DataLearner 标志

LMArena Coding Arena 代码能力排行榜

基于 LMArena Coding Arena 用户匿名投票的最新AI大模型代码编程能力排行榜,涵盖各模型的 Elo 得分、95% 置信区间、投票量、机构与许可证。

榜首模型

gemini-4-argon-high

最高得分

1559.00

模型数量

405

数据版本

2026年09月30日

数据来源: LM Arena

关于本排行榜

本排行榜展示了当前 AI 大模型在代码编程任务中的实力排名。数据来源于 LMArena (前身为 LMSYS Chatbot Arena)的 Coding 子赛道,通过真实用户匿名盲测投票评估各模型在代码编程任务中的表现。

评测方法概要

匿名盲测:用户发出编程问题后,由两个"隐藏身份"的模型分别给出代码解答,用户投票选出更好的回答,排除品牌偏见。

Elo 评分:采用 Bradley-Terry 模型计算 Elo 分数,分数越高说明该模型的代码回答越容易被用户选择。

覆盖多种编程场景:包括代码生成、Bug 修复、算法实现、代码解释等高频真实编程场景。

DataLearner 在原始数据基础上提供中文解读与深度分析,并将排行榜模型关联至 DataLearner 模型库,方便您一键查看模型详情、API 定价、评测得分等完整信息。

榜单历史快照月份:

