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

412

数据版本

2026年10月20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 (High)Google1559.00+/-171,236GoogleProprietary
AnthropicClaude Fable 5 (High)Anthropic1551.00+/-711,128AnthropicProprietary
AnthropicClaude Opus 4.7 (High)Anthropic1551.00+/-618,580AnthropicProprietary
4MetaMuse Wonder (Max)Meta1550.00+/-171,234MetaProprietary
5AnthropicClaude Opus 5.5 (High)Anthropic1548.00+/-132,143AnthropicProprietary
6AnthropicClaude Opus 4.6Anthropic1547.00+/-524,104AnthropicProprietary
7AnthropicClaude Opus 4.6 (high)Anthropic1547.00+/-521,348AnthropicProprietary
8AnthropicOpus 4.7Anthropic1546.00+/-618,786AnthropicProprietary
9OpenAIGPT-6 Astra (max)OpenAI1543.00+/-112,977OpenAIProprietary
10Facebook AI研究实验室Muse Spark 1.2 (xhigh)Facebook AI研究实验室1542.00+/-122,474Facebook AI研究实验室Proprietary
11Moonshot AIKimi K3 (max)Moonshot AI1539.00+/-78,643Moonshot AIKimi K3 license
12AnthropicClaude Fable 5.1 (Max)Anthropic1539.00+/-113,112AnthropicProprietary
13MiMo-V2.6-ProXiaomi1538.00+/-181,102XiaomiMIT
14MetaMuse Spark 1.3 (Max)Meta1535.00+/-94,958MetaProprietary
15OpenAIGPT-6.1 Sol (Max)OpenAI1534.00+/-161,462OpenAIProprietary
16AnthropicClaude Opus 5 (high)Anthropic1534.00+/-617,823AnthropicProprietary
17OpenAIGPT-5.6 Sol (xhigh)OpenAI1534.00+/-711,144OpenAIProprietary
18AnthropicClaude Opus 4.8 (High)Anthropic1533.00+/-617,413AnthropicProprietary
19Facebook AI研究实验室Muse Spark 1.1Facebook AI研究实验室1533.00+/-612,370Facebook AI研究实验室Proprietary
20AnthropicClaude Opus 4.5 (High, 32K, 20251101)Anthropic1531.00+/-77,787AnthropicProprietary
21AnthropicClaude Sonnet 5.5 (xHigh)Anthropic1530.00+/-141,914AnthropicProprietary
22AnthropicClaude Opus 5 (max)Anthropic1530.00+/-78,413AnthropicProprietary
23AnthropicClaude Opus 4.8Anthropic1529.00+/-618,073AnthropicProprietary
24Facebook AI研究实验室Muse SparkFacebook AI研究实验室1529.00+/-103,941Facebook AI研究实验室Proprietary
25GoogleGemini 3.8 Flash (High)Google1529.00+/-710,731GoogleProprietary
26AnthropicClaude Sonnet 4.6Anthropic1528.00+/-619,732AnthropicProprietary
27DeepSeekDeepSeek-V4.1-Flash-20260910 (Max)DeepSeek1524.00+/-103,680DeepSeekMIT
28Z.aiGLM-5.3-FlashZ.ai1524.00+/-79,192Z.aiMIT
29阿里巴巴Qwen3.7-Max-Preview阿里巴巴1523.00+/-181,163阿里巴巴Proprietary
30AlibabaQwen3.8-MaxAlibaba1523.00+/-78,078AlibabaProprietary
31AnthropicClaude Opus 4.5 (20251101)Anthropic1523.00+/-517,969AnthropicProprietary
32Google DeepMindGemini 3.1 Pro PreviewGoogle DeepMind1521.00+/-535,474Google DeepMindProprietary
33MiMo-V2.5-Pro小米1521.00+/-520,773小米MIT
34智谱AIGLM-5.3 (max)智谱AI1521.00+/-85,699智谱AIMIT
35OpenAIGPT-5.4 (High)OpenAI1520.00+/-617,594OpenAIProprietary
36OpenAIGPT-6 Sol (Max)OpenAI1520.00+/-113,167OpenAIProprietary
37AnthropicClaude Sonnet 5 (High)Anthropic1519.00+/-613,564AnthropicProprietary
38AnthropicClaude Sonnet 4.5 (High, 32K, 20250929)Anthropic1519.00+/-519,940AnthropicProprietary
39OpenAIGPT-5.5 (high)OpenAI1519.00+/-619,152OpenAIProprietary
40Google DeepMindGemini 3.7 Flash (high)Google DeepMind1519.00+/-87,905Google DeepMindProprietary
41GoogleGemini 3.6 Flash (High)Google1518.00+/-710,360GoogleProprietary
42OpenAIGPT-5.6 Terra (xhigh)OpenAI1517.00+/-611,966OpenAIProprietary
43GoogleGemini 3 ProGoogle1517.00+/-78,805GoogleProprietary
44Moonshot AIKimi K2.6Moonshot AI1516.00+/-711,093Moonshot AIModified MIT
45智谱AIGLM-5.2 (max)智谱AI1515.00+/-613,716智谱AIMIT
46OpenAIGPT-5.2 Chat (20260210)OpenAI1514.00+/-79,635OpenAIProprietary
47BytedanceDola Seed 2.0 ProBytedance1514.00+/-522,067BytedanceProprietary
