Best LLMs for Coding

Ranked by Arena coding rating — human preference votes from pairwise comparisons, not task-accuracy scores. LMArena dataset, CC BY 4.0.

Rank Model Developer Released Arena coding rating Blended $/1M
1 Claude Opus 5.5 Anthropic 2026-09-22 1551 8.00
2 Claude Fable 5 Anthropic 2026-06-09 1550 20.00
3 Gemini 4 ArgonNEW Google 2026-10-13 1550 4.00
4 Claude Opus 4.6 Anthropic 2026-02-05 1546 10.00
5 Claude Opus 4.7 Anthropic 2026-04-16 1546 10.00
6 Muse WonderNEW Meta 2026-10-12 1545 8.00
7 Muse Spark 1.2 Meta 2026-08-05 1543 2.00
8 GPT-6 Astra OpenAI 2026-09-04 1542 20.00
9 GPT-6.1 Sol OpenAI 2026-09-29 1541 4.00
10 Kimi K3 Moonshot AI 2026-07-16 1540 6.00
11 MiMo-V2.6-Pro Xiaomi 2026-09-22 1538 0.5437
12 Claude Fable 5.1 Anthropic 2026-09-01 1537 20.00
13 Claude Opus 5 Anthropic 2026-07-24 1534 10.00
14 Muse Spark 1.3 Meta 2026-09-02 1534 2.00
15 Muse Spark 1.1 Meta 2026-04-08 1533 2.00
16 GPT-5.6 Sol OpenAI 2026-07-09 1533 8.00
17 Gemini 3.8 Flash Google 2026-09-02 1530 1.50
18 Claude Opus 4.8 Anthropic 2026-05-28 1529 10.00
19 Claude Sonnet 5.5 Anthropic 2026-09-28 1529 4.00
20 Claude Sonnet 4.6 Anthropic 2026-02-17 1528 6.00
21 GLM-5.3-Flash Zhipu AI 2026-08-26 1526 0.1942
22 Qwen3.8 Max Alibaba 2026-08-03 1525 3.00
23 Claude Opus 4.5 Anthropic 2025-11-24 1522 10.00
24 Gemini 3.1 Pro Preview Google 2026-02-19 1521 4.50
25 MiMo-V2.5-Pro Xiaomi 2026-04-22 1521 0.5437
26 GLM-5.3 Zhipu AI 2026-08-14 1520 1.9421
27 Claude Sonnet 5 Anthropic 2026-06-30 1520 4.00
28 Gemini 3.7 Flash Google 2026-08-13 1520 1.50
29 GPT-6 Sol OpenAI 2026-09-22 1519 4.00
30 Gemini 3.6 Flash Google 2026-07-21 1518 1.50
31 GPT-5.6 Terra OpenAI 2026-07-09 1517 4.50
32 Kimi K2.6 Moonshot AI 2026-04-20 1516 1.7125
33 GLM-5.2 Zhipu AI 2026-06-13 1514 1.9421
34 Grok 4.5 xAI 2026-07-08 1514 3.00
35 GPT-5.5 Instant OpenAI 2026-05-05 1514 11.25
36 GLM-5.1 Zhipu AI 2026-04-07 1513 1.5686
37 Claude Sonnet 4.5 Anthropic 2025-09-29 1512 6.00
38 Qwen3.6 Max Preview Alibaba 2026-04-20 1511 2.925
39 GPT-5.4 OpenAI 2026-03-05 1511 5.625
40 GPT-5.5 OpenAI 2026-04-23 1510 11.25
41 MiMo-V2.6-Flash Xiaomi 2026-09-22 1510 0.175
42 Grok 4.6 xAI 2026-08-12 1509 3.00
43 Gemini 3.5 Flash Google 2026-05-19 1508 3.375
44 GPT-6 Luna OpenAI 2026-09-22 1506 0.20
45 Step 5 Preview StepFun 2026-09-16 1506 1.5318
46 Beam 1.0 501B A23B Reflection 2026-10-05 1505 —
47 Claude Opus 4.1 Anthropic 2025-08-05 1504 —
48 Hy3 Tencent 2026-07-06 1503 —
49 MiMo-V2-Pro Xiaomi 2026-03-18 1503 —
50 Kimi K2.5 Moonshot AI 2026-01-27 1502 1.20
51 Gemini 3.5 Flash Lite Google 2026-07-21 1502 0.85
52 GPT-5.6 Luna OpenAI 2026-07-09 1502 0.45
53 DeepSeek V4 Pro DeepSeek 2026-04-24 1500 1.98
54 Qwen3.7 Plus Alibaba 2026-06-02 1500 0.70
55 Qwen3.8 27B Alibaba 2026-08-14 1498 1.125
56 GLM-5 Zhipu AI 2026-02-12 1498 1.1205
57 Mistral Large 4 Mistral 2026-10-06 1496 1.05
58 Qwen3.6 Plus Alibaba 2026-04-02 1496 1.125
