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

Claude Fable 5

最高得分

1553.00

模型数量

378

数据版本

2026年08月01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
AnthropicClaude Fable 5Anthropic1553.00+/-94,823AnthropicProprietary
AnthropicOpus 4.7 (thinking)Anthropic1552.00+/-615,649AnthropicProprietary
AnthropicClaude Opus 4.6 (thinking)Anthropic1551.00+/-617,433AnthropicProprietary
4AnthropicClaude Opus 4.6Anthropic1548.00+/-619,814AnthropicProprietary
5AnthropicOpus 4.7Anthropic1547.00+/-615,915AnthropicProprietary
6AnthropicClaude Opus 4.8 (thinking)Anthropic1534.00+/-79,830AnthropicProprietary
7Anthropicclaude-opus-5-highAnthropic1532.00+/-122,918AnthropicProprietary
8Moonshotkimi-k3-maxMoonshot1531.00+/-20947MoonshotKimi K3 license
9AnthropicClaude Opus 4 (thinking-32k)Anthropic1530.00+/-77,606AnthropicProprietary
10Muse Spark 1.1Facebook AI研究实验室1529.00+/-103,619Facebook AI研究实验室Proprietary
11AnthropicClaude Opus 4.8Anthropic1528.00+/-710,070AnthropicProprietary
12OpenAIgpt-5.6-sol-xhighOpenAI1528.00+/-113,056OpenAIProprietary
13AnthropicClaude Sonnet 4.6Anthropic1527.00+/-616,983AnthropicProprietary
14AnthropicClaude Sonnet 4.5 (high)Anthropic1526.00+/-95,053AnthropicProprietary
15Muse SparkFacebook AI研究实验室1526.00+/-103,748Facebook AI研究实验室Proprietary
16Qwen3.7-Max-Preview阿里巴巴1525.00+/-181,113阿里巴巴Proprietary
17Anthropicclaude-opus-5-maxAnthropic1523.00+/-161,380AnthropicProprietary
18AnthropicClaude Opus 4Anthropic1523.00+/-617,197AnthropicProprietary
19OpenAIGPT-5.4 (high)OpenAI1521.00+/-616,355OpenAIProprietary
20Googlegemini-3.6-flashGoogle1521.00+/-122,628GoogleProprietary
21Google Deep MindGemini 3.1 Pro PreviewGoogle Deep Mind1521.00+/-524,543Google Deep MindProprietary
22OpenAIGPT-5.5 (high)OpenAI1520.00+/-713,885OpenAIProprietary
23OpenAIgpt-5.6-terra-xhighOpenAI1520.00+/-113,141OpenAIProprietary
24xAIGrok 4.5xAI1520.00+/-103,679xAIProprietary
25AnthropicClaude Sonnet 4.5 (thinking-32k)Anthropic1520.00+/-519,195AnthropicProprietary
26Google Deep MindGemini 3 ProGoogle Deep Mind1519.00+/-78,563Google Deep MindProprietary
27GLM 5.1智谱AI1518.00+/-79,822智谱AIMIT
28mimo-v2.5-proXiaomi1518.00+/-712,665XiaomiMIT
29OpenAIGPT-5.2 Chat (0210)OpenAI1515.00+/-79,031OpenAIProprietary
30Moonshot AIKimi K2.6Moonshot AI1515.00+/-710,320Moonshot AIModified MIT
31OpenAIGPT-5.5 InstantOpenAI1514.00+/-87,462OpenAIProprietary
32OpenAIGPT-5.4OpenAI1514.00+/-617,568OpenAIProprietary
33ERNIE-5.1-Preview百度1514.00+/-710,240百度Proprietary
34AnthropicClaude Sonnet 4.5Anthropic1513.00+/-519,030AnthropicProprietary
35Qwen3.5 Max Preview阿里巴巴1513.00+/-86,004阿里巴巴Proprietary
36AnthropicOpus 4.1 (thinking-16k)Anthropic1513.00+/-69,824AnthropicProprietary
37DOLA Seed 2.0 Pro字节跳动Seed团队1513.00+/-620,127字节跳动Seed团队Proprietary
38xAIgrok-4.20-beta-0309-reasoningxAI1511.00+/-617,096xAIProprietary
39Qwen3.7-Plus阿里巴巴1509.00+/-87,644阿里巴巴Proprietary
40xAIgrok-4.20-multi-agent-beta-0309xAI1509.00+/-616,784xAIProprietary
41OpenAIGPT-5.5OpenAI1508.00+/-614,576OpenAIProprietary
42Google Deep MindGemini 3.0 FlashGoogle Deep Mind1508.00+/-86,378Google Deep MindProprietary
43xAIGrok 4.20 BetaxAI1508.00+/-87,137xAIProprietary
44Qwen3.6-Max-Preview阿里巴巴1508.00+/-161,537阿里巴巴Proprietary
45Googlegemini-3.5-flash-mediumGoogle1508.00+/-95,656GoogleProprietary
46Googlegemini-3.5-flash-highGoogle1507.00+/-122,992GoogleProprietary
47Googlegemini-3.5-flash-liteGoogle1506.00+/-122,467GoogleProprietary
48Z.aiglm-5.2-maxZ.ai1506.00+/-86,354Z.aiMIT
49AnthropicOpus 4.1Anthropic1505.00+/-515,509AnthropicProprietary
50Moonshot AIKimi K2.5 InstantMoonshot AI1505.00+/-141,800Moonshot AIModified MIT
