Name: Anthropic 全栈开发模型排行榜（2026-10-10） | AITNT
Creator: LM Arena
License: https://creativecommons.org/licenses/by/4.0/
Keywords: Anthropic,全栈开发,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全栈开发🧱Fullstack

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。

2026-10-10

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上榜模型Models

参赛厂商Providers

32.9K

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 - 5	claude-opus-5.5-max Anthropic · Proprietary	1741±26.0	573 票votes	1741.000 [1715.0, 1767.0]	4.00 · 稳定Stable	—	—
🥈	2 - 10	claude-sonnet-5.5-xhigh Anthropic · Proprietary	1700±29.0	467 票votes	1700.000 [1671.0, 1729.0]	8.00 · 波动Unstable	—	—
🥉	3 - 12	claude-fable-5.1-max Anthropic · Proprietary	1679±17.0	1.3K 票votes	1679.000 [1662.0, 1696.0]	9.00 · 波动Unstable	—	—
4	4 - 12	claude-opus-5-max Anthropic · Proprietary	1666±11.0	3.7K 票votes	1666.000 [1655.0, 1677.0]	8.00 · 波动Unstable	—	—
5	4 - 21	claude-sonnet-5.5-high Anthropic · Proprietary	1659±22.0	743 票votes	1659.000 [1637.0, 1681.0]	17.00 · 不稳Volatile	—	—
6	11 - 27	claude-opus-5-high Anthropic · Proprietary	1635±10.0	4.3K 票votes	1635.000 [1625.0, 1645.0]	16.00 · 不稳Volatile	—	—
7	13 - 33	claude-fable-5-high Anthropic · Proprietary	1615±13.0	2.2K 票votes	1615.000 [1602.0, 1628.0]	20.00 · 不稳Volatile	—	—
8	31 - 47	claude-opus-4-8-high Anthropic · Proprietary	1581±11.0	4.1K 票votes	1581.000 [1570.0, 1592.0]	16.00 · 不稳Volatile	—	—
9	30 - 50	claude-opus-4-6-high Anthropic · Proprietary	1576±15.0	1.6K 票votes	1576.000 [1561.0, 1591.0]	20.00 · 不稳Volatile	—	—
10	31 - 50	claude-sonnet-4-6 Anthropic · Proprietary	1576±15.0	1.6K 票votes	1576.000 [1561.0, 1591.0]	19.00 · 不稳Volatile	$3 / $15	1M
11	31 - 52	claude-opus-4-6 Anthropic · Proprietary	1572±15.0	1.6K 票votes	1572.000 [1557.0, 1587.0]	21.00 · 不稳Volatile	$5 / $25	1M
12	31 - 52	claude-opus-4-7 Anthropic · Proprietary	1571±14.0	1.8K 票votes	1571.000 [1557.0, 1585.0]	21.00 · 不稳Volatile	$5 / $25	1M
13	31 - 52	claude-opus-4-7-high Anthropic · Proprietary	1571±15.0	1.7K 票votes	1571.000 [1556.0, 1586.0]	21.00 · 不稳Volatile	—	—
14	34 - 52	claude-sonnet-5-high Anthropic · Proprietary	1564±12.0	2.5K 票votes	1564.000 [1552.0, 1576.0]	18.00 · 不稳Volatile	—	—
15	36 - 54	claude-opus-4-8 Anthropic · Proprietary	1557±12.0	2.4K 票votes	1557.000 [1545.0, 1569.0]	18.00 · 不稳Volatile	—	—
16	71 - 77	claude-haiku-4-5-20251001 Anthropic · Proprietary	1406±15.0	2.2K 票votes	1406.000 [1391.0, 1421.0]	6.00 · 波动Unstable	$1 / $5	200K

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