59 MiniMax-M3 MiniMax 2026-06-01 1495 0.525
60 GPT-5.4 mini OpenAI 2026-03-17 1495 1.6875
61 Grok 4.7 xAI 2026-09-21 1494 3.00
62 Inkling Thinking Machines 2026-07-15 1494 —
63 Qwen3.5 397B-A17B Alibaba 2026-02-15 1491 1.35
64 MiMo-V2.5 Xiaomi 2026-04-22 1491 0.175
65 Claude Haiku 5.5NEW Anthropic 2026-10-07 1489 0.20
66 MiMo-V2-Omni Xiaomi 2026-03-18 1488 —
67 GLM-5V-Turbo Zhipu AI 2026-04-01 1488 1.3819
68 Grok 4.3 xAI 2026-04-17 1488 1.5625
69 Kimi K2 Thinking Turbo Moonshot AI 2025-11-06 1486 —
70 GLM-4.7 Zhipu AI 2025-12-22 1484 0.859
71 DeepSeek V4 Flash DeepSeek 2026-04-24 1484 0.525
72 GPT-5.2 OpenAI 2025-12-11 1482 4.8125
73 Claude Haiku 4.5 Anthropic 2025-10-15 1482 2.00
74 Qwen3 Max Preview Alibaba 2025-09-05 1480 —
75 MiniMax-M2.7 MiniMax 2026-03-18 1480 0.525
76 Muse Glimmer 30B Meta 2026-08-10 1478 —
77 Mistral Medium 3.5 Mistral 2026-04-30 1477 3.00
78 GPT-5.1 OpenAI 2025-11-13 1476 3.4375
79 Inkling Small Thinking Machines 2026-07-30 1472 —
80 Qwen3 235B-A22B Instruct 2507 Alibaba 2025-07-21 1472 —
81 GPT-5 OpenAI 2025-08-07 1471 3.4375
82 Mistral Large 3 Mistral 2025-12-02 1471 0.75
83 DeepSeek V3.2 DeepSeek 2025-12-01 1469 —
84 Claude Opus 4 Anthropic 2025-05-22 1465 —
85 Gemini 2.5 Pro Google 2025-06-17 1464 3.4375
86 DeepSeek R1 0528 DeepSeek 2025-05-28 1464 —
87 Qwen3 VL 235B A22B Instruct Alibaba 2025-09-23 1463 0.70
88 Solar Pro 4 Upstage 2026-08-06 1461 0.525
89 Grok 4.1 Fast (Reasoning) xAI 2025-11-19 1461 —
90 GPT-5.4 nano OpenAI 2026-03-17 1460 0.4625
91 Qwen3.5 122B-A10B Alibaba 2026-02-23 1458 1.10
92 GLM-4.6 Zhipu AI 2025-09-30 1458 1.00
93 Gemini 3.1 Flash Lite Preview Google 2026-03-03 1458 0.5625
94 Qwen3-Coder 480B-A35B Instruct Alibaba 2025-07-22 1457 3.00
95 X-Ai/Grok-4-Fast-Non-Reasoning xAI 2025-12-18 1456 —
96 GLM-4.5 Zhipu AI 2025-07-28 1455 1.00
97 Hy3 preview Tencent 2026-04-20 1452 —
98 Qwen3 VL 235B A22B Thinking Alibaba 2025-09-23 1452 1.30
99 Qwen3.5 27B Alibaba 2026-02-23 1451 0.825
100 Step 3.5 Flash StepFun 2026-01-29 1449 0.1569
101 Claude Sonnet 4 Anthropic 2025-05-22 1449 —
102 DeepSeek V3.1 DeepSeek 2025-08-21 1447 —
103 MiniMax-M2.5 MiniMax 2026-02-12 1446 0.525
104 Qwen3-Next 80B-A3B Instruct Alibaba 2025-09 1444 0.875
105 DeepSeek-R1 DeepSeek 2025-01-20 1444 —
106 Trinity Large Preview Arcee AI 2026-01-27 1443 —
107 Qwen3 235B-A22B Thinking 2507 Alibaba 2025-07-25 1442 —
108 X-Ai/Grok-4-Fast-Reasoning xAI 2025-12-18 1439 —
109 Qwen3 30B-A3B Instruct 2507 Alibaba 2025-07-28 1437 —
110 Claude Sonnet 3.5 v2 Anthropic 2024-10-22 1436 —
111 Qwen3.5 Flash Alibaba 2026-02-23 1435 0.175
112 Qwen3.5 35B-A3B Alibaba 2026-02-23 1435 0.6875
113 MiMo-V2-Flash Xiaomi 2025-12-16 1432 —
114 GPT-5 Mini OpenAI 2025-08-07 1432 0.6875
115 Qwen3 235B-A22B Alibaba 2025-04-28 1431 1.225
116 Claude Sonnet 3.7 Anthropic 2025-02-19 1431 —
117 DeepSeek V3 0324 DeepSeek 2025-03-24 1428 —
118 GLM-4.5-Air Zhipu AI 2025-07-28 1426 0.3137