排名总表

排名模型名称得分95% CI投票数机构许可证
Googlegemini-4-argon-highGoogle1559.00+/-171,225GoogleProprietary
Anthropicclaude-fable-5-highAnthropic1552.00+/-79,946AnthropicProprietary
AnthropicClaude Opus 4.6 (high)Anthropic1551.00+/-620,144AnthropicProprietary
4AnthropicOpus 4.7 (high)Anthropic1551.00+/-618,437AnthropicProprietary
5AnthropicClaude Opus 4.6Anthropic1547.00+/-522,791AnthropicProprietary
6AnthropicOpus 4.7Anthropic1547.00+/-618,642AnthropicProprietary
7Moonshotkimi-k3-maxMoonshot1541.00+/-87,165MoonshotKimi K3 license
8mimo-v2.6-proXiaomi1540.00+/-181,101XiaomiMIT
9OpenAIgpt-6-astra-maxOpenAI1539.00+/-132,010OpenAIProprietary
10Metamuse-spark-1.3-maxMeta1539.00+/-113,142MetaProprietary
11Anthropicclaude-opus-5.5-highAnthropic1538.00+/-19918AnthropicProprietary
12Facebook AI研究实验室Muse Spark 1.2 (xhigh)Facebook AI研究实验室1535.00+/-181,085Facebook AI研究实验室Proprietary
13Facebook AI研究实验室Muse Spark 1.1Facebook AI研究实验室1534.00+/-710,381Facebook AI研究实验室Proprietary
14OpenAIGPT-5.6 Sol (xhigh)OpenAI1534.00+/-79,788OpenAIProprietary
15Anthropicclaude-opus-5-highAnthropic1534.00+/-615,273AnthropicProprietary
16AnthropicClaude Opus 4.8 (high)Anthropic1533.00+/-617,275AnthropicProprietary
17AnthropicClaude Fable 5.1 (max)Anthropic1532.00+/-132,254AnthropicProprietary
18Googlegemini-3.8-flash-highGoogle1531.00+/-86,660GoogleProprietary
19AnthropicOpus 4.5Anthropic1531.00+/-77,790AnthropicProprietary
20AnthropicClaude Opus 4.8Anthropic1530.00+/-617,933AnthropicProprietary
21Anthropicclaude-opus-5-maxAnthropic1530.00+/-87,234AnthropicProprietary
22Facebook AI研究实验室Muse SparkFacebook AI研究实验室1530.00+/-103,930Facebook AI研究实验室Proprietary
23DeepSeekdeepseek-v4.1-flash-maxDeepSeek1529.00+/-122,314DeepSeekMIT
24AnthropicClaude Sonnet 4.6Anthropic1529.00+/-619,706AnthropicProprietary
25阿里巴巴Qwen3.7-Max-Preview阿里巴巴1524.00+/-181,167阿里巴巴Proprietary
26Z.aiglm-5.3-flashZ.ai1523.00+/-95,833Z.aiMIT
27AnthropicClaude Opus 4Anthropic1523.00+/-517,972AnthropicProprietary
28OpenAIgpt-6-sol-maxOpenAI1523.00+/-141,799OpenAIProprietary
29Alibabaqwen3.8-maxAlibaba1522.00+/-86,480AlibabaProprietary
30mimo-v2.6-flashXiaomi1521.00+/-161,361XiaomiMIT
31mimo-v2.5-proXiaomi1521.00+/-619,204XiaomiMIT
32Z.aiglm-5.3-maxZ.ai1521.00+/-104,283Z.aiMIT
33Google DeepMindGemini 3.1 Pro PreviewGoogle DeepMind1521.00+/-533,447Google DeepMindProprietary
34OpenAIGPT-5.4 (high)OpenAI1520.00+/-617,560OpenAIProprietary
35AnthropicClaude Sonnet 4.5Anthropic1519.00+/-519,909AnthropicProprietary
36AnthropicClaude Sonnet 4.5 (high)Anthropic1519.00+/-612,249AnthropicProprietary
37OpenAIGPT-5.5 (high)OpenAI1519.00+/-619,151OpenAIProprietary
38Googlegemini-3.6-flash-highGoogle1518.00+/-710,226GoogleProprietary
39Googlegemini-3.7-flash-highGoogle1518.00+/-85,873GoogleProprietary
40Google DeepMindGemini 3 ProGoogle DeepMind1518.00+/-78,788Google DeepMindProprietary
41Moonshot AIKimi K2.6Moonshot AI1516.00+/-711,069Moonshot AIModified MIT
42OpenAIGPT-5.6 Terra (xhigh)OpenAI1515.00+/-710,012OpenAIProprietary
43OpenAIGPT-5.2 Chat (0210)OpenAI1515.00+/-79,630OpenAIProprietary
44字节跳动Seed团队DOLA Seed 2.0 Pro字节跳动Seed团队1514.00+/-522,007字节跳动Seed团队Proprietary
45阿里巴巴Qwen3.5 Max Preview阿里巴巴1514.00+/-86,359阿里巴巴Proprietary
46xAIGrok 4.5xAI1514.00+/-710,951xAIProprietary
47OpenAIGPT-5.5 InstantOpenAI1513.00+/-87,912OpenAIProprietary
48智谱AIGLM 5.1智谱AI1513.00+/-615,944智谱AIMIT
49百度ERNIE-5.1-Preview百度1512.00+/-710,904百度Proprietary
50AnthropicClaude Sonnet 4.5Anthropic1512.00+/-519,734AnthropicProprietary
51Z.aiglm-5.2-maxZ.ai1512.00+/-612,316Z.aiMIT
52阿里巴巴Qwen3.6-Max-Preview阿里巴巴1512.00+/-151,606阿里巴巴Proprietary
53OpenAIgpt-6-luna-maxOpenAI1511.00+/-141,822OpenAIProprietary
54AnthropicOpus 4.1 (thinking-16k)Anthropic1511.00+/-69,878AnthropicProprietary
55OpenAIGPT-5.4OpenAI1511.00+/-618,903OpenAIProprietary
56xAIgrok-4.20-beta-0309-reasoningxAI1511.00+/-618,334xAIProprietary
57OpenAIGPT-5.5OpenAI1511.00+/-620,019OpenAIProprietary
