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

1563.00

Model Count

362

Data version

2026年06月16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 5Anthropic1563.00+/-181,126AnthropicProprietary
AnthropicOpus 4.7 (thinking)Anthropic1553.00+/-79,252AnthropicProprietary
AnthropicClaude Opus 4.6 (thinking)Anthropic1551.00+/-711,769AnthropicProprietary
4AnthropicOpus 4.7Anthropic1549.00+/-79,645AnthropicProprietary
5AnthropicClaude Opus 4.6Anthropic1548.00+/-613,482AnthropicProprietary
6AnthropicClaude Opus 4.8 (thinking)Anthropic1541.00+/-113,501AnthropicProprietary
7AnthropicClaude Opus 4.8Anthropic1540.00+/-113,592AnthropicProprietary
8AnthropicClaude Opus 4 (thinking-32k)Anthropic1530.00+/-77,622AnthropicProprietary
9GLM 5.1智谱AI1529.00+/-104,538智谱AIMIT
10AnthropicClaude Sonnet 4.6Anthropic1527.00+/-710,802AnthropicProprietary
11GLM-5.2 (max)智谱AI1526.00+/-20913智谱AIMIT
12Qwen3.7-Max-Preview阿里巴巴1526.00+/-181,133阿里巴巴Proprietary
13Muse SparkFacebook AI研究实验室1525.00+/-103,781Facebook AI研究实验室Proprietary
14Google Deep MindGemini 3.1 Pro PreviewGoogle Deep Mind1523.00+/-616,359Google Deep MindProprietary
15AnthropicClaude Opus 4Anthropic1523.00+/-617,368AnthropicProprietary
16OpenAIGPT-5.4 (high)OpenAI1521.00+/-710,857OpenAIProprietary
17mimo-v2.5-proXiaomi1520.00+/-87,282XiaomiMIT
18AnthropicClaude Sonnet 4.5 (thinking-32k)Anthropic1520.00+/-519,323AnthropicProprietary
19OpenAIGPT-5.5 (high)OpenAI1519.00+/-87,700OpenAIProprietary
20Google Deep MindGemini 3.0 Pro (Preview 11-2025)Google Deep Mind1519.00+/-78,573Google Deep MindProprietary
21OpenAIGPT-5.2OpenAI1515.00+/-79,187OpenAIProprietary
22ERNIE-5.1-Preview百度1515.00+/-86,886百度Proprietary
23OpenAIGPT-5.4OpenAI1514.00+/-711,958OpenAIProprietary
24AnthropicClaude Sonnet 4.5Anthropic1514.00+/-519,175AnthropicProprietary
25AnthropicOpus 4.1 (thinking-16k)Anthropic1513.00+/-69,837AnthropicProprietary
26OpenAIGPT-5.5 InstantOpenAI1513.00+/-87,660OpenAIProprietary
27xAIgrok-4.20-multi-agent-beta-0309xAI1512.00+/-711,388xAIProprietary
28xAIgrok-4.20-beta-0309-reasoningxAI1512.00+/-711,631xAIProprietary
29Qwen3.5 Max Preview阿里巴巴1512.00+/-86,059阿里巴巴Proprietary
30DOLA Seed 2.0 Pro字节跳动Seed团队1510.00+/-613,746字节跳动Seed团队Proprietary
31Moonshot AIKimi K2.6Moonshot AI1510.00+/-86,984Moonshot AIModified MIT
32Qwen3.6-Max-Preview阿里巴巴1509.00+/-161,553阿里巴巴Proprietary
33Google Deep MindGemini 3.0 FlashGoogle Deep Mind1509.00+/-86,387Google Deep MindProprietary
34xAIGrok 4.20 BetaxAI1508.00+/-87,242xAIProprietary
35Google Deep MindGemini 3.5 FlashGoogle Deep Mind1506.00+/-123,043Google Deep MindProprietary
36AnthropicOpus 4.1Anthropic1505.00+/-515,518AnthropicProprietary
37MiniMaxminimax-m3MiniMax1505.00+/-113,174MiniMaxProprietary
38Moonshot AIKimi K2.5 InstantMoonshot AI1505.00+/-141,800Moonshot AIModified MIT
39OpenAIGPT-5.5OpenAI1504.00+/-88,142OpenAIProprietary
40mimo-v2-proXiaomi1503.00+/-86,983XiaomiProprietary
41Moonshot AIKimi K2 ThinkingMoonshot AI1503.00+/-612,764Moonshot AIModified MIT
42DeepSeek-AIDeepSeek-V4-ProDeepSeek-AI1502.00+/-88,475DeepSeek-AIMIT
43Meituanlongcat-flash-chat-2602-expMeituan1502.00+/-87,821MeituanProprietary
