Name: Anthropic 代码生成模型排行榜（2026-08-22） | AITNT
Creator: LM Arena
License: https://creativecommons.org/licenses/by/4.0/
Keywords: Anthropic,代码生成,AI 大语言模型排行榜,AI 模型排行

LM Arena 大模型全球实力榜LM Arena Global AI Leaderboard代码生成💻Coding

查看各种 AI 大语言模型在数学推理、代码生成、创意写作及其他开放式文本任务中的综合 Elo 积分排名，数据来源于真实用户的匿名盲测投票。

2026-08-22

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上榜模型Models

参赛厂商Providers

418.9K

总投票数Total Votes

📖 指标说明 — 读懂这张榜单📖 Metrics Guide — Understanding the Leaderboard

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榜单主指标（Score）Primary Metric (Score)

每个榜单会采用官网对应的核心排序指标。通用 Arena 榜单通常是模型竞技积分；智能体榜单则展示净提升及多项任务指标。

Each leaderboard uses the official primary ranking metric. Most Arena boards use competitive scores; the Agent board uses net improvement and task-specific metrics.

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精确值（Float Value）Float Value

主指标的完整浮点数值。对于通用 Arena 榜单可用于区分整数分相近的模型；智能体榜单以百分比和置信区间展示。

The full floating-point value of the primary metric. It helps distinguish close scores on standard boards; Agent metrics are shown as percentages with confidence intervals.

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方差（Variance）Variance

衡量结果的统计稳定程度。绿色·稳定（<5）更可信；橙色·波动（5~12）；红色·不稳（>12）说明排名还可能明显变化。

Measures statistical stability. Green·Stable (<5); Orange·Unstable (5–12); Red·Volatile (>12) means the ranking may still move significantly.

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置信区间（95% CI = ±N）95% Confidence Interval (CI = ±N)

95% 置信区间反映当前估计的不确定范围，显示为 ±N。在相同计算口径下，N 越小说明估计越集中、排名越稳定。

The 95% confidence interval, shown as ±N, summarizes uncertainty in the current estimate. Under the same methodology, a smaller N indicates a more precise estimate and a more stable ranking.

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投票数（Vote Count）Vote Count

该模型或厂商参与评测的总次数。数量越高，结果的统计置信度越高、越不容易受单次样本影响而波动。

Total evaluation volume for the model or lab. Higher counts mean higher statistical confidence and less sensitivity to individual samples.

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开源协议（License）License

Apache/Llama：完全开源可商用；MIT：开源限制极少；Proprietary：闭源商业模型。协议决定你能否把它集成到自己的产品里。

Apache/Llama: Fully open-source, commercial use allowed; MIT: Open-source, minimal restrictions; Proprietary: Closed-source commercial model. License determines if you can integrate it into your product.