48xAIGrok 4.5xAI1514.00+/-711,105xAIProprietary
49OpenAIGPT-5.5 InstantOpenAI1513.00+/-87,920OpenAIProprietary
50阿里巴巴Qwen3.5 Max Preview阿里巴巴1513.00+/-86,362阿里巴巴Proprietary
51智谱AIGLM 5.1智谱AI1512.00+/-517,433智谱AIMIT
52AnthropicClaude Sonnet 4.5 (20250929)Anthropic1512.00+/-519,757AnthropicProprietary
53BaiduERNIE 5.1Baidu1512.00+/-710,905BaiduProprietary
54阿里巴巴Qwen3.6-Max-Preview阿里巴巴1511.00+/-151,615阿里巴巴Proprietary
55OpenAIGPT-5.4OpenAI1511.00+/-618,925OpenAIProprietary
56AnthropicClaude Opus 4.1 (Thinking 16K, 20250805)Anthropic1511.00+/-69,923AnthropicProprietary
57MiMo-V2.6-FlashXiaomi1511.00+/-113,010XiaomiMIT
58OpenAIGPT-5.5OpenAI1511.00+/-620,053OpenAIProprietary
59SpaceXAIGrok 4.20 Beta (Reasoning, 0309)SpaceXAI1511.00+/-618,367SpaceXAIProprietary
60xAIGrok 4.6 (high)xAI1510.00+/-87,668xAIProprietary
61StepFunStep 5 PreviewStepFun1509.00+/-132,074StepFunProprietary
62SpaceXAIGrok 4.20 Multi-Agent Beta (0309)SpaceXAI1508.00+/-618,007SpaceXAIProprietary
63GoogleGemini 3.5 Flash (High)Google1508.00+/-613,845GoogleProprietary
64SpaceXAIGrok 4.20 Beta 1SpaceXAI1508.00+/-87,493SpaceXAIProprietary
65Google DeepMindGemini 3.5 Flash (medium)Google DeepMind1506.00+/-613,609Google DeepMindProprietary
66Google DeepMindGemini 3.0 FlashGoogle DeepMind1506.00+/-86,591Google DeepMindProprietary
67OpenAIGPT-6 Luna (Max)OpenAI1505.00+/-614,401OpenAIProprietary
68DeepSeekDeepSeek-V4-Pro (High, 20260813)DeepSeek1505.00+/-112,804DeepSeekMIT
69AnthropicClaude Opus 4.1 (20250805)Anthropic1504.00+/-515,694AnthropicProprietary
70Beam 1.0 501B A23BReflection1504.00+/-181,019ReflectionApache 2.0
71MoonshotKimi K2.5 (Instant)Moonshot1504.00+/-141,871MoonshotModified MIT
72MiMo-V2-ProXiaomi1503.00+/-87,265XiaomiProprietary
73Google DeepMindGemma 4 31BGoogle DeepMind1502.00+/-151,417Google DeepMindApache 2.0
74腾讯AI实验室Hy3腾讯AI实验室1502.00+/-103,471腾讯AI实验室Apache 2.0
75Moonshot AIKimi K2.5 (thinking)Moonshot AI1502.00+/-520,757Moonshot AIModified MIT
76Google DeepMindGemini 3.5 Flash-LiteGoogle DeepMind1502.00+/-79,921Google DeepMindProprietary
77OpenAIGPT-5.6 Luna (xhigh)OpenAI1501.00+/-711,119OpenAIProprietary
78MeituanLongCat-Flash-Chat Exp (2602)Meituan1501.00+/-78,152MeituanProprietary
79DeepSeek-AIDeepSeek-V4-ProDeepSeek-AI1501.00+/-617,137DeepSeek-AIMIT
80阿里巴巴Qwen3.7-Plus阿里巴巴1500.00+/-612,169阿里巴巴Proprietary
81AlibabaQwen3.8-27BAlibaba1500.00+/-86,853AlibabaApache 2.0
82SpaceXAIGrok 4.1 (Thinking)SpaceXAI1500.00+/-615,413SpaceXAIProprietary
83AnthropicClaude Opus 4 (Thinking 16K, 20250514)Anthropic1498.00+/-86,596AnthropicProprietary
84SpaceXAIGrok 4.7 (xHigh)SpaceXAI1498.00+/-112,956SpaceXAIProprietary
85智谱AIGLM-5智谱AI1498.00+/-77,628智谱AIMIT
86OpenAIGPT-5.3 ChatOpenAI1497.00+/-79,184OpenAIProprietary
87MistralMistral Large 4Mistral1496.00+/-132,115MistralProprietary
88MiniMaxAIMiniMax M3MiniMaxAI1496.00+/-618,701MiniMaxAIMiniMax Community License
89阿里巴巴Qwen 3.6 Plus Preview阿里巴巴1496.00+/-614,675阿里巴巴Proprietary
90OpenAIGPT-5.4 mini (High)OpenAI1495.00+/-617,241OpenAIProprietary
91InklingThinking Machines Lab1493.00+/-711,531Thinking Machines LabApache 2.0
92SpaceXAIGrok 4.1SpaceXAI1492.00+/-616,022SpaceXAIProprietary
93OpenAIGPT-5.1 (high)OpenAI1492.00+/-78,409OpenAIProprietary
94阿里巴巴Qwen3.5-397B-A17B阿里巴巴1491.00+/-526,863阿里巴巴Apache 2.0
95MiMo-V2.5小米1491.00+/-713,645小米MIT
96GoogleGemini 3 Flash (Minimal)Google1490.00+/-523,971GoogleProprietary
97BaiduERNIE 5.0 (0110)Baidu1490.00+/-78,954BaiduProprietary