51mimo-v2-proXiaomi1503.00+/-86,879XiaomiProprietary
52DeepSeek-AIDeepSeek-V4-ProDeepSeek-AI1502.00+/-614,639DeepSeek-AIMIT
53Meituanlongcat-flash-chat-2602-expMeituan1502.00+/-87,670MeituanProprietary
54OpenAIgpt-5.6-luna-xhighOpenAI1501.00+/-113,316OpenAIProprietary
55Moonshot AIKimi K2 ThinkingMoonshot AI1501.00+/-518,300Moonshot AIModified MIT
56Hy3腾讯AI实验室1501.00+/-19976腾讯AI实验室Apache 2.0
57AnthropicClaude Opus 4 (thinking-16k)Anthropic1499.00+/-86,666AnthropicProprietary
58xAIGrok 4.1 ThinkingxAI1499.00+/-614,993xAIProprietary
59DeepMindGemma 4 31BDeepMind1498.00+/-151,353DeepMindApache 2.0
60MiniMaxAIMiniMax M3MiniMaxAI1498.00+/-79,386MiniMaxAIMiniMax Community License
61GLM-5智谱AI1497.00+/-77,176智谱AIMIT
62InklingThinking Machines Lab1497.00+/-112,901Thinking Machines LabApache 2.0
63OpenAIGPT-5.4 mini (high)OpenAI1497.00+/-616,101OpenAIProprietary
64OpenAIGPT-5.3 ChatOpenAI1497.00+/-78,672OpenAIProprietary
65Qwen 3.6 Plus Preview阿里巴巴1495.00+/-613,656阿里巴巴Proprietary
66xAIGrok 4.1xAI1492.00+/-615,568xAIProprietary
67Google Deep MindGemini 3.0 Flash (minimal)Google Deep Mind1491.00+/-522,473Google Deep MindProprietary
68mimo-v2.5Xiaomi1491.00+/-712,796XiaomiMIT
69Qwen3.5-397B-A17B阿里巴巴1491.00+/-617,739阿里巴巴Apache 2.0
70OpenAIGPT-5.1 Pro (high)OpenAI1491.00+/-78,186OpenAIProprietary
71ERNIE 5.0 (0110)百度1490.00+/-78,558百度Proprietary
72OpenAIGPT-5.2 Pro (high)OpenAI1489.00+/-611,670OpenAIProprietary
73GLM-5V-Turbo智谱AI1489.00+/-122,580智谱AIProprietary
74xAIGrok 4.3 BetaxAI1488.00+/-614,431xAIProprietary
75DeepSeekdeepseek-v4-pro-high-previewDeepSeek1488.00+/-713,715DeepSeekMIT
76mimo-v2-omniXiaomi1487.00+/-95,476XiaomiProprietary
77Moonshot AIKimi K2 Thinking (thinking-turbo)Moonshot AI1486.00+/-614,763Moonshot AIModified MIT
78Amazonamazon-nova-experimental-chat-26-02-10Amazon1486.00+/-20842AmazonProprietary
79GLM-4.7智谱AI1485.00+/-122,410智谱AIMIT
80DeepSeek-AIDeepSeek-V4-FlashDeepSeek-AI1484.00+/-614,270DeepSeek-AIMIT
81OpenAIGPT-5.2OpenAI1482.00+/-520,682OpenAIProprietary
82Qwen3 Max (Preview)阿里巴巴1482.00+/-85,366阿里巴巴Proprietary
83DeepMindGemma 4 26B A4BDeepMind1481.00+/-151,359DeepMindApache 2.0
84DeepSeekdeepseek-v4-flash-high-previewDeepSeek1480.00+/-614,216DeepSeekMIT
85MiniMaxAIMiniMax-M2.7MiniMaxAI1479.00+/-615,530MiniMaxAIModified MIT
86Amazonamazon-nova-experimental-chat-26-01-10Amazon1479.00+/-21728AmazonProprietary
87AnthropicHaiku 4.5Anthropic1479.00+/-528,316AnthropicProprietary
88MistralAIMistral Medium 3.5MistralAI1479.00+/-113,047MistralAIModified MIT
89DeepSeek-AIDeepSeek V3.2-Exp (thinking)DeepSeek-AI1475.00+/-78,499DeepSeek-AIMIT
90DeepSeek-AIDeepSeek V3.2-Exp (thinking)DeepSeek-AI1475.00+/-131,915DeepSeek-AIMIT
91OpenAIGPT-5.1OpenAI1474.00+/-79,092OpenAIProprietary
92NVIDIANemotron 3 UltraNVIDIA1474.00+/-122,919NVIDIAOpenMDW-1.1
93Alibabaqwen3-max-2025-09-23Alibaba1474.00+/-132,040AlibabaProprietary
94Meituanlongcat-flash-chatMeituan1474.00+/-132,233MeituanMIT
95AnthropicClaude Sonnet 4 (thinking-32k)Anthropic1473.00+/-86,401AnthropicProprietary
96Qwen3-235B-A22B-2507阿里巴巴1473.00+/-521,201阿里巴巴Apache 2.0
97ERNIE 5.0 Preview (1203)百度1471.00+/-131,953百度Proprietary
98DeepSeek-AIDeepSeek V3.2DeepSeek-AI1470.00+/-610,560DeepSeek-AIMIT
99OpenAIGPT-4o(2025-03-27)OpenAI1469.00+/-515,844OpenAIProprietary
100MistralAIMistral Large 3MistralAI1468.00+/-613,216MistralAIApache 2.0
101OpenAIGPT-5-Pro (high)OpenAI1468.00+/-86,354OpenAIProprietary
102Moonshot AIKimi K2 0905Moonshot AI1468.00+/-132,240Moonshot AIModified MIT
103Google Deep MindGemini 2.5 ProGoogle Deep Mind1465.00+/-426,442Google Deep MindProprietary