44AnthropicClaude Opus 4 (thinking-16k)Anthropic1498.00+/-86,673AnthropicProprietary
45xAIGrok 4.1 ThinkingxAI1498.00+/-615,138xAIProprietary
46GLM-5智谱AI1497.00+/-85,911智谱AIMIT
47OpenAIGPT-5.3OpenAI1497.00+/-78,808OpenAIProprietary
48DeepMindGemma 4 31BDeepMind1497.00+/-151,364DeepMindApache 2.0
49OpenAIGPT-5.4 mini (high)OpenAI1496.00+/-710,646OpenAIProprietary
50Qwen3.5-397B-A17B阿里巴巴1494.00+/-612,124阿里巴巴Apache 2.0
51DeepSeek-AIDeepSeek-V4-Pro (thinking)DeepSeek-AI1494.00+/-87,788DeepSeek-AIMIT
52Qwen 3.6 Plus Preview阿里巴巴1493.00+/-78,769阿里巴巴Proprietary
53Google Deep MindGemini 3.0 Flash (minimal)Google Deep Mind1492.00+/-616,858Google Deep MindProprietary
54xAIGrok 4.1xAI1492.00+/-615,683xAIProprietary
55OpenAIGPT-5.1 Pro (high)OpenAI1490.00+/-78,205OpenAIProprietary
56ERNIE 5.0百度1490.00+/-78,588百度Proprietary
57mimo-v2.5Xiaomi1490.00+/-87,820XiaomiMIT
58OpenAIGPT-5.2 Pro (high)OpenAI1489.00+/-611,752OpenAIProprietary
59mimo-v2-omniXiaomi1489.00+/-113,540XiaomiProprietary
60Amazonamazon-nova-experimental-chat-26-02-10Amazon1488.00+/-20842AmazonProprietary
61xAIGrok 4.3 BetaxAI1487.00+/-87,969xAIProprietary
62Moonshot AIKimi K2 Thinking (thinking-turbo)Moonshot AI1487.00+/-614,857Moonshot AIModified MIT
63GLM-4.7智谱AI1486.00+/-122,413智谱AIMIT
64OpenAIGPT-5.2OpenAI1482.00+/-615,146OpenAIProprietary
65Qwen3 Max (Preview)阿里巴巴1482.00+/-85,364阿里巴巴Proprietary
66DeepSeek-AIDeepSeek-V4-FlashDeepSeek-AI1480.00+/-88,206DeepSeek-AIMIT
67DeepMindGemma 4 26B A4BDeepMind1480.00+/-151,367DeepMindApache 2.0
68MiniMaxAIMiniMax-M2.7MiniMaxAI1479.00+/-710,023MiniMaxAIModified MIT
69Amazonamazon-nova-experimental-chat-26-01-10Amazon1479.00+/-21736AmazonProprietary
70AnthropicHaiku 4.5Anthropic1479.00+/-522,112AnthropicProprietary
71Mistralmistral-medium-3.5Mistral1478.00+/-113,006MistralModified MIT
72DeepSeek-AIDeepSeek-V4-Flash (thinking)DeepSeek-AI1477.00+/-88,128DeepSeek-AIMIT
73DeepSeek-AIDeepSeek V3.2 (thinking)DeepSeek-AI1476.00+/-78,533DeepSeek-AIMIT
74DeepSeek-AIDeepSeek V3.2-Exp (thinking)DeepSeek-AI1475.00+/-131,919DeepSeek-AIMIT
75Alibabaqwen3-max-2025-09-23Alibaba1475.00+/-132,040AlibabaProprietary
76Meituanlongcat-flash-chatMeituan1475.00+/-132,232MeituanMIT
77OpenAIGPT-5.1 InstantOpenAI1474.00+/-79,124OpenAIProprietary
78Qwen3-235B-A22B-2507阿里巴巴1473.00+/-521,307阿里巴巴Apache 2.0
79AnthropicClaude Sonnet 4 (thinking-32k)Anthropic1473.00+/-86,405AnthropicProprietary
80ERNIE 5.0百度1472.00+/-131,954百度Proprietary
81DeepSeek-AIDeepSeek V3.2DeepSeek-AI1470.00+/-610,631DeepSeek-AIMIT
82OpenAIGPT-4o(2025-03-27)OpenAI1469.00+/-515,862OpenAIProprietary
83Moonshot AIKimi K2 0905Moonshot AI1468.00+/-132,241Moonshot AIModified MIT
84MistralAIMistral Large 3MistralAI1467.00+/-610,117MistralAIApache 2.0
85OpenAIGPT-5-Pro (high)OpenAI1467.00+/-86,358OpenAIProprietary
86Qwen3-VL-235B-A22B-Instruct阿里巴巴1466.00+/-132,316阿里巴巴Apache 2.0
87DeepSeek-AIDeepSeek V3.2-ExpDeepSeek-AI1466.00+/-122,499DeepSeek-AIMIT
88Nvidianvidia-nemotron-3-ultra-550b-a55b-nvfp4Nvidia1465.00+/-151,668NvidiaOpenMDW-1.1
89Google Deep MindGemini 2.5 Pro Experimental 03-25Google Deep Mind1465.00+/-426,567Google Deep MindProprietary