119 Gemini 2.5 Flash Google 2025-06-17 1424 0.85
120 GLM-4.7-Flash Zhipu AI 2026-01-19 1423 —
121 Qwen3-Next 80B-A3B (Thinking) Alibaba 2025-09 1421 1.875
122 o3-mini OpenAI 2024-12-20 1416 1.925
123 GLM-4.6V Zhipu AI 2025-12-08 1416 0.2241
124 Trinity Large Thinking Arcee AI 2026-04-01 1413 —
125 Qwen3 32B Alibaba 2025-04-28 1406 1.225
126 Llama 3.3 Nemotron Super 49B v1.5 Nvidia 2025-07-25 1403 —
127 GLM-4.5V Zhipu AI 2025-08-11 1402 0.4482
128 Mercury 2 Inception 2026-02-24 1392 0.375
129 GPT OSS 120B OpenAI 2025-08-05 1389 —
130 Command A Cohere 2025-03-13 1388 4.375
131 DeepSeek-V3 DeepSeek 2024-12-26 1387 —
132 Claude Haiku 3.5 Anthropic 2024-10-22 1385 —
133 GPT-5 Nano OpenAI 2025-08-07 1385 0.1375
134 Qwen3 30B A3B Alibaba 2025-04-28 1385 —
135 MiniMax-M2 MiniMax 2025-10-27 1383 0.525
136 QwQ 32B Alibaba 2025-03-05 1383 —
137 Granite 4.2 8B IBM 2026-08-25 1370 —
138 GPT-4o (2024-05-13) OpenAI 2024-05-13 1369 7.50
139 GPT OSS 20B OpenAI 2025-08-05 1368 —
140 Llama 3.3 Nemotron Super 49B v1 Nvidia 2025-03-18 1362 —
141 Mistral Small 3.1 24B Mistral 2025-03-17 1361 —
142 GPT-4o (2024-08-06) OpenAI 2024-08-06 1359 4.375
143 Gemma 3 27B IT Google 2025-03-12 1357 —
144 Mistral Large 2.1 Mistral 2024-11-18 1346 —
145 Llama-3.3-70B-Instruct Meta 2024-12-06 1346 —
146 Qwen2.5-Coder-32B-Instruct Alibaba 2024-11-12 1342 —
147 Llama-3.1-70B-Instruct Meta 2024-07-23 1333 —
148 Granite-4.0-H-Small IBM 2025-10-02 1330 —
149 Llama 3.1 Nemotron 70B Instruct Nvidia 2025-04-15 1328 —
150 Gemma 3 12B IT Google 2025-03-12 1316 —
151 Mistral Small 3 Mistral 2025-01-30 1312 —
152 Gemma 3n E4B IT Google 2025-06-26 1307 —
153 Gemma 2 27B Google 2024-07-13 1304 —
154 Claude Haiku 3 Anthropic 2024-03-13 1301 —
155 Aya Expanse 32B Cohere 2024-10-24 1292 0.75
156 Command R Cohere 2024-08-30 1281 0.2625
157 Gemma 3 4B IT Google 2025-03-12 1273 —
158 Llama-3.1-8B-Instruct Meta 2024-07-23 1259 —
159 Aya Expanse 8B Cohere 2024-10-24 1255 —
160 Mixtral 8x7B Instruct v0.1 Mistral 2023-12-11 1240 —
161 Gemma 2 2B IT Google 2024-07-31 1191 —
162 SOLAR 10.7B Instruct v1.0 Upstage 2023-12-12 1184 —
163 Llama 3.2 3B Instruct Meta 2024-09-25 1176 —
164 Llama 3.2 1B Instruct Meta 2024-09-25 1149 —

FAQ

How is the Arena coding rating measured?

It's the model's Arena coding rating, one canonical row per model. These are human preference votes from pairwise comparisons, not task-accuracy scores.

What is the top-ranked model for coding right now?

Currently Claude Opus 5.5 by Anthropic, at 1551 on this metric.

How is this different from the main leaderboard?

The main /leaderboard/ page ranks by Epoch's ECI. This page ranks only by arena coding rating — useful when your workload is specifically about that skill.

Why do some models not appear here?

Only models with a published arena coding rating are ranked — 677 of 841 tracked models have no published score here and are excluded rather than shown with a misleading zero.