104Qwen3-VL-235B-A22B-Instruct阿里巴巴1465.00+/-132,312阿里巴巴Apache 2.0
105DeepSeek-AIDeepSeek V3.2-ExpDeepSeek-AI1465.00+/-122,492DeepSeek-AIMIT
106AnthropicClaude Opus 4Anthropic1464.00+/-77,891AnthropicProprietary
107DeepSeek-AIDeepSeek-R1-0528DeepSeek-AI1464.00+/-112,725DeepSeek-AIMIT
108OpenAIGPT-5.2 Chat (0210)OpenAI1463.00+/-85,974OpenAIProprietary
109DeepSeek-AIDeepSeek-V3.1 Terminus (thinking)DeepSeek-AI1463.00+/-24635DeepSeek-AIMIT
110xAIGrok 4.1 Fast (fast-reasoning)xAI1461.00+/-613,517xAIProprietary
111OpenAIGPT-5.4 nano (high)OpenAI1461.00+/-616,452OpenAIProprietary
112Moonshot AIKimi K2Moonshot AI1460.00+/-85,237Moonshot AIModified MIT
113Tencenthunyuan-hy3-previewTencent1459.00+/-141,939Tencenttencent-hunyuan-community
114OpenAIOpenAI o3OpenAI1459.00+/-611,734OpenAIProprietary
115xAIGrok 4 FastxAI1459.00+/-161,247xAIProprietary
116OpenAIGPT-4.5OpenAI1459.00+/-131,939OpenAIProprietary
117Qwen3.5-122B-A10B阿里巴巴1459.00+/-77,739阿里巴巴Apache 2.0
118GLM-4.6智谱AI1459.00+/-77,470智谱AIMIT
119Google Deep MindGemini 3.1 Flash-LiteGoogle Deep Mind1457.00+/-616,622Google Deep MindProprietary
120DeepSeek-AIDeepSeek-V3.1 (thinking)DeepSeek-AI1457.00+/-131,903DeepSeek-AIMIT
121Qwen3-Coder-480B-A35B阿里巴巴1457.00+/-94,845阿里巴巴Apache 2.0
122OpenAIGPT-4.1OpenAI1456.00+/-79,305OpenAIProprietary
123MistralAIMagistral-Medium-2506MistralAI1455.00+/-521,003MistralAIProprietary
124Qwen3-VL-235B-A22B-Instruct (thinking)阿里巴巴1455.00+/-141,629阿里巴巴Apache 2.0
125GLM-4.5智谱AI1454.00+/-94,766智谱AIMIT
126AnthropicClaude3-Sonnet (thinking-32k)Anthropic1452.00+/-86,188AnthropicProprietary
127StepFunAIStep 3.5 FlashStepFunAI1450.00+/-614,274StepFunAIApache 2.0
128Qwen3.5-27B阿里巴巴1450.00+/-77,454阿里巴巴Apache 2.0
129AnthropicClaude Sonnet 4Anthropic1449.00+/-77,388AnthropicProprietary
130DeepSeek-AIDeepSeek-V3.1DeepSeek-AI1448.00+/-122,623DeepSeek-AIMIT
131mimo-v2-flash (non-thinking)Xiaomi1446.00+/-611,921XiaomiMIT
132Alibabaqwen3-235b-a22b-no-thinkingAlibaba1446.00+/-86,964AlibabaApache 2.0
133Qwen3-Next阿里巴巴1445.00+/-94,789阿里巴巴Apache 2.0
134DeepSeek-AIDeepSeek-R1DeepSeek-AI1445.00+/-122,317DeepSeek-AIMIT
135MiniMaxAIMiniMax M2.5MiniMaxAI1444.00+/-710,788MiniMaxAIModified MIT
136xAIGrok 3xAI1443.00+/-85,392xAIProprietary
137trinity-large-preview Apache 2.01442.00+/-87,544
138Alibabaqwen3-235b-a22b-thinking-2507Alibaba1441.00+/-151,612AlibabaApache 2.0
139MiniMaxAIM2.1MiniMaxAI1439.00+/-103,409MiniMaxAIMIT
140Qwen3-30B-A3B-2507阿里巴巴1439.00+/-94,657阿里巴巴Apache 2.0
141DeepSeek-AIDeepSeek-V3.1 TerminusDeepSeek-AI1439.00+/-21778DeepSeek-AIMIT
142xAIGrok 4 Fast (fast-reasoning)xAI1437.00+/-93,948xAIProprietary
143StepFunAIStep 3.5 FlashStepFunAI1437.00+/-616,546StepFunAIProprietary
144Tencenthunyuan-vision-1.5-thinkingTencent1437.00+/-27436TencentProprietary
145xAIGrok 4xAI1435.00+/-78,149xAIProprietary
146AnthropicClaude 3.5 SonnetAnthropic1435.00+/-614,953AnthropicProprietary
147Qwen3.5-35B-A3B阿里巴巴1435.00+/-77,907阿里巴巴Apache 2.0
148OpenAIOpenAI o3-mini (high)OpenAI1435.00+/-122,596OpenAIProprietary
149OpenAIGPT-4.1 miniOpenAI1434.00+/-76,908OpenAIProprietary
150Amazonamazon-nova-experimental-chat-12-10Amazon1433.00+/-21704AmazonProprietary
151Mistralmistral-medium-2505Mistral1433.00+/-85,890MistralProprietary
152OpenAIOpenAI o1OpenAI1433.00+/-103,973OpenAIProprietary
153Qwen3-235B-A22B阿里巴巴1433.00+/-94,338阿里巴巴Apache 2.0
154OpenAIOpenAI o4 - miniOpenAI1432.00+/-78,707OpenAIProprietary
155ERNIE 5.0百度1432.00+/-19915百度Proprietary
156mimo-v2-flash (thinking)Xiaomi1431.00+/-122,439XiaomiMIT
157OpenAIGPT-5-mini (high)OpenAI1431.00+/-85,497OpenAIProprietary
158AnthropicClaude3-SonnetAnthropic1430.00+/-77,133AnthropicProprietary