90DeepSeek-AIDeepSeek-R1-0528DeepSeek-AI1465.00+/-112,729DeepSeek-AIMIT
91AnthropicClaude Opus 4Anthropic1464.00+/-77,899AnthropicProprietary
92DeepSeek-AIDeepSeek-V3.1 Terminus (thinking)DeepSeek-AI1464.00+/-24636DeepSeek-AIMIT
93OpenAIGPT-5OpenAI1463.00+/-85,987OpenAIProprietary
94xAIGrok 4.1 Fast (fast-reasoning)xAI1462.00+/-613,621xAIProprietary
95Moonshot AIKimi K2Moonshot AI1460.00+/-85,244Moonshot AIModified MIT
96OpenAIGPT-5.4 nano (high)OpenAI1460.00+/-710,783OpenAIProprietary
97Tencenthunyuan-hy3-previewTencent1459.00+/-141,974Tencenttencent-hunyuan-community
98OpenAIGPT-4.5OpenAI1459.00+/-131,939OpenAIProprietary
99GLM-4.6智谱AI1459.00+/-77,482智谱AIMIT
100Qwen3.5-122B-A10B阿里巴巴1459.00+/-77,816阿里巴巴Apache 2.0
101OpenAIOpenAI o3OpenAI1459.00+/-611,750OpenAIProprietary
102xAIGrok 4 FastxAI1458.00+/-161,248xAIProprietary
103Googlegemini-3.1-flash-lite-previewGoogle1458.00+/-613,244GoogleProprietary
104Qwen3-Coder-480B-A35B阿里巴巴1457.00+/-94,852阿里巴巴Apache 2.0
105DeepSeek-AIDeepSeek-V3.1 (thinking)DeepSeek-AI1457.00+/-131,903DeepSeek-AIMIT
106OpenAIGPT-4.1OpenAI1457.00+/-79,314OpenAIProprietary
107MistralAIMagistral-Medium-2506MistralAI1456.00+/-521,143MistralAIProprietary
108Qwen3-VL-235B-A22B-Instruct (thinking)阿里巴巴1456.00+/-141,625阿里巴巴Apache 2.0
109GLM-4.5智谱AI1455.00+/-94,770智谱AIMIT
110AnthropicClaude Sonnet 3.7 (thinking-32k)Anthropic1451.00+/-86,190AnthropicProprietary
111Qwen3.5-27B阿里巴巴1451.00+/-77,536阿里巴巴Apache 2.0
112StepFunAIStep 3.5 FlashStepFunAI1449.00+/-611,088StepFunAIApache 2.0
113AnthropicClaude Sonnet 4Anthropic1449.00+/-77,393AnthropicProprietary
114DeepSeek-AIDeepSeek-V3.1DeepSeek-AI1447.00+/-122,622DeepSeek-AIMIT
115Alibabaqwen3-235b-a22b-no-thinkingAlibaba1447.00+/-86,973AlibabaApache 2.0
116Qwen3-Next阿里巴巴1446.00+/-94,789阿里巴巴Apache 2.0
117mimo-v2-flash (non-thinking)Xiaomi1446.00+/-612,049XiaomiMIT
118MiniMaxAIMiniMax M2.5MiniMaxAI1445.00+/-710,915MiniMaxAIModified MIT
119DeepSeek-AIDeepSeek-R1DeepSeek-AI1445.00+/-122,317DeepSeek-AIMIT
120xAIGrok 3xAI1443.00+/-85,400xAIProprietary
121Alibabaqwen3-235b-a22b-thinking-2507Alibaba1442.00+/-151,610AlibabaApache 2.0
122trinity-large-previewArcee AI1441.00+/-87,647Arcee AIApache 2.0
123Qwen3-30B-A3B-2507阿里巴巴1440.00+/-94,658阿里巴巴Apache 2.0
124MiniMaxAIM2.1MiniMaxAI1439.00+/-103,427MiniMaxAIMIT
125DeepSeek-AIDeepSeek-V3.1 TerminusDeepSeek-AI1439.00+/-21778DeepSeek-AIMIT
126Tencenthunyuan-vision-1.5-thinkingTencent1438.00+/-27435TencentProprietary
127xAIGrok 4 Fast (fast-reasoning)xAI1437.00+/-93,954xAIProprietary
128xAIGrok 4xAI1436.00+/-78,157xAIProprietary
129OpenAIOpenAI o3-mini (high)OpenAI1435.00+/-122,596OpenAIProprietary
130Qwen3.5-35B-A3B阿里巴巴1435.00+/-78,001阿里巴巴Apache 2.0
131Amazonamazon-nova-experimental-chat-12-10Amazon1435.00+/-21704AmazonProprietary
132AnthropicClaude 3.5 SonnetAnthropic1435.00+/-614,961AnthropicProprietary
133Qwen3-235B-A22B阿里巴巴1434.00+/-94,340阿里巴巴Apache 2.0
134OpenAIGPT-4.1 miniOpenAI1434.00+/-76,917OpenAIProprietary
135Mistralmistral-medium-2505Mistral1433.00+/-85,898MistralProprietary
136ERNIE 5.0百度1433.00+/-19916百度Proprietary