98OpenAIGPT-5.2 (high)OpenAI1489.00+/-612,238OpenAIProprietary
99MiMo-V2-OmniXiaomi1488.00+/-95,891XiaomiProprietary
100DeepSeekDeepSeek-V4-Pro Preview (High)DeepSeek1488.00+/-616,006DeepSeekMIT
101xAIGrok 4.3 BetaxAI1488.00+/-619,938xAIProprietary
102智谱AIGLM-5V-Turbo智谱AI1488.00+/-112,941智谱AIProprietary
103MoonshotKimi K2 Thinking TurboMoonshot1486.00+/-515,270MoonshotModified MIT
104Amazonamazon-nova-experimental-chat (26-02-10)Amazon1486.00+/-19884AmazonProprietary
105DeepSeek-AIDeepSeek-V4-FlashDeepSeek-AI1484.00+/-615,284DeepSeek-AIMIT
106智谱AIGLM-4.7智谱AI1484.00+/-122,480智谱AIMIT
107Google DeepMindGemma 4 26B A4BGoogle DeepMind1483.00+/-151,444Google DeepMindApache 2.0
108OpenAIGPT-5.2OpenAI1482.00+/-522,113OpenAIProprietary
109AnthropicClaude Haiku 4.5 (20251001)Anthropic1482.00+/-438,877AnthropicProprietary
110Amazonamazon-nova-experimental-chat (26-01-10)Amazon1481.00+/-21777AmazonProprietary
111阿里巴巴Qwen3 Max (Preview)阿里巴巴1480.00+/-85,369阿里巴巴Proprietary
112MiniMaxAIMiniMax-M2.7MiniMaxAI1480.00+/-524,504MiniMaxAIModified MIT
113DeepSeekDeepSeek-V4-Flash Preview (High)DeepSeek1480.00+/-615,231DeepSeekMIT
114MetaMuse GlimmerMeta1478.00+/-181,117MetaApache-2.0
115MistralAIMistral Medium 3.5MistralAI1478.00+/-113,294MistralAIModified MIT
116OpenAIGPT-5.1OpenAI1476.00+/-79,351OpenAIProprietary
117DeepSeekDeepSeek-V3.2 (Thinking)DeepSeek1475.00+/-78,880DeepSeekMIT
118AnthropicClaude Sonnet 4 (Thinking 32K, 20250514)Anthropic1474.00+/-86,349AnthropicProprietary
119DeepSeekDeepSeek-V3.2-Exp (Thinking)DeepSeek1474.00+/-131,930DeepSeekMIT
120NvidiaNVIDIA-Nemotron-3-Ultra-550B-A55B (NVFP4)Nvidia1473.00+/-113,187NvidiaOpenMDW-1.1
121AlibabaQwen3-Max (2025-09-23)Alibaba1473.00+/-132,029AlibabaProprietary
122MeituanLongCat-Flash-ChatMeituan1472.00+/-132,209MeituanMIT
123AlibabaQwen3-235B-A22B-Instruct (2507)Alibaba1472.00+/-521,735AlibabaApache 2.0
124Inkling-SmallThinky1472.00+/-79,277ThinkyApache 2.0
125BaiduERNIE-5.0-Preview (1203)Baidu1471.00+/-131,990BaiduProprietary
126OpenAIGPT-5 (high)OpenAI1471.00+/-86,398OpenAIProprietary
127MistralAIMistral Large 3MistralAI1471.00+/-521,555MistralAIApache 2.0
128DeepSeek-AIDeepSeek V3.2DeepSeek-AI1469.00+/-610,916DeepSeek-AIMIT
129MoonshotKimi K2 Preview (0905)Moonshot1468.00+/-132,233MoonshotModified MIT
130DeepSeek-AIDeepSeek V3.2-ExpDeepSeek-AI1467.00+/-122,549DeepSeek-AIMIT
131OpenAIChatGPT-4o Latest (20250326)OpenAI1467.00+/-515,870OpenAIProprietary
132AnthropicClaude Opus 4 (20250514)Anthropic1464.00+/-77,830AnthropicProprietary
133GoogleGemini 2.5 ProGoogle1464.00+/-426,942GoogleProprietary
134DeepSeekDeepSeek-R1 (0528)DeepSeek1464.00+/-112,690DeepSeekMIT
135阿里巴巴Qwen3-VL-235B-A22B-Instruct阿里巴巴1463.00+/-132,309阿里巴巴Apache 2.0
136Solar Pro 4Upstage1462.00+/-85,940UpstageProprietary
137OpenAIGPT-5 ChatOpenAI1461.00+/-85,987OpenAIProprietary
138xAIGrok 4.1 Fast (reasoning)xAI1461.00+/-613,904xAIProprietary
139OpenAIo3 (2025-04-16)OpenAI1460.00+/-611,584OpenAIProprietary
140OpenAIGPT-5.4 nano (High)OpenAI1460.00+/-617,655OpenAIProprietary
141DeepSeekDeepSeek-V3.1-Terminus (Thinking)DeepSeek1460.00+/-24633DeepSeekMIT
142MoonshotKimi K2 Preview (0711)Moonshot1459.00+/-85,197MoonshotModified MIT
143阿里巴巴Qwen3.5-122B-A10B阿里巴巴1458.00+/-78,187阿里巴巴Apache 2.0
144智谱AIGLM-4.6智谱AI1458.00+/-77,598智谱AIMIT
145OpenAIGPT-4.5 Preview (2025-02-27)OpenAI1458.00+/-131,939OpenAIProprietary
146Google DeepMindGemini 3.1 Flash-LiteGoogle DeepMind1458.00+/-617,848Google DeepMindProprietary
147SpaceXAIGrok 4 Fast (Non-Reasoning)SpaceXAI1457.00+/-171,185SpaceXAIProprietary