159DeepSeek-AIDeepSeek-V3-0324DeepSeek-AI1429.00+/-78,355DeepSeek-AIMIT
160Google Deep MindGemini 2.5 Flash-Preview-09-2025Google Deep Mind1428.00+/-86,834Google Deep MindProprietary
161GLM-4.5-Air智谱AI1426.00+/-86,101智谱AIMIT
162Google Deep MindGemini 2.5 FlashGoogle Deep Mind1424.00+/-425,779Google Deep MindProprietary
163GLM-4.7-Flash智谱AI1423.00+/-112,673智谱AIMIT
164Qwen3-Next (thinking)阿里巴巴1421.00+/-112,673阿里巴巴Apache 2.0
165GLM-4.6V智谱AI1419.00+/-25533智谱AIMIT
166Amazonamazon-nova-experimental-chat-11-10Amazon1419.00+/-85,285AmazonProprietary
167MiniMaxminimax-m1MiniMax1416.00+/-86,473MiniMaxApache 2.0
168OpenAIOpenAI o1OpenAI1416.00+/-95,123OpenAIProprietary
169OpenAIOpenAI o3-miniOpenAI1416.00+/-69,452OpenAIProprietary
170trinity-large-thinking Apache 2.01414.00+/-88,081
171MistralAIMistral-Small-3.2MistralAI1412.00+/-103,357MistralAIApache 2.0
172ling-flash-2.0 AntGroup1412.00+/-151,528GroupMIT
173Amazonamazon-nova-experimental-chat-10-20Amazon1410.00+/-122,289AmazonProprietary
174Nvidianvidia-nemotron-3-super-120b-a12bNvidia1410.00+/-141,779NvidiaNVIDIA Open Model
175intellect-3 MIT1409.00+/-19972
176StepFunAIStep3StepFunAI1408.00+/-171,231StepFunAIApache 2.0
177Qwen3-32B阿里巴巴1407.00+/-24513阿里巴巴Apache 2.0
178Nvidianvidia-llama-3.3-nemotron-super-49b-v1.5Nvidia1405.00+/-22659NvidiaNvidia Open
179GLM-4.5V智谱AI1404.00+/-18991智谱AIMIT
180Qwen2.5-Max阿里巴巴1403.00+/-85,094阿里巴巴Proprietary
181Tencenthunyuan-turbos-20250226Tencent1400.00+/-31275TencentProprietary
182Hunyuan-T1腾讯AI实验室1399.00+/-20802腾讯AI实验室Proprietary
183AnthropicClaude 3.5 SonnetAnthropic1399.00+/-713,607AnthropicProprietary
184Google Deep MindGemini 2.5 Flash-Lite-Preview-09-2025 (no-thinking)Google Deep Mind1397.00+/-69,673Google Deep MindProprietary
185AImercury-2 InceptionAI1396.00+/-21764AIProprietary
186Nova 2 Lite亚马逊1396.00+/-122,505亚马逊Proprietary
187Tencenthunyuan-turbos-20250416Tencent1394.00+/-141,776TencentProprietary
188Nvidiallama-3.1-nemotron-ultra-253b-v1Nvidia1391.00+/-30367NvidiaNvidia Open Model
189ring-flash-2.0 AntGroup1391.00+/-151,538GroupMIT
190OpenAIGPT OSS 120BOpenAI1390.00+/-86,486OpenAIApache 2.0
191OpenAIOpenAI o3-mini (high)OpenAI1390.00+/-103,291OpenAIProprietary
192Amazonamazon-nova-experimental-chat-10-09Amazon1390.00+/-24550AmazonProprietary
193CohereAIC4AI Command A (202503)CohereAI1390.00+/-610,206CohereAICC-BY-NC-4.0
194DeepSeek-AIDeepSeek-V3DeepSeek-AI1388.00+/-103,280DeepSeek-AIDeepSeek
195MistralAIMagistral-Medium-2506MistralAI1387.00+/-122,244MistralAIProprietary
196OpenAIOpenAI o1-miniOpenAI1387.00+/-78,478OpenAIProprietary
197Qwen3-30B-A3B阿里巴巴1387.00+/-94,524阿里巴巴Apache 2.0
198xAIgrok-3-mini-betaxAI1386.00+/-94,251xAIProprietary
199AnthropicClaude 3.5 HaikuAnthropic1385.00+/-611,233AnthropicProprietary
200MiniMaxAIMiniMax M2MiniMaxAI1385.00+/-151,542MiniMaxAIApache 2.0
201QwQ-32B阿里巴巴1384.00+/-94,038阿里巴巴Apache 2.0
202OpenAIGPT-5-Nano (high)OpenAI1384.00+/-151,681OpenAIProprietary
203olmo-3.1-32b-instructAi21384.00+/-122,508Ai2Apache 2.0
204Google Deep MindGemini 2.5 Flash-Lite (thinking)Google Deep Mind1383.00+/-85,998Google Deep MindProprietary
205Alibabaqwen-plus-0125Alibaba1380.00+/-18893AlibabaProprietary
206Metallama-3.1-405b-instruct-bf16Meta1376.00+/-86,249MetaLlama 3.1 Community
207DeepSeekdeepseek-v2.5-1210DeepSeek1375.00+/-171,079DeepSeekDeepSeek
208OpenAIGPT-4.1 nanoOpenAI1374.00+/-19807OpenAIProprietary
209Llama 4 Maverick InstructFacebook AI研究实验室1373.00+/-76,985Facebook AI研究实验室Llama 4
210Tencenthunyuan-turbo-0110Tencent1371.00+/-30299TencentProprietary
211StepFunstep-2-16k-exp-202412StepFun1371.00+/-20737StepFunProprietary