58xAIgrok-4.20-multi-agent-beta-0309xAI1509.00+/-618,000xAIProprietary
59xAIGrok 4.20 BetaxAI1508.00+/-87,490xAIProprietary
60Googlegemini-3.5-flash-highGoogle1507.00+/-613,673GoogleProprietary
61SpaceXAIgrok-4.6-highSpaceXAI1507.00+/-85,871SpaceXAIProprietary
62Googlegemini-3.5-flash-mediumGoogle1506.00+/-613,480GoogleProprietary
63DeepSeekdeepseek-v4-pro-high-20260813DeepSeek1506.00+/-112,815DeepSeekMIT
64Google DeepMindGemini 3.0 FlashGoogle DeepMind1505.00+/-86,586Google DeepMindProprietary
65Alibabaqwen3.8-27bAlibaba1505.00+/-95,005AlibabaApache 2.0
66AnthropicOpus 4.1Anthropic1505.00+/-515,650AnthropicProprietary
67mimo-v2-proXiaomi1503.00+/-87,255XiaomiProprietary
68Moonshot AIKimi K2.5 InstantMoonshot AI1503.00+/-141,868Moonshot AIModified MIT
69Moonshot AIKimi K2 ThinkingMoonshot AI1502.00+/-520,732Moonshot AIModified MIT
70Google DeepMindGemma 4 31BGoogle DeepMind1502.00+/-151,421Google DeepMindApache 2.0
71OpenAIGPT-5.6 Luna (xhigh)OpenAI1502.00+/-710,293OpenAIProprietary
72Meituanlongcat-flash-chat-2602-expMeituan1501.00+/-78,146MeituanProprietary
73腾讯AI实验室Hy3腾讯AI实验室1501.00+/-112,863腾讯AI实验室Apache 2.0
74Googlegemini-3.5-flash-liteGoogle1501.00+/-79,763GoogleProprietary
75阿里巴巴Qwen3.7-Plus阿里巴巴1501.00+/-612,160阿里巴巴Proprietary
76DeepSeek-AIDeepSeek-V4-ProDeepSeek-AI1500.00+/-617,135DeepSeek-AIMIT
77xAIGrok 4.1 ThinkingxAI1500.00+/-615,408xAIProprietary
78智谱AIGLM-5智谱AI1498.00+/-77,621智谱AIMIT
79AnthropicClaude Opus 4 (thinking-16k)Anthropic1498.00+/-86,557AnthropicProprietary
80OpenAIGPT-5.3 ChatOpenAI1498.00+/-79,164OpenAIProprietary
81阿里巴巴Qwen 3.6 Plus Preview阿里巴巴1496.00+/-614,664阿里巴巴Proprietary
82MiniMaxAIMiniMax M3MiniMaxAI1495.00+/-616,800MiniMaxAIMiniMax Community License
83OpenAIGPT-5.4 mini (high)OpenAI1495.00+/-617,208OpenAIProprietary
84xAIGrok 4.1xAI1492.00+/-615,992xAIProprietary
85SpaceXAIgrok-4.7-xhighSpaceXAI1492.00+/-171,238SpaceXAIProprietary
86OpenAIGPT-5.1 Pro (high)OpenAI1492.00+/-78,411OpenAIProprietary
87InklingThinking Machines Lab1492.00+/-79,634Thinking Machines LabApache 2.0
88阿里巴巴Qwen3.5-397B-A17B阿里巴巴1491.00+/-525,141阿里巴巴Apache 2.0
89mimo-v2.5Xiaomi1491.00+/-713,647XiaomiMIT
90百度ERNIE 5.0 (0110)百度1490.00+/-78,965百度Proprietary
91Google DeepMindGemini 3.0 Flash (minimal)Google DeepMind1490.00+/-523,952Google DeepMindProprietary
92OpenAIGPT-5.2 Pro (high)OpenAI1489.00+/-612,226OpenAIProprietary
93mimo-v2-omniXiaomi1489.00+/-95,878XiaomiProprietary
94智谱AIGLM-5V-Turbo智谱AI1488.00+/-112,918智谱AIProprietary
95DeepSeekdeepseek-v4-pro-high-previewDeepSeek1488.00+/-616,000DeepSeekMIT
96xAIGrok 4.3 BetaxAI1488.00+/-619,933xAIProprietary
97Moonshot AIKimi K2 Thinking (thinking-turbo)Moonshot AI1486.00+/-515,272Moonshot AIModified MIT
98Amazonamazon-nova-experimental-chat-26-02-10Amazon1486.00+/-19879AmazonProprietary
99智谱AIGLM-4.7智谱AI1484.00+/-122,485智谱AIMIT
100DeepSeek-AIDeepSeek-V4-FlashDeepSeek-AI1484.00+/-615,253DeepSeek-AIMIT
101Google DeepMindGemma 4 26B A4BGoogle DeepMind1483.00+/-151,443Google DeepMindApache 2.0
102OpenAIGPT-5.2OpenAI1482.00+/-522,091OpenAIProprietary
103AnthropicHaiku 4.5Anthropic1481.00+/-436,871AnthropicProprietary
104Amazonamazon-nova-experimental-chat-26-01-10Amazon1480.00+/-21781AmazonProprietary
105阿里巴巴Qwen3 Max (Preview)阿里巴巴1480.00+/-85,336阿里巴巴Proprietary
106MiniMaxAIMiniMax-M2.7MiniMaxAI1480.00+/-522,747MiniMaxAIModified MIT
107Facebook AI研究实验室Muse Glimmer-30BFacebook AI研究实验室1480.00+/-181,119Facebook AI研究实验室Apache-2.0
108DeepSeekdeepseek-v4-flash-high-previewDeepSeek1479.00+/-615,210DeepSeekMIT
109MistralAIMistral Medium 3.5MistralAI1479.00+/-113,281MistralAIModified MIT
110OpenAIGPT-5.1OpenAI1476.00+/-79,341OpenAIProprietary
111DeepSeek-AIDeepSeek V3.2-Exp (thinking)DeepSeek-AI1476.00+/-78,876DeepSeek-AIMIT
112DeepSeek-AIDeepSeek V3.2-Exp (thinking)DeepSeek-AI1475.00+/-131,916DeepSeek-AIMIT
113NVIDIANemotron 3 UltraNVIDIA1474.00+/-113,195NVIDIAOpenMDW-1.1
114AnthropicClaude Sonnet 4 (thinking-32k)Anthropic1474.00+/-86,312AnthropicProprietary