148阿里巴巴Qwen3-Coder-480B-A35B阿里巴巴1457.00+/-94,806阿里巴巴Apache 2.0
149OpenAIGPT-4.1 (2025-04-14)OpenAI1456.00+/-79,239OpenAIProprietary
150NvidiaNVIDIA-Nemotron-3.5-Super-VL-120B-A12B (NVFP4)Nvidia1456.00+/-19960NvidiaOpenMDW-1.1
151DeepSeek-AIDeepSeek-V3.1 (thinking)DeepSeek-AI1455.00+/-131,873DeepSeek-AIMIT
152智谱AIGLM-4.5智谱AI1455.00+/-94,741智谱AIMIT
153MistralMistral Medium 3.1 (2508)Mistral1453.00+/-521,549MistralProprietary
154TencentHy3 previewTencent1453.00+/-132,056Tencenttencent-hunyuan-community
155阿里巴巴Qwen3-VL-235B-A22B-Instruct (thinking)阿里巴巴1452.00+/-141,638阿里巴巴Apache 2.0
156AnthropicClaude 3.7 Sonnet (Thinking 32K, 20250219)Anthropic1452.00+/-86,134AnthropicProprietary
157阿里巴巴Qwen3.5-27B阿里巴巴1451.00+/-77,936阿里巴巴Apache 2.0
158StepFunAIStep 3.5 FlashStepFunAI1449.00+/-615,185StepFunAIApache 2.0
159AnthropicClaude Sonnet 4 (20250514)Anthropic1449.00+/-77,307AnthropicProprietary
160DeepSeek-AIDeepSeek-V3.1DeepSeek-AI1448.00+/-122,604DeepSeek-AIMIT
161MiMo-V2-Flash (Non-Thinking)Xiaomi1447.00+/-612,452XiaomiMIT
162MiniMaxAIMiniMax M2.5MiniMaxAI1446.00+/-611,341MiniMaxAIModified MIT
163AlibabaQwen3-235B-A22B (Non-Thinking)Alibaba1444.00+/-86,915AlibabaApache 2.0
164阿里巴巴Qwen3-Next阿里巴巴1444.00+/-94,816阿里巴巴Apache 2.0
165DeepSeek-AIDeepSeek-R1DeepSeek-AI1444.00+/-122,317DeepSeek-AIMIT
166Trinity Large Preview Apache 2.01443.00+/-77,983——
167SpaceXAIGrok 3 Preview (02-24)SpaceXAI1442.00+/-85,359SpaceXAIProprietary
168AlibabaQwen3-235B-A22B-Thinking (2507)Alibaba1441.00+/-151,590AlibabaApache 2.0
169DeepSeek-AIDeepSeek-V3.1 TerminusDeepSeek-AI1440.00+/-21771DeepSeek-AIMIT
170xAIGrok 4 Fast (reasoning)xAI1439.00+/-93,939xAIProprietary
171AlibabaQwen3-30B-A3B-Instruct (2507)Alibaba1437.00+/-94,615AlibabaApache 2.0
172MiniMaxMiniMax-M2.1 PreviewMiniMax1437.00+/-103,479MiniMaxMIT
173TencentHunyuan Vision 1.5 ThinkingTencent1436.00+/-27419TencentProprietary
174AnthropicClaude 3.5 Sonnet (20241022)Anthropic1436.00+/-614,908AnthropicProprietary
175StepFunAIStep 3.5 FlashStepFunAI1435.00+/-617,723StepFunAIProprietary
176SpaceXAIGrok 4 (0709)SpaceXAI1435.00+/-78,036SpaceXAIProprietary
177阿里巴巴Qwen3.5-35B-A3B阿里巴巴1434.00+/-78,392阿里巴巴Apache 2.0
178OpenAIo3-mini (High)OpenAI1434.00+/-122,596OpenAIProprietary
179Amazonamazon-nova-experimental-chat (12-10)Amazon1434.00+/-21724AmazonProprietary
180OpenAIo4-mini (2025-04-16)OpenAI1433.00+/-78,649OpenAIProprietary
181OpenAIGPT-4.1 mini (2025-04-14)OpenAI1433.00+/-86,820OpenAIProprietary
182OpenAIo1 (2024-12-17)OpenAI1433.00+/-103,973OpenAIProprietary
183MiMo-V2-Flash (Thinking)Xiaomi1432.00+/-122,488XiaomiMIT
184微软Phi-3-medium 14B-preview微软1432.00+/-85,844微软Proprietary
185BaiduERNIE-5.0-Preview (1022)Baidu1432.00+/-18932BaiduProprietary
186OpenAIGPT-5-mini (high)OpenAI1432.00+/-85,516OpenAIProprietary
187阿里巴巴Qwen3-235B-A22B阿里巴巴1432.00+/-94,322阿里巴巴Apache 2.0
188AnthropicClaude 3.7 Sonnet (20250219)Anthropic1431.00+/-77,075AnthropicProprietary
189DeepSeekDeepSeek-V3 (0324)DeepSeek1428.00+/-78,334DeepSeekMIT
190GoogleGemini 2.5 Flash Preview (09-2025)Google1427.00+/-76,913GoogleProprietary
191智谱AIGLM-4.5-Air智谱AI1427.00+/-86,101智谱AIMIT
192NvidiaNVIDIA-Nemotron-3.5-Lightning-30B-A3B (NVFP4)Nvidia1426.00+/-95,262NvidiaOpenMDW-1.1
193Google DeepMindGemini 2.5 FlashGoogle DeepMind1424.00+/-426,365Google DeepMindProprietary
194智谱AIGLM-4.7-Flash智谱AI1423.00+/-112,794智谱AIMIT
195阿里巴巴Qwen3-Next (thinking)阿里巴巴1421.00+/-112,668阿里巴巴Apache 2.0
196Amazonamazon-nova-experimental-chat (11-10)Amazon1420.00+/-85,515AmazonProprietary