212OpenAIGPT OSS 20BOpenAI1370.00+/-132,169OpenAIApache 2.0
213athene-v2-chat NexusFlow1369.00+/-94,019
214OpenAIGPT-4oOpenAI1369.00+/-619,526OpenAIProprietary
215yi-lightning Proprietary1369.00+/-104,316
216DeepSeek-AIDeepSeek V2.5DeepSeek-AI1368.00+/-94,252DeepSeek-AIDeepSeek
217Metallama-3.1-405b-instruct-fp8Meta1368.00+/-79,714MetaLlama 3.1 Community
218AImercury InceptionAI1367.00+/-29393AIProprietary
219Tencenthunyuan-large-2025-02-10Tencent1367.00+/-25519TencentProprietary
220DeepMindGemini 2.0 Flash ExperimentalDeepMind1365.00+/-76,991DeepMindProprietary
221olmo-3-32b-thinkAi21363.00+/-181,054Ai2Apache 2.0
222Nvidianvidia-nemotron-3-nano-30b-a3b-bf16Nvidia1363.00+/-103,281NvidiaNVIDIA Open Model
223Nvidiallama-3.3-nemotron-49b-super-v1Nvidia1363.00+/-31286NvidiaNvidia
224Llama 4 Scout InstructFacebook AI研究实验室1363.00+/-95,252Facebook AI研究实验室Llama
225MistralAIMistral-Small-3.1-24B-Instruct-2503MistralAI1362.00+/-86,136MistralAIApache 2.0
226OpenAIGPT-4oOpenAI1360.00+/-87,318OpenAIProprietary
227xAIGrok 2xAI1358.00+/-710,368xAIProprietary
228Google Deep MindGemma 3 - 27B (IT)Google Deep Mind1358.00+/-78,065Google Deep MindGemma
229Alibabaqwen2.5-plus-1127Alibaba1357.00+/-141,553AlibabaProprietary
230Google Deep MindGemini 1.5 ProGoogle Deep Mind1356.00+/-79,175Google Deep MindProprietary
231Tencenthunyuan-large-visionTencent1356.00+/-19964TencentProprietary
232Qwen2.5-VL-72B-Instruct阿里巴巴1356.00+/-86,688阿里巴巴Qwen
233AnthropicClaude3-OpusAnthropic1355.00+/-633,748AnthropicProprietary
234granite-4.1-8bIBM1354.00+/-201,066IBMApache 2.0
235Mistralmistral-large-2407Mistral1354.00+/-87,589MistralMistral Research
236StepFunstep-1o-turbo-202506StepFun1353.00+/-151,505StepFunProprietary
237Alibabaqwen-max-0919Alibaba1353.00+/-112,756AlibabaQwen
238glm-4-plusZhipu AI1352.00+/-94,449Zhipu AIProprietary
239athene-70b-0725 CC-BY-NC-4.01350.00+/-113,122
240OpenAIGPT-4o miniOpenAI1349.00+/-710,926OpenAIProprietary
241OpenAIgpt-4-turbo-2024-04-09OpenAI1347.00+/-717,104OpenAIProprietary
242Google Deep MindGemini 1.5 ProGoogle Deep Mind1347.00+/-812,747Google Deep MindProprietary
243Mistralmistral-large-2411Mistral1346.00+/-94,212MistralMRL
244Llama3.3-70B-InstructFacebook AI研究实验室1346.00+/-78,745Facebook AI研究实验室Llama-3.3
245Amazonamazon-nova-pro-v1.0Amazon1343.00+/-93,853AmazonProprietary
246DeepMindGemini 2.0 Flash-LiteDeepMind1343.00+/-103,474DeepMindProprietary
247DeepSeekdeepseek-coder-v2DeepSeek1342.00+/-122,671DeepSeekDeepSeek License
248Qwen2.5-Coder-32B-Instruct阿里巴巴1342.00+/-19873阿里巴巴Apache 2.0
249OpenAIGPT-4OpenAI1340.00+/-715,605OpenAIProprietary
250olmo-3.1-32b-thinkAi21339.00+/-151,568Ai2Apache 2.0
251Googlegemini-advanced-0514Google1337.00+/-98,138GoogleProprietary
252xAIgrok-2-mini-2024-08-13xAI1335.00+/-78,652xAIProprietary
253Llama3.1-70B-InstructFacebook AI研究实验室1333.00+/-79,389Facebook AI研究实验室Llama 3.1 Community
254Tencenthunyuan-standard-2025-02-10Tencent1332.00+/-24549TencentProprietary
255OpenAIGPT-4OpenAI1332.00+/-815,289OpenAIProprietary
256glm-4-plus-0111Zhipu1330.00+/-18894ZhipuProprietary
257OpenAIGPT-4OpenAI1329.00+/-98,306OpenAIProprietary
258ibm-granite-h-smallIBM1329.00+/-171,267IBMApache 2.0
259Llama3.1-70B-InstructFacebook AI研究实验室1328.00+/-151,312Facebook AI研究实验室Llama 3.1
260AnthropicClaude3-SonnetAnthropic1318.00+/-718,888AnthropicProprietary
261Google Deep MindGemma 3 - 12B (IT)Google Deep Mind1316.00+/-23543Google Deep MindGemma
262Googlegemini-1.5-flash-002Google1316.00+/-85,892GoogleProprietary
263reka-core-20240904 Proprietary1315.00+/-151,216
264OpenAIGPT-4OpenAI1314.00+/-813,719OpenAIProprietary