137OpenAIOpenAI o1OpenAI1433.00+/-103,973OpenAIProprietary
138OpenAIOpenAI o4 - miniOpenAI1432.00+/-78,719OpenAIProprietary
139StepFunAIStep 3.5 FlashStepFunAI1432.00+/-711,611StepFunAIProprietary
140mimo-v2-flash (thinking)Xiaomi1431.00+/-122,445XiaomiMIT
141OpenAIGPT-5-mini (high)OpenAI1430.00+/-85,496OpenAIProprietary
142AnthropicClaude Sonnet 3.7Anthropic1430.00+/-77,144AnthropicProprietary
143DeepSeek-AIDeepSeek-V3-0324DeepSeek-AI1429.00+/-78,367DeepSeek-AIMIT
144Google Deep MindGemini 2.5 Flash-Preview-09-2025Google Deep Mind1429.00+/-86,843Google Deep MindProprietary
145GLM-4.5-Air智谱AI1427.00+/-86,104智谱AIMIT
146Google Deep MindGemini 2.5 FlashGoogle Deep Mind1424.00+/-425,914Google Deep MindProprietary
147GLM-4.7-Flash智谱AI1424.00+/-112,689智谱AIMIT
148Qwen3-Next (thinking)阿里巴巴1421.00+/-112,676阿里巴巴Apache 2.0
149Amazonamazon-nova-experimental-chat-11-10Amazon1420.00+/-85,314AmazonProprietary
150GLM-4.6V智谱AI1418.00+/-25534智谱AIMIT
151OpenAIOpenAI o1OpenAI1417.00+/-95,123OpenAIProprietary
152MiniMaxminimax-m1MiniMax1416.00+/-86,486MiniMaxApache 2.0
153OpenAIOpenAI o3-miniOpenAI1416.00+/-69,459OpenAIProprietary
154trinity-large-thinkingArcee AI1414.00+/-88,212Arcee AIApache 2.0
155MistralAIMistral-Small-3.2MistralAI1413.00+/-103,360MistralAIApache 2.0
156ling-flash-2.0Ant Group1412.00+/-151,528Ant GroupMIT
157Amazonamazon-nova-experimental-chat-10-20Amazon1411.00+/-122,293AmazonProprietary
158Nvidianvidia-nemotron-3-super-120b-a12bNvidia1410.00+/-141,786NvidiaNVIDIA Open Model
159intellect-3Prime Intellect1410.00+/-19973Prime IntellectMIT
160StepFunAIStep3StepFunAI1408.00+/-171,233StepFunAIApache 2.0
161Qwen3-32B阿里巴巴1408.00+/-24513阿里巴巴Apache 2.0
162Nvidianvidia-llama-3.3-nemotron-super-49b-v1.5Nvidia1405.00+/-22659NvidiaNvidia Open
163GLM-4.5V智谱AI1404.00+/-18990智谱AIMIT
164Qwen2.5-Max阿里巴巴1403.00+/-85,099阿里巴巴Proprietary
165Tencenthunyuan-turbos-20250226Tencent1400.00+/-31275TencentProprietary
166Hunyuan-T1腾讯AI实验室1399.00+/-20804腾讯AI实验室Proprietary
167AnthropicClaude 3.5 SonnetAnthropic1398.00+/-713,607AnthropicProprietary
168Google Deep MindGemini 2.5 Flash-Lite-Preview-09-2025 (no-thinking)Google Deep Mind1398.00+/-79,678Google Deep MindProprietary
169mercury-2Inception AI1397.00+/-21769Inception AIProprietary
170Nova 2 Lite亚马逊1397.00+/-122,514亚马逊Proprietary
171Tencenthunyuan-turbos-20250416Tencent1395.00+/-141,776TencentProprietary
172Nvidiallama-3.1-nemotron-ultra-253b-v1Nvidia1392.00+/-30367NvidiaNvidia Open Model
173ring-flash-2.0Ant Group1391.00+/-151,538Ant GroupMIT
174OpenAIGPT OSS 120BOpenAI1391.00+/-86,490OpenAIApache 2.0
175OpenAIOpenAI o3-mini (high)OpenAI1390.00+/-103,293OpenAIProprietary
176CohereAIC4AI Command A (202503)CohereAI1390.00+/-610,220CohereAICC-BY-NC-4.0
177Amazonamazon-nova-experimental-chat-10-09Amazon1390.00+/-24551AmazonProprietary
178DeepSeek-AIDeepSeek-V3DeepSeek-AI1388.00+/-103,280DeepSeek-AIDeepSeek
179OpenAIOpenAI o1-miniOpenAI1388.00+/-78,478OpenAIProprietary
180Qwen3-30B-A3B阿里巴巴1387.00+/-94,527阿里巴巴Apache 2.0
181xAIgrok-3-mini-betaxAI1387.00+/-94,255xAIProprietary
182MistralAIMagistral-Medium-2506MistralAI1387.00+/-122,249MistralAIProprietary