115Inkling SmallThinky1474.00+/-87,383ThinkyApache 2.0
116Alibabaqwen3-max-2025-09-23Alibaba1473.00+/-132,017AlibabaProprietary
117阿里巴巴Qwen3-235B-A22B-2507阿里巴巴1472.00+/-521,697阿里巴巴Apache 2.0
118Meituanlongcat-flash-chatMeituan1472.00+/-132,203MeituanMIT
119百度ERNIE 5.0 Preview (1203)百度1472.00+/-131,992百度Proprietary
120OpenAIGPT-5-Pro (high)OpenAI1470.00+/-86,352OpenAIProprietary
121DeepSeek-AIDeepSeek V3.2DeepSeek-AI1469.00+/-610,909DeepSeek-AIMIT
122MistralAIMistral Large 3MistralAI1469.00+/-519,911MistralAIApache 2.0
123Moonshot AIKimi K2 0905Moonshot AI1467.00+/-132,224Moonshot AIModified MIT
124OpenAIGPT-4o(2025-03-27)OpenAI1467.00+/-515,818OpenAIProprietary
125DeepSeek-AIDeepSeek V3.2-ExpDeepSeek-AI1467.00+/-122,537DeepSeek-AIMIT
126AnthropicClaude Opus 4Anthropic1465.00+/-77,791AnthropicProprietary
127Google DeepMindGemini 2.5 ProGoogle DeepMind1464.00+/-426,883Google DeepMindProprietary
128DeepSeek-AIDeepSeek-R1-0528DeepSeek-AI1464.00+/-112,681DeepSeek-AIMIT
129solar-pro4Upstage1463.00+/-104,073UpstageProprietary
130阿里巴巴Qwen3-VL-235B-A22B-Instruct阿里巴巴1463.00+/-132,291阿里巴巴Apache 2.0
131OpenAIGPT-5.2 Chat (0210)OpenAI1462.00+/-85,952OpenAIProprietary
132xAIGrok 4.1 Fast (fast-reasoning)xAI1461.00+/-613,923xAIProprietary
133DeepSeek-AIDeepSeek-V3.1 Terminus (thinking)DeepSeek-AI1460.00+/-24631DeepSeek-AIMIT
134OpenAIOpenAI o3OpenAI1460.00+/-611,537OpenAIProprietary
135OpenAIGPT-5.4 nano (high)OpenAI1460.00+/-617,640OpenAIProprietary
136Moonshot AIKimi K2Moonshot AI1460.00+/-85,169Moonshot AIModified MIT
137阿里巴巴Qwen3.5-122B-A10B阿里巴巴1458.00+/-78,172阿里巴巴Apache 2.0
138OpenAIGPT-4.5OpenAI1458.00+/-131,939OpenAIProprietary
139xAIGrok 4 FastxAI1458.00+/-171,181xAIProprietary
140智谱AIGLM-4.6智谱AI1458.00+/-77,572智谱AIMIT
141Google DeepMindGemini 3.1 Flash-LiteGoogle DeepMind1458.00+/-617,816Google DeepMindProprietary
142阿里巴巴Qwen3-Coder-480B-A35B阿里巴巴1457.00+/-94,774阿里巴巴Apache 2.0
143OpenAIGPT-4.1OpenAI1456.00+/-79,191OpenAIProprietary
144DeepSeek-AIDeepSeek-V3.1 (thinking)DeepSeek-AI1456.00+/-131,871DeepSeek-AIMIT
145智谱AIGLM-4.5智谱AI1455.00+/-94,711智谱AIMIT
146MistralAIMagistral-Medium-2506MistralAI1454.00+/-521,502MistralAIProprietary
147Tencenthunyuan-hy3-previewTencent1453.00+/-132,052Tencenttencent-hunyuan-community
148AnthropicClaude3-Sonnet (thinking-32k)Anthropic1453.00+/-86,120AnthropicProprietary
149阿里巴巴Qwen3.5-27B阿里巴巴1452.00+/-77,937阿里巴巴Apache 2.0
150阿里巴巴Qwen3-VL-235B-A22B-Instruct (thinking)阿里巴巴1451.00+/-141,626阿里巴巴Apache 2.0
151StepFunAIStep 3.5 FlashStepFunAI1449.00+/-615,171StepFunAIApache 2.0
152AnthropicClaude Sonnet 4Anthropic1449.00+/-77,265AnthropicProprietary
153DeepSeek-AIDeepSeek-V3.1DeepSeek-AI1447.00+/-122,594DeepSeek-AIMIT
154mimo-v2-flash (non-thinking)Xiaomi1447.00+/-612,452XiaomiMIT
155MiniMaxAIMiniMax M2.5MiniMaxAI1446.00+/-611,348MiniMaxAIModified MIT
156Alibabaqwen3-235b-a22b-no-thinkingAlibaba1445.00+/-86,893AlibabaApache 2.0
157DeepSeek-AIDeepSeek-R1DeepSeek-AI1444.00+/-122,317DeepSeek-AIMIT
158阿里巴巴Qwen3-Next阿里巴巴1444.00+/-94,779阿里巴巴Apache 2.0
159trinity-large-preview Apache 2.01443.00+/-77,972——
160xAIGrok 3xAI1442.00+/-85,345xAIProprietary
161Alibabaqwen3-235b-a22b-thinking-2507Alibaba1442.00+/-151,587AlibabaApache 2.0
162DeepSeek-AIDeepSeek-V3.1 TerminusDeepSeek-AI1440.00+/-21770DeepSeek-AIMIT
163MiniMaxAIM2.1MiniMaxAI1438.00+/-103,483MiniMaxAIMIT
164xAIGrok 4 Fast (fast-reasoning)xAI1438.00+/-93,901xAIProprietary
165阿里巴巴Qwen3-30B-A3B-2507阿里巴巴1438.00+/-94,594阿里巴巴Apache 2.0
166Tencenthunyuan-vision-1.5-thinkingTencent1436.00+/-27419TencentProprietary
167AnthropicClaude 3.5 SonnetAnthropic1436.00+/-614,898AnthropicProprietary
168StepFunAIStep 3.5 FlashStepFunAI1436.00+/-617,684StepFunAIProprietary
169阿里巴巴Qwen3.5-35B-A3B阿里巴巴1435.00+/-78,392阿里巴巴Apache 2.0
170xAIGrok 4xAI1435.00+/-77,984xAIProprietary
171OpenAIOpenAI o3-mini (high)OpenAI1434.00+/-122,596OpenAIProprietary
172Amazonamazon-nova-experimental-chat-12-10Amazon1434.00+/-21725AmazonProprietary