265MistralAIMistral Small 24B Instruct 2501MistralAI1312.00+/-122,083MistralAIApache 2.0
266jamba-1.5-large Jamba Open1312.00+/-151,440
267Nvidiallama-3.1-nemotron-51b-instructNvidia1312.00+/-22665NvidiaLlama 3.1
268Googlegemini-1.5-flash-001Google1309.00+/-810,680GoogleProprietary
269GLM4智谱AI1309.00+/-141,718智谱AIProprietary
270Nvidianemotron-4-340b-instructNvidia1308.00+/-113,254NvidiaNVIDIA Open Model
271Google Deep MindGemma-3n-E4BGoogle Deep Mind1308.00+/-103,528Google Deep MindGemma
272llama-3.1-tulu-3-70bAi21308.00+/-24450Ai2Llama 3.1
273Microsoft AzurePhi-4-reasoningMicrosoft Azure1306.00+/-103,305Microsoft AzureMIT
274Amazonamazon-nova-lite-v1.0Amazon1306.00+/-103,060AmazonProprietary
275Llama3-70B-InstructFacebook AI研究实验室1306.00+/-728,126Facebook AI研究实验室Llama 3 Community
276Googlegemma-2-27b-itGoogle1305.00+/-612,088GoogleGemma license
277AnthropicClaude3-HaikuAnthropic1301.00+/-720,898AnthropicProprietary
278Tencenthunyuan-standard-256kTencent1301.00+/-24497TencentProprietary
279Qwen2-72B-Instruct阿里巴巴1297.00+/-96,249阿里巴巴Qianwen LICENSE
280Mistralmistral-large-2402Mistral1295.00+/-910,418MistralProprietary
281CohereAIC4AI Aya Vision 32BCohereAI1292.00+/-94,685CohereAICC-BY-NC-4.0
282reka-flash-20240904 Proprietary1291.00+/-151,207
283Amazonamazon-nova-micro-v1.0Amazon1288.00+/-102,981AmazonProprietary
284Llama3.1-8B-InstructFacebook AI研究实验室1288.00+/-26478Facebook AI研究实验室Apache 2.0
285Coherecommand-r-08-2024Cohere1281.00+/-131,783CohereCC-BY-NC-4.0
286Coherecommand-r-plus-08-2024Cohere1280.00+/-141,675CohereCC-BY-NC-4.0
287olmo-2-0325-32b-instructAi21280.00+/-27427Ai2Apache-2.0
288Qwen1.5-110B-Chat阿里巴巴1279.00+/-104,763阿里巴巴Qianwen LICENSE
289reka-flash-21b-20240226-online Proprietary1277.00+/-132,879
290MistralAIMixtral-8x22B-Instruct-v0.1MistralAI1277.00+/-98,780MistralAIApache 2.0
291Qwen1.5-72B-Chat阿里巴巴1275.00+/-106,370阿里巴巴Qianwen LICENSE
292Mistralministral-8b-2410Mistral1275.00+/-19838MistralMRL
293OpenAIgpt-3.5-turbo-0125OpenAI1274.00+/-811,130OpenAIProprietary
294Google Deep MindGemma 3 - 4B (IT)Google Deep Mind1274.00+/-24605Google Deep MindGemma
295CohereAIC4AI Command R+CohereAI1272.00+/-813,937CohereAICC-BY-NC-4.0
296Googlegemini-1.5-flash-8b-001Google1272.00+/-86,069GoogleProprietary
297gemma-2-9b-it-simpo MIT1271.00+/-151,471
298Googlegemma-2-9b-itGoogle1270.00+/-78,921GoogleGemma license
299reka-flash-21b-20240226 Proprietary1267.00+/-114,748
300jamba-1.5-mini Jamba Open1265.00+/-151,352
301Mistralmistral-mediumMistral1262.00+/-105,149MistralProprietary
302OpenAIgpt-3.5-turbo-1106OpenAI1262.00+/-162,121OpenAIProprietary
303Alibabaqwen1.5-32b-chatAlibaba1262.00+/-113,930AlibabaQianwen LICENSE
304Llama3.1-8B-InstructFacebook AI研究实验室1260.00+/-78,582Facebook AI研究实验室Llama 3.1 Community
305CohereAIC4AI Aya Vision 8BCohereAI1255.00+/-151,567CohereAICC-BY-NC-4.0
306llama-3.1-tulu-3-8bAi21253.00+/-25476Ai2Llama 3.1
307Llama3-8B-InstructFacebook AI研究实验室1253.00+/-818,374Facebook AI研究实验室Llama 3 Community
308dbrx-instruct-preview DBRX LICENSE1251.00+/-115,502
309granite-3.1-2b-instructIBM1249.00+/-25508IBMApache 2.0
310DeepMindGemini-proDeepMind1248.00+/-24678DeepMindProprietary
311InternLM2-Base-20B上海人工智能实验室1248.00+/-141,684上海人工智能实验室
312Yi-1.5-34B零一万物1248.00+/-103,841零一万物
313zephyr-orpo-141b-A35b-v0.1 Apache 2.01245.00+/-21831
314Coherecommand-rCohere1243.00+/-99,645CohereCC-BY-NC-4.0
315granite-3.0-8b-instructIBM1240.00+/-181,108IBMApache 2.0
316Googlegemini-pro-dev-apiGoogle1239.00+/-142,681GoogleProprietary
317Qwen1.5-14B-Chat阿里巴巴1239.00+/-133,208阿里巴巴Qianwen LICENSE
318Mistralmixtral-8x7b-instruct-v0.1Mistral1239.00+/-811,784MistralApache 2.0