183AnthropicClaude 3.5 HaikuAnthropic1385.00+/-611,245AnthropicProprietary
184QwQ-32B阿里巴巴1385.00+/-94,045阿里巴巴Apache 2.0
185MiniMaxAIMiniMax M2MiniMaxAI1385.00+/-151,544MiniMaxAIApache 2.0
186olmo-3.1-32b-instructAi21384.00+/-122,511Ai2Apache 2.0
187Google Deep MindGemini 2.5 Flash-Lite (thinking)Google Deep Mind1383.00+/-86,001Google Deep MindProprietary
188OpenAIGPT-5-Nano (high)OpenAI1382.00+/-151,684OpenAIProprietary
189Alibabaqwen-plus-0125Alibaba1380.00+/-18893AlibabaProprietary
190Metallama-3.1-405b-instruct-bf16Meta1375.00+/-86,249MetaLlama 3.1 Community
191DeepSeekdeepseek-v2.5-1210DeepSeek1375.00+/-171,079DeepSeekDeepSeek
192OpenAIGPT-4.1 nanoOpenAI1374.00+/-19807OpenAIProprietary
193Llama 4 Maverick InstructFacebook AI研究实验室1373.00+/-76,992Facebook AI研究实验室Llama 4
194Tencenthunyuan-turbo-0110Tencent1372.00+/-30299TencentProprietary
195StepFunstep-2-16k-exp-202412StepFun1372.00+/-20737StepFunProprietary
196OpenAIGPT OSS 20BOpenAI1370.00+/-132,167OpenAIApache 2.0
197athene-v2-chatNexusFlow1370.00+/-94,019NexusFlowNexusFlow
198yi-lightning01 AI1369.00+/-104,31601 AIProprietary
199OpenAIGPT-4oOpenAI1369.00+/-619,526OpenAIProprietary
200DeepSeek-AIDeepSeek V2.5DeepSeek-AI1369.00+/-94,252DeepSeek-AIDeepSeek
201Metallama-3.1-405b-instruct-fp8Meta1368.00+/-79,714MetaLlama 3.1 Community
202mercuryInception AI1367.00+/-29394Inception AIProprietary
203Tencenthunyuan-large-2025-02-10Tencent1367.00+/-25519TencentProprietary
204DeepMindGemini 2.0 Flash ExperimentalDeepMind1365.00+/-76,994DeepMindProprietary
205olmo-3-32b-thinkAi21364.00+/-181,056Ai2Apache 2.0
206Nvidiallama-3.3-nemotron-49b-super-v1Nvidia1363.00+/-31286NvidiaNvidia
207Nvidianvidia-nemotron-3-nano-30b-a3b-bf16Nvidia1363.00+/-103,280NvidiaNVIDIA Open Model
208Llama 4 Scout InstructFacebook AI研究实验室1363.00+/-95,253Facebook AI研究实验室Llama
209MistralAIMistral-Small-3.1-24B-Instruct-2503MistralAI1362.00+/-86,138MistralAIApache 2.0
210OpenAIGPT-4oOpenAI1361.00+/-87,318OpenAIProprietary
211xAIGrok 2xAI1359.00+/-710,368xAIProprietary
212Google Deep MindGemma 3 - 27B (IT)Google Deep Mind1358.00+/-78,073Google Deep MindGemma
213Alibabaqwen2.5-plus-1127Alibaba1357.00+/-141,553AlibabaProprietary
214Google Deep MindGemini 1.5 ProGoogle Deep Mind1356.00+/-79,175Google Deep MindProprietary
215Tencenthunyuan-large-visionTencent1356.00+/-19963TencentProprietary
216Qwen2.5-VL-72B-Instruct阿里巴巴1356.00+/-86,688阿里巴巴Qwen
217AnthropicClaude3-OpusAnthropic1354.00+/-633,748AnthropicProprietary
218Mistralmistral-large-2407Mistral1354.00+/-87,589MistralMistral Research
219StepFunstep-1o-turbo-202506StepFun1354.00+/-151,506StepFunProprietary
220Alibabaqwen-max-0919Alibaba1353.00+/-112,756AlibabaQwen
221glm-4-plusZhipu AI1353.00+/-94,449Zhipu AIProprietary
222granite-4.1-8bIBM1352.00+/-201,084IBMApache 2.0
223athene-70b-0725NexusFlow1350.00+/-113,122NexusFlowCC-BY-NC-4.0
224OpenAIGPT-4o miniOpenAI1349.00+/-710,927OpenAIProprietary
225OpenAIgpt-4-turbo-2024-04-09OpenAI1347.00+/-717,104OpenAIProprietary
226Google Deep MindGemini 1.5 ProGoogle Deep Mind1347.00+/-812,747Google Deep MindProprietary