173OpenAIOpenAI o4 - miniOpenAI1433.00+/-78,613OpenAIProprietary
174OpenAIGPT-4.1 miniOpenAI1433.00+/-86,801OpenAIProprietary
175mimo-v2-flash (thinking)Xiaomi1433.00+/-122,491XiaomiMIT
176OpenAIOpenAI o1OpenAI1433.00+/-103,973OpenAIProprietary
177Mistralmistral-medium-2505Mistral1433.00+/-85,826MistralProprietary
178阿里巴巴Qwen3-235B-A22B阿里巴巴1432.00+/-94,302阿里巴巴Apache 2.0
179百度ERNIE 5.0百度1432.00+/-19925百度Proprietary
180AnthropicClaude3-SonnetAnthropic1431.00+/-77,054AnthropicProprietary
181OpenAIGPT-5-mini (high)OpenAI1431.00+/-85,481OpenAIProprietary
182DeepSeek-AIDeepSeek-V3-0324DeepSeek-AI1428.00+/-78,292DeepSeek-AIMIT
183Google DeepMindGemini 2.5 Flash-Preview-09-2025Google DeepMind1427.00+/-76,884Google DeepMindProprietary
184智谱AIGLM-4.5-Air智谱AI1427.00+/-86,057智谱AIMIT
185Google DeepMindGemini 2.5 FlashGoogle DeepMind1424.00+/-426,315Google DeepMindProprietary
186智谱AIGLM-4.7-Flash智谱AI1423.00+/-112,787智谱AIMIT
187阿里巴巴Qwen3-Next (thinking)阿里巴巴1421.00+/-112,645阿里巴巴Apache 2.0
188Nvidianvidia-nemotron-3.5-lightning-30b-a3b-nvfp4Nvidia1420.00+/-103,691NvidiaOpenMDW-1.1
189Amazonamazon-nova-experimental-chat-11-10Amazon1420.00+/-85,522AmazonProprietary
190OpenAIOpenAI o3-miniOpenAI1417.00+/-69,380OpenAIProprietary
191MiniMaxminimax-m1MiniMax1416.00+/-86,357MiniMaxApache 2.0
192智谱AIGLM-4.6V智谱AI1416.00+/-25545智谱AIMIT
193intellect-3 MIT1416.00+/-181,002——
194OpenAIOpenAI o1OpenAI1416.00+/-95,123OpenAIProprietary
195trinity-large-thinking Apache 2.01413.00+/-78,542——
196MistralAIMistral-Small-3.2MistralAI1412.00+/-103,326MistralAIApache 2.0
197Amazonamazon-nova-experimental-chat-10-20Amazon1410.00+/-122,329AmazonProprietary
198ling-flash-2.0 AntGroup1410.00+/-151,527GroupMIT
199StepFunAIStep3StepFunAI1409.00+/-171,207StepFunAIApache 2.0
200Nvidianvidia-nemotron-3-super-120b-a12bNvidia1407.00+/-131,884NvidiaNVIDIA Open Model
201阿里巴巴Qwen3-32B阿里巴巴1406.00+/-24513阿里巴巴Apache 2.0
202智谱AIGLM-4.5V智谱AI1403.00+/-19966智谱AIMIT
203Nvidianvidia-llama-3.3-nemotron-super-49b-v1.5Nvidia1402.00+/-22651NvidiaNvidia Open
204阿里巴巴Qwen2.5-Max阿里巴巴1402.00+/-85,074阿里巴巴Proprietary
205腾讯AI实验室Hunyuan-T1腾讯AI实验室1401.00+/-20798腾讯AI实验室Proprietary
206AnthropicClaude 3.5 SonnetAnthropic1399.00+/-713,607AnthropicProprietary
207Tencenthunyuan-turbos-20250226Tencent1399.00+/-30275TencentProprietary
208granite-4.2-30bIBM1399.00+/-21857IBMApache 2.0
209Google DeepMindGemini 2.5 Flash-Lite-Preview-09-2025 (no-thinking)Google DeepMind1397.00+/-69,824Google DeepMindProprietary
210Tencenthunyuan-turbos-20250416Tencent1394.00+/-141,757TencentProprietary
211亚马逊Nova 2 Lite亚马逊1393.00+/-122,578亚马逊Proprietary
212OpenAIOpenAI o3-mini (high)OpenAI1393.00+/-103,150OpenAIProprietary
213Amazonamazon-nova-experimental-chat-10-09Amazon1392.00+/-24542AmazonProprietary
214AImercury-2 InceptionAI1392.00+/-20804AIProprietary
215Nvidiallama-3.1-nemotron-ultra-253b-v1Nvidia1391.00+/-30367NvidiaNvidia Open Model
216ring-flash-2.0 AntGroup1390.00+/-151,492GroupMIT
217OpenAIGPT OSS 120BOpenAI1390.00+/-86,374OpenAIApache 2.0
218CohereAIC4AI Command A (202503)CohereAI1389.00+/-610,162CohereAICC-BY-NC-4.0
219MistralAIMagistral-Medium-2506MistralAI1387.00+/-122,232MistralAIProprietary
220DeepSeek-AIDeepSeek-V3DeepSeek-AI1387.00+/-103,280DeepSeek-AIDeepSeek
221OpenAIOpenAI o1-miniOpenAI1386.00+/-78,478OpenAIProprietary
222xAIgrok-3-mini-betaxAI1386.00+/-94,081xAIProprietary
223AnthropicClaude 3.5 HaikuAnthropic1386.00+/-611,120AnthropicProprietary
224阿里巴巴Qwen3-30B-A3B阿里巴巴1385.00+/-94,486阿里巴巴Apache 2.0
225OpenAIGPT-5-Nano (high)OpenAI1384.00+/-151,663OpenAIProprietary
226阿里巴巴QwQ-32B阿里巴巴1383.00+/-94,007阿里巴巴Apache 2.0
227Google DeepMindGemini 2.5 Flash-Lite (thinking)Google DeepMind1382.00+/-85,943Google DeepMindProprietary
228MiniMaxAIMiniMax M2MiniMaxAI1381.00+/-151,537MiniMaxAIApache 2.0
229olmo-3.1-32b-instructAi21381.00+/-122,467Ai2Apache 2.0
230granite-4.2-3bIBM1379.00+/-22838IBMApache 2.0
231Alibabaqwen-plus-0125Alibaba1379.00+/-18893AlibabaProprietary