197OpenAIOpenAI o3-miniOpenAI1416.00+/-69,399OpenAIProprietary
198MiniMaxMiniMax-M1MiniMax1416.00+/-86,399MiniMaxApache 2.0
199OpenAIOpenAI o1OpenAI1415.00+/-95,123OpenAIProprietary
200智谱AIGLM-4.6V智谱AI1415.00+/-25543智谱AIMIT
201INTELLECT-3 MIT1415.00+/-181,005——
202Trinity Large Thinking Apache 2.01413.00+/-78,550——
203MistralMistral Small 3.2 (2506)Mistral1411.00+/-103,336MistralApache 2.0
204Amazonamazon-nova-experimental-chat (10-20)Amazon1410.00+/-122,339AmazonProprietary
205StepFunAIStep3StepFunAI1410.00+/-171,212StepFunAIApache 2.0
206Ling-flash-2.0 AntGroup1409.00+/-151,542GroupMIT
207NvidiaNVIDIA-Nemotron-3-Super-120B-A12BNvidia1407.00+/-131,882NvidiaNVIDIA Open Model
208阿里巴巴Qwen3-32B阿里巴巴1406.00+/-24513阿里巴巴Apache 2.0
209NvidiaLlama 3.3 Nemotron Super 49B v1.5Nvidia1403.00+/-22653NvidiaNvidia Open
210智谱AIGLM-4.5V智谱AI1402.00+/-19964智谱AIMIT
211阿里巴巴Qwen2.5-Max阿里巴巴1402.00+/-85,089阿里巴巴Proprietary
212TencentHunyuan T1 (20250711)Tencent1401.00+/-20804TencentProprietary
213Granite 4.2 30BIBM1400.00+/-21850IBMApache 2.0
214AnthropicClaude 3.5 Sonnet (20240620)Anthropic1399.00+/-713,607AnthropicProprietary
215TencentHunyuan TurboS (20250226)Tencent1399.00+/-30275TencentProprietary
216GoogleGemini 2.5 Flash-Lite Preview (Non-Thinking, 09-2025)Google1397.00+/-69,854GoogleProprietary
217TencentHunyuan TurboS (20250416)Tencent1394.00+/-141,764TencentProprietary
218SpaceXAIGrok 3 Mini (High)SpaceXAI1392.00+/-103,163SpaceXAIProprietary
219AmazonAmazon Nova 2 LiteAmazon1392.00+/-122,581AmazonProprietary
220AIMercury 2 InceptionAI1392.00+/-20801AIProprietary
221Amazonamazon-nova-experimental-chat (10-09)Amazon1391.00+/-24544AmazonProprietary
222NvidiaLlama 3.1 Nemotron Ultra 253B v1Nvidia1391.00+/-30367NvidiaNvidia Open Model
223Ring-flash-2.0 AntGroup1390.00+/-151,505GroupMIT
224OpenAIGPT OSS 120BOpenAI1389.00+/-86,410OpenAIApache 2.0
225CohereCommand A (03-2025)Cohere1389.00+/-610,237CohereCC-BY-NC-4.0
226MistralMagistral Medium (2506)Mistral1387.00+/-122,245MistralProprietary
227DeepSeek-AIDeepSeek-V3DeepSeek-AI1387.00+/-103,280DeepSeek-AIDeepSeek
228SpaceXAIGrok 3 Mini BetaSpaceXAI1386.00+/-94,094SpaceXAIProprietary
229OpenAIOpenAI o1-miniOpenAI1386.00+/-78,478OpenAIProprietary
230AnthropicClaude 3.5 Haiku (20241022)Anthropic1386.00+/-611,145AnthropicProprietary
231阿里巴巴Qwen3-30B-A3B阿里巴巴1385.00+/-94,505阿里巴巴Apache 2.0
232OpenAIGPT-5 nano (High)OpenAI1385.00+/-151,665OpenAIProprietary
233阿里巴巴QwQ-32B阿里巴巴1383.00+/-94,016阿里巴巴Apache 2.0
234MiniMaxAIMiniMax M2MiniMaxAI1383.00+/-151,550MiniMaxAIApache 2.0
235GoogleGemini 2.5 Flash-Lite Preview (Thinking, 06-17)Google1382.00+/-85,978GoogleProprietary
236Olmo 3.1 32B InstructAi21382.00+/-122,461Ai2Apache 2.0
237Granite 4.2 3BIBM1380.00+/-22831IBMApache 2.0
238AlibabaQwen-Plus (0125)Alibaba1379.00+/-18893AlibabaProprietary
239MetaLlama 3.1 405B Instruct (BF16)Meta1376.00+/-86,249MetaLlama 3.1 Community
240DeepSeekDeepSeek-V2.5 (1210)DeepSeek1374.00+/-171,079DeepSeekDeepSeek
241OpenAIGPT-4.1 nano (2025-04-14)OpenAI1373.00+/-19807OpenAIProprietary
242MetaLlama 4 Maverick 17B 128E InstructMeta1372.00+/-76,939MetaLlama 4
243StepFunStep-2 16K Exp (202412)StepFun1370.00+/-20737StepFunProprietary
244Granite 4.2 8BIBM1370.00+/-21829IBMApache 2.0
245TencentHunyuan Turbo (0110)Tencent1370.00+/-30299TencentProprietary
246MetaLlama 3.1 405B Instruct (FP8)Meta1369.00+/-79,714MetaLlama 3.1 Community
247OpenAIGPT-4o (2024-05-13)OpenAI1369.00+/-619,526OpenAIProprietary