227Mistralmistral-large-2411Mistral1346.00+/-94,212MistralMRL
228Llama3.3-70B-InstructFacebook AI研究实验室1345.00+/-78,746Facebook AI研究实验室Llama-3.3
229Amazonamazon-nova-pro-v1.0Amazon1343.00+/-93,853AmazonProprietary
230DeepMindGemini 2.0 Flash-LiteDeepMind1343.00+/-103,474DeepMindProprietary
231Qwen2.5-Coder-32B-Instruct阿里巴巴1342.00+/-19873阿里巴巴Apache 2.0
232DeepSeekdeepseek-coder-v2DeepSeek1342.00+/-122,671DeepSeekDeepSeek License
233OpenAIGPT-4OpenAI1339.00+/-715,605OpenAIProprietary
234olmo-3.1-32b-thinkAi21339.00+/-151,568Ai2Apache 2.0
235Googlegemini-advanced-0514Google1338.00+/-98,138GoogleProprietary
236xAIgrok-2-mini-2024-08-13xAI1336.00+/-78,652xAIProprietary
237Llama3.1-70B-InstructFacebook AI研究实验室1333.00+/-79,389Facebook AI研究实验室Llama 3.1 Community
238Tencenthunyuan-standard-2025-02-10Tencent1332.00+/-24549TencentProprietary
239OpenAIGPT-4OpenAI1332.00+/-815,289OpenAIProprietary
240glm-4-plus-0111Zhipu1331.00+/-18894ZhipuProprietary
241Llama3.1-70B-InstructFacebook AI研究实验室1329.00+/-151,312Facebook AI研究实验室Llama 3.1
242OpenAIGPT-4OpenAI1329.00+/-98,306OpenAIProprietary
243ibm-granite-h-smallIBM1328.00+/-171,268IBMApache 2.0
244AnthropicClaude3-SonnetAnthropic1317.00+/-718,888AnthropicProprietary
245Google Deep MindGemma 3 - 12B (IT)Google Deep Mind1317.00+/-23543Google Deep MindGemma
246Googlegemini-1.5-flash-002Google1316.00+/-85,892GoogleProprietary
247reka-core-20240904Reka AI1315.00+/-151,216Reka AIProprietary
248OpenAIGPT-4OpenAI1313.00+/-813,719OpenAIProprietary
249MistralAIMistral Small 24B Instruct 2501MistralAI1313.00+/-122,083MistralAIApache 2.0
250jamba-1.5-largeAI21 Labs1312.00+/-151,440AI21 LabsJamba Open
251Nvidiallama-3.1-nemotron-51b-instructNvidia1311.00+/-22665NvidiaLlama 3.1
252Googlegemini-1.5-flash-001Google1310.00+/-810,680GoogleProprietary
253Google Deep MindGemma-3n-E4BGoogle Deep Mind1309.00+/-103,531Google Deep MindGemma
254GLM4智谱AI1308.00+/-141,718智谱AIProprietary
255llama-3.1-tulu-3-70bAi21308.00+/-24450Ai2Llama 3.1
256Nvidianemotron-4-340b-instructNvidia1307.00+/-113,254NvidiaNVIDIA Open Model
257Microsoft AzurePhi 4 - 14BMicrosoft Azure1307.00+/-103,305Microsoft AzureMIT
258Amazonamazon-nova-lite-v1.0Amazon1306.00+/-103,060AmazonProprietary
259Llama3-70B-InstructFacebook AI研究实验室1305.00+/-728,126Facebook AI研究实验室Llama 3 Community
260Googlegemma-2-27b-itGoogle1305.00+/-612,088GoogleGemma license
261Tencenthunyuan-standard-256kTencent1301.00+/-25497TencentProprietary
262AnthropicClaude3-HaikuAnthropic1300.00+/-720,898AnthropicProprietary
263Qwen2-72B-Instruct阿里巴巴1296.00+/-96,249阿里巴巴Qianwen LICENSE
264Mistralmistral-large-2402Mistral1294.00+/-910,418MistralProprietary
265CohereAIC4AI Aya Vision 32BCohereAI1292.00+/-94,685CohereAICC-BY-NC-4.0
266reka-flash-20240904Reka AI1291.00+/-151,207Reka AIProprietary
267Amazonamazon-nova-micro-v1.0Amazon1288.00+/-102,981AmazonProprietary
268Llama3.1-8B-InstructFacebook AI研究实验室1287.00+/-26478Facebook AI研究实验室Apache 2.0
269Coherecommand-r-08-2024Cohere1281.00+/-131,783CohereCC-BY-NC-4.0
270olmo-2-0325-32b-instructAi21280.00+/-27427Ai2Apache-2.0
271Coherecommand-r-plus-08-2024Cohere1280.00+/-141,675CohereCC-BY-NC-4.0