232Metallama-3.1-405b-instruct-bf16Meta1376.00+/-86,249MetaLlama 3.1 Community
233DeepSeekdeepseek-v2.5-1210DeepSeek1374.00+/-171,079DeepSeekDeepSeek
234OpenAIGPT-4.1 nanoOpenAI1373.00+/-19807OpenAIProprietary
235Facebook AI研究实验室Llama 4 Maverick InstructFacebook AI研究实验室1373.00+/-86,917Facebook AI研究实验室Llama 4
236StepFunstep-2-16k-exp-202412StepFun1371.00+/-20737StepFunProprietary
237Tencenthunyuan-turbo-0110Tencent1371.00+/-30299TencentProprietary
238granite-4.2-8bIBM1369.00+/-21836IBMApache 2.0
239OpenAIGPT-4oOpenAI1369.00+/-619,526OpenAIProprietary
240Metallama-3.1-405b-instruct-fp8Meta1369.00+/-79,714MetaLlama 3.1 Community
241athene-v2-chat NexusFlow1369.00+/-94,019——
242OpenAIGPT OSS 20BOpenAI1369.00+/-132,105OpenAIApache 2.0
243yi-lightning Proprietary1369.00+/-104,316——
244DeepSeek-AIDeepSeek V2.5DeepSeek-AI1368.00+/-94,252DeepSeek-AIDeepSeek
245Tencenthunyuan-large-2025-02-10Tencent1366.00+/-25519TencentProprietary
246AImercury InceptionAI1364.00+/-28408AIProprietary
247Google DeepMindGemini 2.0 Flash ExperimentalGoogle DeepMind1364.00+/-76,937Google DeepMindProprietary
248Facebook AI研究实验室Llama 4 Scout InstructFacebook AI研究实验室1362.00+/-95,204Facebook AI研究实验室Llama
249Nvidiallama-3.3-nemotron-49b-super-v1Nvidia1362.00+/-31286NvidiaNvidia
250MistralAIMistral-Small-3.1-24B-Instruct-2503MistralAI1361.00+/-86,084MistralAIApache 2.0
251Nvidianvidia-nemotron-3-nano-30b-a3b-bf16Nvidia1361.00+/-103,328NvidiaNVIDIA Open Model
252olmo-3-32b-thinkAi21360.00+/-181,040Ai2Apache 2.0
253OpenAIGPT-4oOpenAI1360.00+/-87,318OpenAIProprietary
254xAIGrok 2xAI1358.00+/-710,368xAIProprietary
255Google DeepMindGemma 3 - 27B (IT)Google DeepMind1358.00+/-77,982Google DeepMindGemma
256Tencenthunyuan-large-visionTencent1357.00+/-19951TencentProprietary
257Alibabaqwen2.5-plus-1127Alibaba1356.00+/-141,553AlibabaProprietary
258Google DeepMindGemini 1.5 ProGoogle DeepMind1356.00+/-79,175Google DeepMindProprietary
259AnthropicClaude3-OpusAnthropic1355.00+/-633,748AnthropicProprietary
260阿里巴巴Qwen2.5-VL-72B-Instruct阿里巴巴1355.00+/-86,688阿里巴巴Qwen
261Mistralmistral-large-2407Mistral1354.00+/-87,589MistralMistral Research
262granite-4.1-8bIBM1354.00+/-201,105IBMApache 2.0
263Alibabaqwen-max-0919Alibaba1353.00+/-112,756AlibabaQwen
264glm-4-plusZhipu AI1352.00+/-94,449Zhipu AIProprietary
265StepFunstep-1o-turbo-202506StepFun1351.00+/-151,482StepFunProprietary
266athene-70b-0725 CC-BY-NC-4.01350.00+/-113,122——
267OpenAIGPT-4o miniOpenAI1348.00+/-710,926OpenAIProprietary
268OpenAIgpt-4-turbo-2024-04-09OpenAI1347.00+/-717,104OpenAIProprietary
269Google DeepMindGemini 1.5 ProGoogle DeepMind1346.00+/-812,747Google DeepMindProprietary
270Mistralmistral-large-2411Mistral1346.00+/-94,212MistralMRL
271Facebook AI研究实验室Llama3.3-70B-InstructFacebook AI研究实验室1346.00+/-78,717Facebook AI研究实验室Llama-3.3
272Amazonamazon-nova-pro-v1.0Amazon1343.00+/-93,853AmazonProprietary
273DeepSeekdeepseek-coder-v2DeepSeek1342.00+/-122,671DeepSeekDeepSeek License
274Google DeepMindGemini 2.0 Flash-LiteGoogle DeepMind1342.00+/-103,474Google DeepMindProprietary
275阿里巴巴Qwen2.5-Coder-32B-Instruct阿里巴巴1342.00+/-18873阿里巴巴Apache 2.0
276olmo-3.1-32b-thinkAi21341.00+/-151,554Ai2Apache 2.0
277OpenAIGPT-4OpenAI1340.00+/-715,605OpenAIProprietary
278Googlegemini-advanced-0514Google1337.00+/-98,138GoogleProprietary
279xAIgrok-2-mini-2024-08-13xAI1335.00+/-78,652xAIProprietary
280Facebook AI研究实验室Llama3.1-70B-InstructFacebook AI研究实验室1333.00+/-79,389Facebook AI研究实验室Llama 3.1 Community
281OpenAIGPT-4OpenAI1332.00+/-815,289OpenAIProprietary
282Tencenthunyuan-standard-2025-02-10Tencent1331.00+/-24549TencentProprietary
283glm-4-plus-0111Zhipu1330.00+/-18894ZhipuProprietary
284OpenAIGPT-4OpenAI1330.00+/-98,306OpenAIProprietary
285Facebook AI研究实验室Llama3.1-70B-InstructFacebook AI研究实验室1328.00+/-151,312Facebook AI研究实验室Llama 3.1
286ibm-granite-h-smallIBM1328.00+/-171,275IBMApache 2.0
287AnthropicClaude3-SonnetAnthropic1318.00+/-718,888AnthropicProprietary