319starling-lm-7b-beta Apache-2.01235.00+/-132,948
320Microsoft AzurePhi-3-medium 14B-previewMicrosoft Azure1231.00+/-103,973Microsoft AzureMIT
321openchat-3.5-0106 Apache-2.01229.00+/-142,005
322snowflake-arctic-instruct Apache 2.01224.00+/-115,734
323DeepSeek-AIDeepSeek LLM 67B ChatDeepSeek-AI1218.00+/-24649DeepSeek-AIDeepSeek License
324Google ResearchGemma 1.1-7B-ITGoogle Research1216.00+/-104,332Google ResearchGemma license
325LLaMA2 70BFacebook AI研究实验室1214.00+/-21805Facebook AI研究实验室
326Qwen1.5-7B-Chat阿里巴巴1209.00+/-21772阿里巴巴Qianwen LICENSE
327Qwen3-VL-2B阿里巴巴1209.00+/-171,134阿里巴巴Apache 2.0
328starling-lm-7b-alpha CC-BY-NC-4.01207.00+/-161,397
329Yi-34B零一万物1205.00+/-132,345零一万物
330Microsoft AzurePhi-3-small 7BMicrosoft Azure1204.00+/-123,219Microsoft AzureMIT
331openchat-3.5 Apache-2.01202.00+/-20971
332Qwen-14B-Chat阿里巴巴1197.00+/-24599阿里巴巴Qianwen LICENSE
333Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1196.00+/-141,841Microsoft AzureMIT
334Vicuna 33BLM-SYS1193.00+/-132,866LM-SYS
335WizardLM-70B-V1.0WizardLM Team1193.00+/-20988WizardLM TeamLlama 2 Community
336Googlegemma-2-2b-itGoogle1192.00+/-87,298GoogleGemma license
337Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1187.00+/-123,449Microsoft AzureMIT
338openhermes-2.5-mistral-7b Apache-2.01186.00+/-23589
339MistralAIMistral-7B-Instruct-v0.2MistralAI1185.00+/-123,114MistralAIApache-2.0
340solar-10.7b-instruct-v1.0 CC-BY-NC-4.01183.00+/-27482
341Metallama-2-70b-chatMeta1178.00+/-105,717MetaLlama 2 Community
342Metallama-3.2-3b-instructMeta1176.00+/-161,351MetaLlama 3.2
343nous-hermes-2-mixtral-8x7b-dpo Apache-2.01175.00+/-23575
344QwQ-32B-Preview阿里巴巴1173.00+/-24566阿里巴巴Apache 2.0
345Google ResearchGemma 1.1-2B-ITGoogle Research1171.00+/-141,963Google ResearchGemma license
346mpt-30b-chat CC-BY-NC-SA-4.01167.00+/-34258
347Google ResearchGemma 7B - ItGoogle Research1167.00+/-171,381Google ResearchGemma license
348zephyr-7b-alpha MIT1166.00+/-39201
349vicuna-13b Llama 2 Community1163.00+/-142,389
350Baichuan2-13B-Chat百川智能1162.00+/-132,626百川智能Llama 2 Community
351smollm2-1.7b-instruct Apache 2.01160.00+/-33352
352CodeLLaMA-34BFacebook AI研究实验室1159.00+/-20853Facebook AI研究实验室Llama 2 Community
353Microsoft AzurePhi-3-mini 3.8BMicrosoft Azure1154.00+/-133,886Microsoft AzureMIT
354Google ResearchPaLM 2Google Research1153.00+/-21917Google ResearchProprietary
355zephyr-7b-beta MIT1152.00+/-181,250
356Microsoftwizardlm-13bMicrosoft1151.00+/-22735MicrosoftLlama 2 Community
357Metallama-3.2-1b-instructMeta1149.00+/-161,346MetaLlama 3.2
358Nvidiallama2-70b-steerlm-chatNvidia1145.00+/-28467NvidiaLlama 2 Community
359MistralAIMistral 7B InstructMistralAI1144.00+/-201,032MistralAIApache 2.0
360Google ResearchGemma 2B - ItGoogle Research1136.00+/-22742Google ResearchGemma license
361vicuna-7b Llama 2 Community1131.00+/-23726
362Qwen1.5-4B-Chat阿里巴巴1131.00+/-171,283阿里巴巴Qianwen LICENSE
363stripedhyena-nous-7b Apache 2.01127.00+/-22704
364guanaco-33b Non-commercial1113.00+/-36263
365olmo-7b-instructAi21107.00+/-22772Ai2Apache-2.0
366Baichuan2-7B-Chat百川智能1103.00+/-141,956百川智能Llama 2 Community
367ChatGLM3-6B智谱AI1090.00+/-26535智谱AI
368mpt-7b-chat CC-BY-NC-SA-4.01066.00+/-31397
369Koala达摩院1066.00+/-24747达摩院
370RWKV-4-Raven-14B Apache 2.01059.00+/-27505
371oasst-pythia-12b Apache 2.01050.00+/-25714
372ChatGLM-6B智谱AI1035.00+/-27551智谱AI
373ChatGLM2-6B智谱AI1030.00+/-35293智谱AI
374stablelm-tuned-alpha-7b CC-BY-NC-SA-4.01004.00+/-33363
375alpaca-13b Non-commercial999.00+/-27626
376dolly-v2-12b MIT962.00+/-34396
377fastchat-t5-3b Apache 2.0907.00+/-30428
378LLaMA 13BFacebook AI研究实验室883.00+/-39304Facebook AI研究实验室Non-commercial

