355ChatGLM-6B智谱AI1034.00+/-27551智谱AINon-commercial
356ChatGLM2-6B智谱AI1029.00+/-35293智谱AIApache-2.0
357stablelm-tuned-alpha-7bStability AI1003.00+/-33363Stability AICC-BY-NC-SA-4.0
358alpaca-13bStanford998.00+/-27626StanfordNon-commercial
359dolly-v2-12bDatabricks961.00+/-34396DatabricksMIT
360fastchat-t5-3bLMSYS907.00+/-30428LMSYSApache 2.0
361LLaMA 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.