272Qwen1.5-110B-Chat阿里巴巴1279.00+/-104,763阿里巴巴Qianwen LICENSE
273reka-flash-21b-20240226-onlineReka AI1277.00+/-132,879Reka AIProprietary
274MistralAIMixtral-8x22B-Instruct-v0.1MistralAI1276.00+/-98,780MistralAIApache 2.0
275Mistralministral-8b-2410Mistral1275.00+/-19838MistralMRL
276Google Deep MindGemma 3 - 4B (IT)Google Deep Mind1274.00+/-24605Google Deep MindGemma
277Qwen1.5-72B-Chat阿里巴巴1274.00+/-106,370阿里巴巴Qianwen LICENSE
278OpenAIgpt-3.5-turbo-0125OpenAI1274.00+/-811,130OpenAIProprietary
279Googlegemini-1.5-flash-8b-001Google1272.00+/-86,069GoogleProprietary
280gemma-2-9b-it-simpoPrinceton1272.00+/-151,471PrincetonMIT
281CohereAIC4AI Command R+CohereAI1272.00+/-813,937CohereAICC-BY-NC-4.0
282Googlegemma-2-9b-itGoogle1271.00+/-78,921GoogleGemma license
283reka-flash-21b-20240226Reka AI1266.00+/-114,748Reka AIProprietary
284jamba-1.5-miniAI21 Labs1265.00+/-151,352AI21 LabsJamba Open
285OpenAIgpt-3.5-turbo-1106OpenAI1261.00+/-162,121OpenAIProprietary
286Mistralmistral-mediumMistral1261.00+/-105,149MistralProprietary
287Alibabaqwen1.5-32b-chatAlibaba1261.00+/-113,930AlibabaQianwen LICENSE
288Llama3.1-8B-InstructFacebook AI研究实验室1260.00+/-78,582Facebook AI研究实验室Llama 3.1 Community
289CohereAIC4AI Aya Vision 8BCohereAI1255.00+/-151,567CohereAICC-BY-NC-4.0
290llama-3.1-tulu-3-8bAi21253.00+/-25476Ai2Llama 3.1
291Llama3-8B-InstructFacebook AI研究实验室1252.00+/-818,374Facebook AI研究实验室Llama 3 Community
292DBRX Instructdatabricks1250.00+/-115,502databricksDBRX LICENSE
293DeepMindGemini-proDeepMind1248.00+/-24678DeepMindProprietary
294granite-3.1-2b-instructIBM1248.00+/-25508IBMApache 2.0
295InternLM2-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
296Yi-1.5-34B零一万物1248.00+/-103,841零一万物Apache-2.0
297zephyr-orpo-141b-A35b-v0.1HuggingFace1244.00+/-21831HuggingFaceApache 2.0
298Coherecommand-rCohere1242.00+/-99,645CohereCC-BY-NC-4.0
299granite-3.0-8b-instructIBM1240.00+/-181,108IBMApache 2.0
300Googlegemini-pro-dev-apiGoogle1239.00+/-142,681GoogleProprietary
301Qwen1.5-14B-Chat阿里巴巴1239.00+/-133,208阿里巴巴Qianwen LICENSE
302Mistralmixtral-8x7b-instruct-v0.1Mistral1238.00+/-811,784MistralApache 2.0
303starling-lm-7b-betaNexusflow1234.00+/-132,948NexusflowApache-2.0
304Microsoft AzurePhi-3-medium 14B-previewMicrosoft Azure1230.00+/-103,973Microsoft AzureMIT
305openchat-3.5-0106OpenChat1229.00+/-142,005OpenChatApache-2.0
306snowflake-arctic-instructSnowflake1224.00+/-115,734SnowflakeApache 2.0
307DeepSeek-AIDeepSeek LLM 67B ChatDeepSeek-AI1217.00+/-24649DeepSeek-AIDeepSeek License
308Google ResearchGemma 1.1-7B-ITGoogle Research1217.00+/-104,332Google ResearchGemma license
309tulu-2-dpo-70bAllenAI/UW1214.00+/-21805AllenAI/UWAI2 ImpACT Low-risk
310Qwen1.5-7B-Chat阿里巴巴1209.00+/-21772阿里巴巴Qianwen LICENSE
311Qwen3-VL-2B阿里巴巴1209.00+/-181,134阿里巴巴Apache 2.0
312starling-lm-7b-alphaUC Berkeley1206.00+/-161,397UC BerkeleyCC-BY-NC-4.0
313Yi-34B零一万物1205.00+/-132,345零一万物Yi License
314Microsoft AzurePhi-3-small 7BMicrosoft Azure1204.00+/-123,219Microsoft AzureMIT
315openchat-3.5OpenChat1201.00+/-20971OpenChatApache-2.0
316Qwen-14B-Chat阿里巴巴1196.00+/-24599阿里巴巴Qianwen LICENSE
317Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1196.00+/-141,841Microsoft AzureMIT
318Googlegemma-2-2b-itGoogle1193.00+/-87,298GoogleGemma license
319Vicuna 33BLM-SYS1192.00+/-132,866LM-SYSNon-commercial
320WizardLM-70B-V1.0WizardLM Team1192.00+/-20988WizardLM TeamLlama 2 Community
321Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1187.00+/-123,449Microsoft AzureMIT
322openhermes-2.5-mistral-7bNousResearch1186.00+/-23589NousResearchApache-2.0
323MistralAIMistral-7B-Instruct-v0.2MistralAI1185.00+/-123,114MistralAIApache-2.0
324solar-10.7b-instruct-v1.0Upstage AI1182.00+/-27482Upstage AICC-BY-NC-4.0
325Metallama-2-70b-chatMeta1178.00+/-105,717MetaLlama 2 Community
326Metallama-3.2-3b-instructMeta1176.00+/-161,351MetaLlama 3.2
327nous-hermes-2-mixtral-8x7b-dpoNousResearch1175.00+/-24575NousResearchApache-2.0
328QwQ-32B-Preview阿里巴巴1173.00+/-24566阿里巴巴Apache 2.0
329Google ResearchGemma 1.1-2B-ITGoogle Research1172.00+/-141,963Google ResearchGemma license
330Google ResearchGemma 7B - ItGoogle Research1168.00+/-171,381Google ResearchGemma license
331MPT-30B-ChatMosaicML1167.00+/-35258MosaicMLCC-BY-NC-SA-4.0
332zephyr-7b-alphaHuggingFace1166.00+/-40201HuggingFaceMIT
333Vicuna 13BLM-SYS1162.00+/-142,389LM-SYSLlama 2 Community
334Baichuan2-13B-Chat百川智能1161.00+/-132,626百川智能Llama 2 Community
335smollm2-1.7b-instructHuggingFace1159.00+/-33352HuggingFaceApache 2.0
336CodeLLaMA-34BFacebook AI研究实验室1158.00+/-20853Facebook AI研究实验室Llama 2 Community
337Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1154.00+/-133,886Microsoft AzureMIT
338Google ResearchPaLM 2Google Research1152.00+/-21917Google ResearchProprietary
339zephyr-7b-betaHuggingFace1152.00+/-181,250HuggingFaceMIT
340Microsoftwizardlm-13bMicrosoft1151.00+/-22735MicrosoftLlama 2 Community
341Metallama-3.2-1b-instructMeta1148.00+/-161,346MetaLlama 3.2
342Nvidiallama2-70b-steerlm-chatNvidia1144.00+/-28467NvidiaLlama 2 Community
343MistralAIMistral 7B InstructMistralAI1143.00+/-201,032MistralAIApache 2.0
344Google ResearchGemma 2B - ItGoogle Research1136.00+/-22742Google ResearchGemma license
345Vicuna 7BLM-SYS1131.00+/-23726LM-SYSLlama 2 Community
346Qwen1.5-4B-Chat阿里巴巴1130.00+/-171,283阿里巴巴Qianwen LICENSE
347stripedhyena-nous-7bTogether AI1126.00+/-22704Together AIApache 2.0
348guanaco-33bUW1112.00+/-36263UWNon-commercial
349olmo-7b-instructAi21106.00+/-22772Ai2Apache-2.0
350Baichuan2-7B-Chat百川智能1102.00+/-141,956百川智能Llama 2 Community
351ChatGLM3-6B智谱AI1089.00+/-26535智谱AIApache-2.0
352MPT-7B-ChatMosaicML1065.00+/-31397MosaicMLCC-BY-NC-SA-4.0
353Koala达摩院1065.00+/-24747达摩院Non-commercial
354RWKV-4-Raven-14BRWKV1058.00+/-27505RWKVApache 2.0
355oasst-pythia-12bOpenAssistant1049.00+/-25714OpenAssistantApache 2.0
356ChatGLM-6B智谱AI1034.00+/-27551智谱AINon-commercial
357ChatGLM2-6B智谱AI1030.00+/-35293智谱AIApache-2.0
358stablelm-tuned-alpha-7bStability AI1004.00+/-33363Stability AICC-BY-NC-SA-4.0
359alpaca-13bStanford999.00+/-27626StanfordNon-commercial
360dolly-v2-12bDatabricks962.00+/-34396DatabricksMIT
361fastchat-t5-3bLMSYS907.00+/-30428LMSYSApache 2.0
362LLaMA 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.