288Googlegemini-1.5-flash-002Google1316.00+/-85,892GoogleProprietary
289Google DeepMindGemma 3 - 12B (IT)Google DeepMind1316.00+/-23543Google DeepMindGemma
290reka-core-20240904 Proprietary1315.00+/-151,216——
291OpenAIGPT-4OpenAI1315.00+/-813,719OpenAIProprietary
292Nvidiallama-3.1-nemotron-51b-instructNvidia1312.00+/-22665NvidiaLlama 3.1
293MistralAIMistral Small 24B Instruct 2501MistralAI1312.00+/-122,083MistralAIApache 2.0
294jamba-1.5-large Jamba Open1312.00+/-151,440——
295智谱AIGLM4智谱AI1309.00+/-141,718智谱AIProprietary
296Googlegemini-1.5-flash-001Google1309.00+/-810,680GoogleProprietary
297Nvidianemotron-4-340b-instructNvidia1309.00+/-113,254NvidiaNVIDIA Open Model
298llama-3.1-tulu-3-70bAi21308.00+/-24450Ai2Llama 3.1
299Google DeepMindGemma-3n-E4BGoogle DeepMind1307.00+/-103,481Google DeepMindGemma
300Facebook AI研究实验室Llama3-70B-InstructFacebook AI研究实验室1306.00+/-728,126Facebook AI研究实验室Llama 3 Community
301Microsoft AzurePhi-4-reasoningMicrosoft Azure1306.00+/-103,305Microsoft AzureMIT
302Amazonamazon-nova-lite-v1.0Amazon1306.00+/-103,060AmazonProprietary
303Googlegemma-2-27b-itGoogle1304.00+/-612,088GoogleGemma license
304AnthropicClaude3-HaikuAnthropic1301.00+/-720,898AnthropicProprietary
305Tencenthunyuan-standard-256kTencent1301.00+/-24497TencentProprietary
306阿里巴巴Qwen2-72B-Instruct阿里巴巴1297.00+/-96,249阿里巴巴Qianwen LICENSE
307Mistralmistral-large-2402Mistral1296.00+/-910,418MistralProprietary
308CohereAIC4AI Aya Vision 32BCohereAI1292.00+/-94,685CohereAICC-BY-NC-4.0
309reka-flash-20240904 Proprietary1292.00+/-151,207——
310Amazonamazon-nova-micro-v1.0Amazon1288.00+/-102,981AmazonProprietary
311Facebook AI研究实验室Llama3.1-8B-InstructFacebook AI研究实验室1288.00+/-26478Facebook AI研究实验室Apache 2.0
312Coherecommand-r-08-2024Cohere1282.00+/-131,783CohereCC-BY-NC-4.0
313Coherecommand-r-plus-08-2024Cohere1280.00+/-141,675CohereCC-BY-NC-4.0
314阿里巴巴Qwen1.5-110B-Chat阿里巴巴1280.00+/-104,763阿里巴巴Qianwen LICENSE
315olmo-2-0325-32b-instructAi21280.00+/-27427Ai2Apache-2.0
316reka-flash-21b-20240226-online Proprietary1278.00+/-132,879——
317MistralAIMixtral-8x22B-Instruct-v0.1MistralAI1278.00+/-98,780MistralAIApache 2.0
318阿里巴巴Qwen1.5-72B-Chat阿里巴巴1275.00+/-106,370阿里巴巴Qianwen LICENSE
319OpenAIgpt-3.5-turbo-0125OpenAI1275.00+/-811,130OpenAIProprietary
320Mistralministral-8b-2410Mistral1274.00+/-19838MistralMRL
321Google DeepMindGemma 3 - 4B (IT)Google DeepMind1274.00+/-24605Google DeepMindGemma
322CohereAIC4AI Command R+CohereAI1273.00+/-813,937CohereAICC-BY-NC-4.0
323Googlegemini-1.5-flash-8b-001Google1271.00+/-86,069GoogleProprietary
324gemma-2-9b-it-simpo MIT1271.00+/-151,471——
325Googlegemma-2-9b-itGoogle1270.00+/-78,921GoogleGemma license
326reka-flash-21b-20240226 Proprietary1267.00+/-114,748——
327jamba-1.5-mini Jamba Open1265.00+/-151,352——
328Mistralmistral-mediumMistral1263.00+/-105,149MistralProprietary
329OpenAIgpt-3.5-turbo-1106OpenAI1263.00+/-152,121OpenAIProprietary
330Alibabaqwen1.5-32b-chatAlibaba1262.00+/-113,930AlibabaQianwen LICENSE
331Facebook AI研究实验室Llama3.1-8B-InstructFacebook AI研究实验室1260.00+/-78,582Facebook AI研究实验室Llama 3.1 Community
332CohereAIC4AI Aya Vision 8BCohereAI1255.00+/-151,567CohereAICC-BY-NC-4.0
333Facebook AI研究实验室Llama3-8B-InstructFacebook AI研究实验室1253.00+/-818,374Facebook AI研究实验室Llama 3 Community
334llama-3.1-tulu-3-8bAi21253.00+/-25476Ai2Llama 3.1
335dbrx-instruct-preview DBRX LICENSE1252.00+/-115,502——
336granite-3.1-2b-instructIBM1249.00+/-25508IBMApache 2.0
337Google DeepMindGemini-proGoogle DeepMind1249.00+/-24678Google DeepMindProprietary
338上海人工智能实验室InternLM2-Base-20B上海人工智能实验室1249.00+/-141,684上海人工智能实验室—
339零一万物Yi-1.5-34B零一万物1249.00+/-103,841零一万物—
340zephyr-orpo-141b-A35b-v0.1 Apache 2.01245.00+/-21831——
341Coherecommand-rCohere1244.00+/-99,645CohereCC-BY-NC-4.0
342granite-3.0-8b-instructIBM1241.00+/-181,108IBMApache 2.0
343阿里巴巴Qwen1.5-14B-Chat阿里巴巴1240.00+/-133,208阿里巴巴Qianwen LICENSE
344Mistralmixtral-8x7b-instruct-v0.1Mistral1240.00+/-811,784MistralApache 2.0