248Athene V2 Chat NexusFlow1368.00+/-94,019——
249Yi Lightning Proprietary1368.00+/-104,316——
250OpenAIgpt-oss-20bOpenAI1368.00+/-132,112OpenAIApache 2.0
251DeepSeek-AIDeepSeek V2.5DeepSeek-AI1368.00+/-94,252DeepSeek-AIDeepSeek
252TencentHunyuan Large (2025-02-10)Tencent1366.00+/-25519TencentProprietary
253AIMercury InceptionAI1364.00+/-28413AIProprietary
254GoogleGemini 2.0 Flash (001)Google1363.00+/-76,961GoogleProprietary
255MetaLlama 4 Scout 17B 16E InstructMeta1363.00+/-95,228MetaLlama
256NvidiaLlama 3.3 Nemotron Super 49B v1Nvidia1362.00+/-31286NvidiaNvidia
257MistralMistral Small 3.1 24B Instruct (2503)Mistral1361.00+/-86,111MistralApache 2.0
258NvidiaNVIDIA-Nemotron-3-Nano-30B-A3B (BF16)Nvidia1361.00+/-103,330NvidiaNVIDIA Open Model
259Olmo 3 32B ThinkAi21360.00+/-181,042Ai2Apache 2.0
260OpenAIGPT-4o (2024-08-06)OpenAI1360.00+/-87,318OpenAIProprietary
261TencentHunyuan Large VisionTencent1358.00+/-19957TencentProprietary
262SpaceXAIGrok 2 (2024-08-13)SpaceXAI1358.00+/-710,368SpaceXAIProprietary
263GoogleGemma 3 27B ITGoogle1358.00+/-78,024GoogleGemma
264AlibabaQwen2.5-Plus (1127)Alibaba1356.00+/-141,553AlibabaProprietary
265GoogleGemini 1.5 Pro (002)Google1356.00+/-79,175GoogleProprietary
266AnthropicClaude 3 Opus (20240229)Anthropic1355.00+/-633,748AnthropicProprietary
267阿里巴巴Qwen2.5-VL-72B-Instruct阿里巴巴1355.00+/-86,688阿里巴巴Qwen
268MistralMistral Large 2 (2407)Mistral1354.00+/-87,589MistralMistral Research
269Granite 4.1 8BIBM1353.00+/-201,099IBMApache 2.0
270AlibabaQwen-Max (0919)Alibaba1352.00+/-112,756AlibabaQwen
271GLM-4-PlusZhipu AI1352.00+/-94,449Zhipu AIProprietary
272StepFunStep-1o Turbo (202506)StepFun1351.00+/-151,494StepFunProprietary
273Athene 70B (0725) CC-BY-NC-4.01349.00+/-113,122——
274OpenAIGPT-4o mini (2024-07-18)OpenAI1348.00+/-710,928OpenAIProprietary
275OpenAIGPT-4 Turbo (2024-04-09)OpenAI1347.00+/-717,104OpenAIProprietary
276GoogleGemini 1.5 Pro (001)Google1346.00+/-812,747GoogleProprietary
277MistralMistral Large (2411)Mistral1346.00+/-94,212MistralMRL
278MetaLlama 3.3 70B InstructMeta1346.00+/-78,735MetaLlama-3.3
279AmazonAmazon Nova Pro 1.0Amazon1343.00+/-93,853AmazonProprietary
280GoogleGemini 2.0 Flash-Lite Preview (02-05)Google1342.00+/-103,474GoogleProprietary
281DeepSeekDeepSeek-Coder-V2DeepSeek1342.00+/-122,671DeepSeekDeepSeek License
282阿里巴巴Qwen2.5-Coder-32B-Instruct阿里巴巴1342.00+/-18873阿里巴巴Apache 2.0
283Olmo 3.1 32B ThinkAi21341.00+/-151,554Ai2Apache 2.0
284OpenAIGPT-4 Turbo Preview (1106)OpenAI1340.00+/-715,605OpenAIProprietary
285GoogleGemini Advanced (0514)Google1337.00+/-98,138GoogleProprietary
286SpaceXAIGrok 2 mini (2024-08-13)SpaceXAI1334.00+/-78,652SpaceXAIProprietary
287MetaLlama 3.1 70B InstructMeta1333.00+/-79,389MetaLlama 3.1 Community
288OpenAIGPT-4 Turbo Preview (0125)OpenAI1332.00+/-815,289OpenAIProprietary
289TencentHunyuan Standard (2025-02-10)Tencent1331.00+/-24549TencentProprietary
290Z.aiGLM-4-Plus (0111)Z.ai1330.00+/-18894Z.aiProprietary
291OpenAIGPT-4 (0314)OpenAI1330.00+/-98,306OpenAIProprietary
292Granite-4.0-H-SmallIBM1330.00+/-171,286IBMApache 2.0
293NvidiaLlama 3.1 Nemotron 70B InstructNvidia1328.00+/-151,312NvidiaLlama 3.1
294AnthropicClaude 3 Sonnet (20240229)Anthropic1318.00+/-718,888AnthropicProprietary
295GoogleGemini 1.5 Flash (002)Google1316.00+/-85,892GoogleProprietary
296GoogleGemma 3 12B ITGoogle1316.00+/-23543GoogleGemma
297Reka Core (20240904) Proprietary1315.00+/-151,216——
298OpenAIGPT-4 (0613)OpenAI1315.00+/-813,719OpenAIProprietary