排名Rank	名次区间Rank Range	模型Model		投票数Votes	精确分 & 区间Float Score & CI	方差Variance	价格 ($/1M)Price ($/1M)	上下文Context
🥇	1 - 8	claude-opus-4-7-high Anthropic · Proprietary	1552±6.0	17.2K 票votes	1552.000 [1546.0, 1558.0]	7.00 · 波动Unstable	—	—
🥈	1 - 8	claude-opus-4-6-high Anthropic · Proprietary	1551±6.0	18.8K 票votes	1551.000 [1545.0, 1557.0]	7.00 · 波动Unstable	—	—
🥉	1 - 8	claude-fable-5 Anthropic · Proprietary	1551±8.0	6.6K 票votes	1551.000 [1543.0, 1559.0]	7.00 · 波动Unstable	—	—
4	1 - 9	claude-opus-4-7 Anthropic · Proprietary	1547±6.0	17.4K 票votes	1547.000 [1541.0, 1553.0]	8.00 · 波动Unstable	$5 / $25	1M
5	1 - 10	claude-opus-4-6 Anthropic · Proprietary	1546±5.0	21.3K 票votes	1546.000 [1541.0, 1551.0]	9.00 · 波动Unstable	$5 / $25	1M
6	5 - 32	claude-opus-5-high Anthropic · Proprietary	1533±8.0	7.4K 票votes	1533.000 [1525.0, 1541.0]	27.00 · 不稳Volatile	—	—
7	6 - 28	claude-opus-4-8-high Anthropic · Proprietary	1533±7.0	12.4K 票votes	1533.000 [1526.0, 1540.0]	22.00 · 不稳Volatile	—	—
8	6 - 34	claude-opus-4-5-20251101-high-32k Anthropic · Proprietary	1530±7.0	7.6K 票votes	1530.000 [1523.0, 1537.0]	28.00 · 不稳Volatile	—	—
9	6 - 34	claude-sonnet-4-6 Anthropic · Proprietary	1528±6.0	18.4K 票votes	1528.000 [1522.0, 1534.0]	28.00 · 不稳Volatile	$3 / $15	1M
10	6 - 40	claude-opus-4-8 Anthropic · Proprietary	1527±7.0	12.7K 票votes	1527.000 [1520.0, 1534.0]	34.00 · 不稳Volatile	—	—
11	6 - 55	claude-opus-5-max Anthropic · Proprietary	1524±10.0	3.6K 票votes	1524.000 [1514.0, 1534.0]	49.00 · 不稳Volatile	—	—
12	7 - 47	claude-opus-4-5-20251101 Anthropic · Proprietary	1523±6.0	17.3K 票votes	1523.000 [1517.0, 1529.0]	40.00 · 不稳Volatile	$5 / $25	200K
13	7 - 55	claude-sonnet-5-high Anthropic · Proprietary	1521±8.0	7.6K 票votes	1521.000 [1513.0, 1529.0]	48.00 · 不稳Volatile	—	—
14	9 - 52	claude-sonnet-4-5-20250929-high-32k Anthropic · Proprietary	1519±5.0	19.4K 票votes	1519.000 [1514.0, 1524.0]	43.00 · 不稳Volatile	—	—
15	14 - 61	claude-sonnet-4-5-20250929 Anthropic · Proprietary	1513±5.0	19.1K 票votes	1513.000 [1508.0, 1518.0]	47.00 · 不稳Volatile	$3 / $15	200K
16	14 - 66	claude-opus-4-1-20250805-thinking-16k Anthropic · Proprietary	1512±6.0	9.9K 票votes	1512.000 [1506.0, 1518.0]	52.00 · 不稳Volatile	$15 / $75	200K
17	27 - 75	claude-opus-4-1-20250805 Anthropic · Proprietary	1505±5.0	15.6K 票votes	1505.000 [1500.0, 1510.0]	48.00 · 不稳Volatile	$15 / $75	200K
18	37 - 89	claude-opus-4-20250514-thinking-16k Anthropic · Proprietary	1499±8.0	6.7K 票votes	1499.000 [1491.0, 1507.0]	52.00 · 不稳Volatile	$15 / $75	200K
19	73 - 111	claude-haiku-4-5-20251001 Anthropic · Proprietary	1481±4.0	31.1K 票votes	1481.000 [1477.0, 1485.0]	38.00 · 不稳Volatile	$1 / $5	200K
20	80 - 130	claude-sonnet-4-20250514-thinking-32k Anthropic · Proprietary	1473±8.0	6.5K 票votes	1473.000 [1465.0, 1481.0]	50.00 · 不稳Volatile	$3 / $15	1M
21	92 - 139	claude-opus-4-20250514 Anthropic · Proprietary	1465±7.0	7.9K 票votes	1465.000 [1458.0, 1472.0]	47.00 · 不稳Volatile	$15 / $75	200K
22	110 - 156	claude-3-7-sonnet-20250219-thinking-32k Anthropic · Proprietary	1453±8.0	6.2K 票votes	1453.000 [1445.0, 1461.0]	46.00 · 不稳Volatile	$3 / $15	200K
23	113 - 164	claude-sonnet-4-20250514 Anthropic · Proprietary	1449±7.0	7.4K 票votes	1449.000 [1442.0, 1456.0]	51.00 · 不稳Volatile	$3 / $15	1M
24	136 - 176	claude-3-5-sonnet-20241022 Anthropic · Proprietary	1436±6.0	15.0K 票votes	1436.000 [1430.0, 1442.0]	40.00 · 不稳Volatile	$3 / $15	200K
25	140 - 185	claude-3-7-sonnet-20250219 Anthropic · Proprietary	1430±7.0	7.2K 票votes	1430.000 [1423.0, 1437.0]	45.00 · 不稳Volatile	$3 / $15	200K
26	180 - 218	claude-3-5-sonnet-20240620 Anthropic · Proprietary	1399±7.0	13.6K 票votes	1399.000 [1392.0, 1406.0]	38.00 · 不稳Volatile	$3 / $15	200K
27	188 - 227	claude-3-5-haiku-20241022 Anthropic · Proprietary	1386±6.0	11.3K 票votes	1386.000 [1380.0, 1392.0]	39.00 · 不稳Volatile	$0.80 / $4	200K
28	221 - 261	claude-3-opus-20240229 Anthropic · Proprietary	1355±6.0	33.7K 票votes	1355.000 [1349.0, 1361.0]	40.00 · 不稳Volatile	$15 / $75	200K
29	263 - 289	claude-3-sonnet-20240229 Anthropic · Proprietary	1318±7.0	18.9K 票votes	1318.000 [1311.0, 1325.0]	26.00 · 不稳Volatile	$3 / $15	200K
30	273 - 298	claude-3-haiku-20240307 Anthropic · Proprietary	1301±7.0	20.9K 票votes	1301.000 [1294.0, 1308.0]	25.00 · 不稳Volatile	$0.25 / $1.25	200K

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