Name: Google 专家评测模型排行榜（2026-06-03） | AITNT
Creator: LM Arena
License: https://creativecommons.org/licenses/by/4.0/
Keywords: Google,专家评测,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专家评测😤Expert

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。

2026-06-03

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上榜模型Models

参赛厂商Providers

75.8K

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
🥇	3 - 27	gemini-3.1-pro-preview Google · Proprietary	1515±10.0	4.2K 票votes	1515.000 [1505.0, 1525.0]	24.00 · 不稳Volatile	$2 / $12	1M
🥈	3 - 46	gemini-3.5-flash Google · Proprietary	1509±20.0	961 票votes	1509.000 [1489.0, 1529.0]	43.00 · 不稳Volatile	—	—
🥉	4 - 44	gemini-3-pro Google · Proprietary	1503±12.0	2.5K 票votes	1503.000 [1491.0, 1515.0]	40.00 · 不稳Volatile	$2 / $12	1M
4	4 - 51	gemini-3-flash Google · Proprietary	1497±13.0	1.9K 票votes	1497.000 [1484.0, 1510.0]	47.00 · 不稳Volatile	$0.50 / $3	1M
5	5 - 87	gemma-4-31b Google · Apache 2.0	1482±26.0	440 票votes	1482.000 [1456.0, 1508.0]	82.00 · 不稳Volatile	$0.14 / $0.40	262.1K
6	8 - 95	gemma-4-26b-a4b Google · Apache 2.0	1476±27.0	407 票votes	1476.000 [1449.0, 1503.0]	87.00 · 不稳Volatile	N/A	N/A
7	24 - 82	gemini-3-flash (thinking-minimal) Google · Proprietary	1467±9.0	4.5K 票votes	1467.000 [1458.0, 1476.0]	58.00 · 不稳Volatile	$0.50 / $3	1M
8	35 - 90	gemini-2.5-pro Google · Proprietary	1461±7.0	7.6K 票votes	1461.000 [1454.0, 1468.0]	55.00 · 不稳Volatile	$1.25 / $10	1M
9	45 - 111	gemini-3.1-flash-lite-preview Google · Proprietary	1449±11.0	3.4K 票votes	1449.000 [1438.0, 1460.0]	66.00 · 不稳Volatile	$0.25 / $1.50	1M
10	52 - 120	gemini-2.5-flash-preview-09-2025 Google · Proprietary	1440±15.0	1.6K 票votes	1440.000 [1425.0, 1455.0]	68.00 · 不稳Volatile	$0.30 / $2.50	1M
11	75 - 131	gemini-2.5-flash Google · Proprietary	1425±7.0	7.7K 票votes	1425.000 [1418.0, 1432.0]	56.00 · 不稳Volatile	$0.30 / $2.50	1M
12	110 - 167	gemini-2.5-flash-lite-preview-09-2025-no-thinking Google · Proprietary	1387±12.0	2.5K 票votes	1387.000 [1375.0, 1399.0]	57.00 · 不稳Volatile	$0.10 / $0.40	1M
13	127 - 177	gemini-2.5-flash-lite-preview-06-17-thinking Google · Proprietary	1370±15.0	1.6K 票votes	1370.000 [1355.0, 1385.0]	50.00 · 不稳Volatile	$0.10 / $0.40	1M
14	142 - 190	gemini-2.0-flash-001 Google · Proprietary	1354±13.0	2.2K 票votes	1354.000 [1341.0, 1367.0]	48.00 · 不稳Volatile	$0.10 / $0.40	1M
15	156 - 198	gemini-1.5-pro-002 Google · Proprietary	1335±11.0	3.3K 票votes	1335.000 [1324.0, 1346.0]	42.00 · 不稳Volatile	$3.50 / $10.50	2.1M
16	155 - 202	gemma-3-27b-it Google · Gemma	1335±13.0	2.2K 票votes	1335.000 [1322.0, 1348.0]	47.00 · 不稳Volatile	$0.08 / $0.16	131.1K
17	157 - 212	gemini-2.0-flash-lite-preview-02-05 Google · Proprietary	1329±16.0	1.2K 票votes	1329.000 [1313.0, 1345.0]	55.00 · 不稳Volatile	$0.07 / $0.30	1M
18	165 - 223	gemini-1.5-pro-001 Google · Proprietary	1315±12.0	3.9K 票votes	1315.000 [1303.0, 1327.0]	58.00 · 不稳Volatile	$3.50 / $10.50	2.1M
19	184 - 237	gemini-advanced-0514 Google · Proprietary	1293±14.0	2.4K 票votes	1293.000 [1279.0, 1307.0]	53.00 · 不稳Volatile	N/A	N/A
20	195 - 246	gemini-1.5-flash-002 Google · Proprietary	1281±13.0	2.1K 票votes	1281.000 [1268.0, 1294.0]	51.00 · 不稳Volatile	$0.07 / $0.30	1M
21	191 - 251	gemma-3n-e4b-it Google · Gemma	1278±18.0	1.1K 票votes	1278.000 [1260.0, 1296.0]	60.00 · 不稳Volatile	$0.06 / $0.12	32.8K
22	179 - 271	gemma-3-12b-it Google · Gemma	1271±41.0	186 票votes	1271.000 [1230.0, 1312.0]	92.00 · 不稳Volatile	$0.04 / $0.13	131.1K
23	214 - 253	gemini-1.5-flash-001 Google · Proprietary	1264±12.0	3.2K 票votes	1264.000 [1252.0, 1276.0]	39.00 · 不稳Volatile	$0.07 / $0.30	1M
24	191 - 276	gemma-3-4b-it Google · Gemma	1257±41.0	208 票votes	1257.000 [1216.0, 1298.0]	85.00 · 不稳Volatile	$0.04 / $0.08	131.1K
25	220 - 260	gemma-2-27b-it Google · Gemma license	1255±11.0	4.0K 票votes	1255.000 [1244.0, 1266.0]	40.00 · 不稳Volatile	$0.65 / $0.65	8.2K
26	231 - 273	gemini-1.5-flash-8b-001 Google · Proprietary	1239±13.0	2.1K 票votes	1239.000 [1226.0, 1252.0]	42.00 · 不稳Volatile	$0.07 / $0.30	1M
27	236 - 274	gemma-2-9b-it Google · Gemma license	1233±12.0	2.8K 票votes	1233.000 [1221.0, 1245.0]	38.00 · 不稳Volatile	$0.03 / $0.09	8.2K
28	267 - 303	gemini-pro-dev-api Google · Proprietary	1174±24.0	694 票votes	1174.000 [1150.0, 1198.0]	36.00 · 不稳Volatile	$0.35 / $1.05	32.8K
29	272 - 303	gemma-1.1-7b-it Google · Gemma license	1168±18.0	1.2K 票votes	1168.000 [1150.0, 1186.0]	31.00 · 不稳Volatile	$0.03 / $0.09	8.2K
30	275 - 301	gemma-2-2b-it Google · Gemma license	1168±13.0	2.5K 票votes	1168.000 [1155.0, 1181.0]	26.00 · 不稳Volatile	N/A	N/A
31	287 - 311	gemma-7b-it Google · Gemma license	1116±31.0	340 票votes	1116.000 [1085.0, 1147.0]	24.00 · 不稳Volatile	$0.05 / $0.08	8.2K
32	290 - 311	gemma-1.1-2b-it Google · Gemma license	1110±26.0	578 票votes	1110.000 [1084.0, 1136.0]	21.00 · 不稳Volatile	N/A	N/A

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