299NvidiaLlama 3.1 Nemotron 51B InstructNvidia1312.00+/-22665NvidiaLlama 3.1
300MistralMistral Small 24B Instruct (2501)Mistral1312.00+/-122,083MistralApache 2.0
301Jamba 1.5 Large Jamba Open1312.00+/-151,440——
302Z.aiGLM-4 (0520)Z.ai1309.00+/-141,718Z.aiProprietary
303GoogleGemini 1.5 Flash (001)Google1309.00+/-810,680GoogleProprietary
304NvidiaNemotron-4 340B InstructNvidia1309.00+/-113,254NvidiaNVIDIA Open Model
305Llama 3.1 Tulu 3 70BAi21308.00+/-24450Ai2Llama 3.1
306GoogleGemma 3n E4B ITGoogle1307.00+/-103,487GoogleGemma
307MetaLlama 3 70B InstructMeta1306.00+/-728,126MetaLlama 3 Community
308微软Phi-4-reasoning微软1306.00+/-103,305微软MIT
309AmazonAmazon Nova Lite 1.0Amazon1306.00+/-103,060AmazonProprietary
310GoogleGemma 2 27B ITGoogle1304.00+/-612,088GoogleGemma license
311AnthropicClaude 3 Haiku (20240307)Anthropic1301.00+/-720,898AnthropicProprietary
312TencentHunyuan Standard 256KTencent1300.00+/-24497TencentProprietary
313阿里巴巴Qwen2-72B-Instruct阿里巴巴1297.00+/-96,249阿里巴巴Qianwen LICENSE
314MistralMistral Large (2402)Mistral1296.00+/-810,418MistralProprietary
315CohereAya Expanse 32BCohere1292.00+/-94,685CohereCC-BY-NC-4.0
316Reka Flash (20240904) Proprietary1292.00+/-151,207——
317AmazonAmazon Nova Micro 1.0Amazon1288.00+/-102,981AmazonProprietary
318Granite 3.1 8B InstructIBM1288.00+/-26478IBMApache 2.0
319CohereCommand R (08-2024)Cohere1281.00+/-131,783CohereCC-BY-NC-4.0
320CohereCommand R+ (08-2024)Cohere1280.00+/-141,675CohereCC-BY-NC-4.0
321阿里巴巴Qwen1.5-110B-Chat阿里巴巴1280.00+/-104,763阿里巴巴Qianwen LICENSE
322OLMo 2 32B Instruct (0325)Ai21280.00+/-27427Ai2Apache-2.0
323Reka Flash 21B (Online, 20240226) Proprietary1278.00+/-132,879——
324MistralMixtral 8x22B Instruct v0.1Mistral1278.00+/-98,780MistralApache 2.0
325阿里巴巴Qwen1.5-72B-Chat阿里巴巴1275.00+/-106,370阿里巴巴Qianwen LICENSE
326OpenAIGPT-3.5 Turbo (0125)OpenAI1275.00+/-811,130OpenAIProprietary
327MistralMinistral 8B (2410)Mistral1274.00+/-19838MistralMRL
328GoogleGemma 3 4B ITGoogle1273.00+/-24605GoogleGemma
329CohereCommand R+Cohere1273.00+/-813,937CohereCC-BY-NC-4.0
330GoogleGemini 1.5 Flash-8B (001)Google1271.00+/-86,069GoogleProprietary
331Gemma 2 9B IT SimPO MIT1271.00+/-151,471——
332GoogleGemma 2 9B ITGoogle1270.00+/-78,921GoogleGemma license
333Reka Flash 21B (20240226) Proprietary1267.00+/-114,748——
334Jamba 1.5 Mini Jamba Open1264.00+/-151,352——
335MistralMistral MediumMistral1263.00+/-105,149MistralProprietary
336OpenAIGPT-3.5 Turbo (1106)OpenAI1263.00+/-152,121OpenAIProprietary
337AlibabaQwen1.5-32B-ChatAlibaba1262.00+/-113,930AlibabaQianwen LICENSE
338MetaLlama 3.1 8B InstructMeta1260.00+/-78,582MetaLlama 3.1 Community
339CohereAya Expanse 8BCohere1255.00+/-151,567CohereCC-BY-NC-4.0
340MetaLlama 3 8B InstructMeta1253.00+/-818,374MetaLlama 3 Community
341Llama 3.1 Tulu 3 8BAi21253.00+/-25476Ai2Llama 3.1
342DBRX Instruct Preview DBRX LICENSE1251.00+/-115,502——
343Granite 3.1 2B InstructIBM1249.00+/-24508IBMApache 2.0
344InternLM2.5 20B Chat Other1249.00+/-141,684——
345GoogleGemini ProGoogle1249.00+/-24678GoogleProprietary
346Yi 1.5 34B Chat Apache-2.01248.00+/-103,841——
347Zephyr ORPO 141B A35B v0.1 Apache 2.01245.00+/-21831——
348CohereCommand RCohere1244.00+/-99,645CohereCC-BY-NC-4.0
349Granite 3.0 8B InstructIBM1241.00+/-181,108IBMApache 2.0
350阿里巴巴Qwen1.5-14B-Chat阿里巴巴1240.00+/-133,208阿里巴巴Qianwen LICENSE
351MistralMixtral 8x7B Instruct v0.1Mistral1240.00+/-811,784MistralApache 2.0
352GoogleGemini Pro (Dev API)Google1239.00+/-142,681GoogleProprietary
353Starling LM 7B Beta Apache-2.01236.00+/-132,948——