数据仅供参考,以官方来源为准。模型名称旁的链接可跳转到 DataLearner 模型详情页。

常见问题 (FAQ)

01

什么是 LMArena Coding Arena?

LMArena Coding Arena 是 LMArena 旗下专注于代码能力的匿名评测平台。用户提交真实编程任务(如调试、代码生成、算法实现),系统将不同模型的输出并排展示(隐藏模型名称),由用户投票选出更好的答案,最终通过 Elo 算法汇总形成动态排行榜。

02

Coding Arena 与 SWE-bench、HumanEval 等静态基准有什么区别?

SWE-bench、HumanEval、MBPP 等静态基准使用固定测试集和自动化评分,可重现性强但容易被针对性优化("刷榜")。Coding Arena 来自真实用户的开放式需求,测试内容不固定,更能反映模型在实际编程场景中的表现,两者互为补充。

03

国产大模型在代码能力方面表现如何?

DeepSeek、Qwen 等国产模型在 Coding Arena 表现亮眼,已跻身全球前列。DeepSeek 以 MIT 协议开源,Qwen 系列支持中文编程场景,是开发者选择开源代码模型的重要参考。

04

如何用 AI 辅助日常编程工作?

常见场景包括:代码补全与生成调试代码审查单元测试生成,以及跨语言翻译