345Googlegemini-pro-dev-apiGoogle1240.00+/-142,681GoogleProprietary
346starling-lm-7b-beta Apache-2.01236.00+/-132,948——
347Microsoft AzurePhi-3-medium 14B-previewMicrosoft Azure1232.00+/-103,973Microsoft AzureMIT
348openchat-3.5-0106 Apache-2.01230.00+/-142,005——
349snowflake-arctic-instruct Apache 2.01225.00+/-115,734——
350DeepSeek-AIDeepSeek LLM 67B ChatDeepSeek-AI1219.00+/-23649DeepSeek-AIDeepSeek License
351Google ResearchGemma 1.1-7B-ITGoogle Research1216.00+/-104,332Google ResearchGemma license
352Facebook AI研究实验室LLaMA2 70BFacebook AI研究实验室1215.00+/-21805Facebook AI研究实验室—
353阿里巴巴Qwen3-VL-2B阿里巴巴1210.00+/-171,134阿里巴巴Apache 2.0
354阿里巴巴Qwen1.5-7B-Chat阿里巴巴1210.00+/-21772阿里巴巴Qianwen LICENSE
355starling-lm-7b-alpha CC-BY-NC-4.01208.00+/-161,397——
356零一万物Yi-34B零一万物1206.00+/-132,345零一万物—
357Microsoft AzurePhi-3-small 7BMicrosoft Azure1205.00+/-123,219Microsoft AzureMIT
358openchat-3.5 Apache-2.01203.00+/-20971——
359阿里巴巴Qwen-14B-Chat阿里巴巴1198.00+/-23599阿里巴巴Qianwen LICENSE
360Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1197.00+/-141,841Microsoft AzureMIT
361LM-SYSVicuna 33BLM-SYS1194.00+/-132,866LM-SYS—
362WizardLM TeamWizardLM-70B-V1.0WizardLM Team1194.00+/-20988WizardLM TeamLlama 2 Community
363Googlegemma-2-2b-itGoogle1192.00+/-87,298GoogleGemma license
364Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1188.00+/-123,449Microsoft AzureMIT
365openhermes-2.5-mistral-7b Apache-2.01187.00+/-23589——
366MistralAIMistral-7B-Instruct-v0.2MistralAI1186.00+/-123,114MistralAIApache-2.0
367solar-10.7b-instruct-v1.0 CC-BY-NC-4.01184.00+/-27482——
368Metallama-2-70b-chatMeta1179.00+/-105,717MetaLlama 2 Community
369Metallama-3.2-3b-instructMeta1177.00+/-161,351MetaLlama 3.2
370nous-hermes-2-mixtral-8x7b-dpo Apache-2.01176.00+/-23575——
371阿里巴巴QwQ-32B-Preview阿里巴巴1174.00+/-24566阿里巴巴Apache 2.0
372Google ResearchGemma 1.1-2B-ITGoogle Research1171.00+/-141,963Google ResearchGemma license
373mpt-30b-chat CC-BY-NC-SA-4.01168.00+/-34258——
374zephyr-7b-alpha MIT1167.00+/-39201——
375Google ResearchGemma 7B - ItGoogle Research1167.00+/-171,381Google ResearchGemma license
376vicuna-13b Llama 2 Community1164.00+/-142,389——
377百川智能Baichuan2-13B-Chat百川智能1163.00+/-132,626百川智能Llama 2 Community
378smollm2-1.7b-instruct Apache 2.01160.00+/-33352——
379Facebook AI研究实验室CodeLLaMA-34BFacebook AI研究实验室1160.00+/-20853Facebook AI研究实验室Llama 2 Community
380Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1155.00+/-133,886Microsoft AzureMIT
381Google ResearchPaLM 2Google Research1154.00+/-21917Google ResearchProprietary
382zephyr-7b-beta MIT1153.00+/-181,250——
383Microsoftwizardlm-13bMicrosoft1152.00+/-22735MicrosoftLlama 2 Community
384Metallama-3.2-1b-instructMeta1149.00+/-161,346MetaLlama 3.2
385Nvidiallama2-70b-steerlm-chatNvidia1146.00+/-28467NvidiaLlama 2 Community
386MistralAIMistral 7B InstructMistralAI1145.00+/-201,032MistralAIApache 2.0
387Google ResearchGemma 2B - ItGoogle Research1136.00+/-22742Google ResearchGemma license
388vicuna-7b Llama 2 Community1132.00+/-23726——
389阿里巴巴Qwen1.5-4B-Chat阿里巴巴1132.00+/-171,283阿里巴巴Qianwen LICENSE
390stripedhyena-nous-7b Apache 2.01128.00+/-22704——
391guanaco-33b Non-commercial1114.00+/-35263——
392olmo-7b-instructAi21107.00+/-22772Ai2Apache-2.0
393百川智能Baichuan2-7B-Chat百川智能1103.00+/-141,956百川智能Llama 2 Community
394智谱AIChatGLM3-6B智谱AI1091.00+/-26535智谱AI—
395mpt-7b-chat CC-BY-NC-SA-4.01067.00+/-31397——
396达摩院Koala达摩院1066.00+/-24747达摩院—
397RWKV-4-Raven-14B Apache 2.01060.00+/-27505——
398oasst-pythia-12b Apache 2.01051.00+/-25714——
399智谱AIChatGLM-6B智谱AI1036.00+/-27551智谱AI—
400智谱AIChatGLM2-6B智谱AI1031.00+/-34293智谱AI—
401stablelm-tuned-alpha-7b CC-BY-NC-SA-4.01005.00+/-32363——
402alpaca-13b Non-commercial1000.00+/-27626——
403dolly-v2-12b MIT963.00+/-33396——
404fastchat-t5-3b Apache 2.0908.00+/-30428——
405Facebook AI研究实验室LLaMA 13BFacebook AI研究实验室883.00+/-38304Facebook 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。