354MicrosoftPhi-3 Medium 4K InstructMicrosoft1231.00+/-103,973MicrosoftMIT
355OpenChat 3.5 (0106) Apache-2.01230.00+/-142,005——
356Snowflake Arctic Instruct Apache 2.01225.00+/-115,734——
357DeepSeekDeepSeek LLM 67B ChatDeepSeek1218.00+/-23649DeepSeekDeepSeek License
358GoogleGemma 1.1 7B ITGoogle1216.00+/-104,332GoogleGemma license
359Tulu 2 DPO 70B AI2 ImpACT Low-risk1215.00+/-21805——
360阿里巴巴Qwen1.5-7B-Chat阿里巴巴1210.00+/-21772阿里巴巴Qianwen LICENSE
361Granite 3.0 2B InstructIBM1210.00+/-171,134IBMApache 2.0
362Starling LM 7B Alpha CC-BY-NC-4.01208.00+/-161,397——
363Yi 34B Chat Yi License1206.00+/-132,345——
364MicrosoftPhi-3 Small 8K InstructMicrosoft1205.00+/-123,219MicrosoftMIT
365OpenChat 3.5 Apache-2.01203.00+/-19971——
366阿里巴巴Qwen-14B-Chat阿里巴巴1198.00+/-23599阿里巴巴Qianwen LICENSE
367MicrosoftPhi-3 Mini 4K Instruct (June 2024)Microsoft1197.00+/-141,841MicrosoftMIT
368Vicuna 33B Non-commercial1194.00+/-132,866——
369MicrosoftWizardLM 70BMicrosoft1194.00+/-20988MicrosoftLlama 2 Community
370GoogleGemma 2 2B ITGoogle1192.00+/-87,298GoogleGemma license
371MicrosoftPhi-3 Mini 4K InstructMicrosoft1188.00+/-123,449MicrosoftMIT
372OpenHermes 2.5 Mistral 7B Apache-2.01187.00+/-23589——
373MistralMistral 7B Instruct v0.2Mistral1186.00+/-123,114MistralApache-2.0
374SOLAR 10.7B Instruct v1.0Upstage1184.00+/-27482UpstageCC-BY-NC-4.0
375MetaLlama 2 70B ChatMeta1179.00+/-105,717MetaLlama 2 Community
376MetaLlama 3.2 3B InstructMeta1177.00+/-161,351MetaLlama 3.2
377Nous Hermes 2 Mixtral 8x7B DPO Apache-2.01176.00+/-23575——
378阿里巴巴QwQ-32B-Preview阿里巴巴1174.00+/-24566阿里巴巴Apache 2.0
379GoogleGemma 1.1 2B ITGoogle1171.00+/-141,963GoogleGemma license
380MPT 30B Chat CC-BY-NC-SA-4.01168.00+/-34258——
381Zephyr 7B Alpha MIT1167.00+/-39201——
382GoogleGemma 7B ITGoogle1167.00+/-171,381GoogleGemma license
383Vicuna 13B Llama 2 Community1164.00+/-142,389——
384MetaLlama 2 13B ChatMeta1163.00+/-132,626MetaLlama 2 Community
385SmolLM2 1.7B Instruct Apache 2.01160.00+/-32352——
386MetaCode Llama 34B InstructMeta1160.00+/-20853MetaLlama 2 Community
387MicrosoftPhi-3 Mini 128K InstructMicrosoft1155.00+/-133,886MicrosoftMIT
388GooglePaLM 2Google1153.00+/-21917GoogleProprietary
389Zephyr 7B Beta MIT1153.00+/-181,250——
390MicrosoftWizardLM 13BMicrosoft1152.00+/-22735MicrosoftLlama 2 Community
391MetaLlama 3.2 1B InstructMeta1149.00+/-161,346MetaLlama 3.2
392NvidiaLlama 2 70B SteerLM ChatNvidia1146.00+/-28467NvidiaLlama 2 Community
393MistralMistral 7B InstructMistral1145.00+/-201,032MistralApache 2.0
394GoogleGemma 2B ITGoogle1136.00+/-22742GoogleGemma license
395Vicuna 7B Llama 2 Community1132.00+/-23726——
396阿里巴巴Qwen1.5-4B-Chat阿里巴巴1132.00+/-171,283阿里巴巴Qianwen LICENSE
397StripedHyena Nous 7B Apache 2.01128.00+/-22704——
398Guanaco 33B Non-commercial1114.00+/-35263——
399OLMo 7B InstructAi21107.00+/-22772Ai2Apache-2.0
400MetaLlama 2 7B ChatMeta1103.00+/-141,956MetaLlama 2 Community
401ChatGLM3 6B Apache-2.01090.00+/-26535——
402Koala 13B Non-commercial1066.00+/-24747——
403MPT 7B Chat CC-BY-NC-SA-4.01066.00+/-31397——
404RWKV-4 Raven 14B Apache 2.01060.00+/-27505——
405OpenAssistant Pythia 12B Apache 2.01050.00+/-25714——
406ChatGLM 6B Non-commercial1036.00+/-27551——
407ChatGLM2 6B Apache-2.01031.00+/-34293——
408StableLM Tuned Alpha 7B CC-BY-NC-SA-4.01005.00+/-32363——
409Alpaca 13B Non-commercial999.00+/-27626——
410Dolly 2.0 12B MIT962.00+/-33396——
411FastChat-T5 3B Apache 2.0908.00+/-30428——
412MetaLLaMA 13BMeta883.00+/-38304MetaNon-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。