LMArena — AI 模型人类盲测偏好 Elo 排名
LMArena Elo 榜
人类盲测偏好投票：模型有多强（与 OpenRouter/OpenCode 的「用量」互补）
对话之王
claude-fable-5
Elo 1508
编程之王
claude-opus-5-max
Elo 1691
开源 vs 闭源
0 : 70
开源模型数 : 闭源模型数
总投票数
112.3万
覆盖 70 个模型
对话能力 Elo Top10
· 盲测 A/B 投票编程能力 Elo Top10
· 编程题盲测对话能力 Elo 完整榜
| # | 模型 | Elo | 投票 |
|---|---|---|---|
| 1 | claude-fable-5 Anthropic | 1508 | 2.4万 |
| 2 | claude-opus-4-6-high Anthropic | 1504 | 7.2万 |
| 3 | claude-opus-4-7-high Anthropic | 1502 | 6.0万 |
| 4 | muse-spark-1.2 (xHigh) Meta | 1498 | 3.3k |
| 5 | claude-opus-4-6 Anthropic | 1497 | 7.6万 |
| 6 | claude-opus-4-7 Anthropic | 1494 | 6.1万 |
| 7 | claude-opus-5-high Anthropic | 1493 | 2.8万 |
| 8 | muse-spark-1.1 Meta | 1491 | 2.0万 |
| 9 | gemini-3.7-flash-high Google | 1490 | 5.7k |
| 10 | kimi-k3-max Moonshot | 1489 | 1.5万 |
| 11 | muse-spark Meta | 1488 | 1.4万 |
| 12 | claude-opus-5-max Anthropic | 1487 | 1.3万 |
| 13 | glm-5.3-max Z.ai | 1487 | 3.8k |
| 14 | gemini-3.1-pro-preview Google | 1486 | 9.9万 |
| 15 | gemini-3-pro Google | 1485 | 4.1万 |
| 16 | gpt-5.6-sol-xhigh OpenAI | 1482 | 2.0万 |
| 17 | gpt-5.5-high OpenAI | 1482 | 6.0万 |
| 18 | claude-opus-4-8-high Anthropic | 1482 | 4.5万 |
| 19 | qwen3.8-max Alibaba | 1481 | 10.0k |
| 20 | gemini-3.6-flash-high Google | 1481 | 1.8万 |
编程能力 Elo 完整榜
| # | 模型 | Elo | 投票 |
|---|---|---|---|
| 1 | claude-opus-5-max Anthropic | 1691 | 8.1k |
| 2 | kimi-k3-max Moonshot | 1674 | 4.5k |
| 3 | qwen3.8-max Alibaba | 1669 | 3.2k |
| 4 | claude-opus-5-high Anthropic | 1663 | 8.7k |
| 5 | grok-4.6-high SpaceXAI | 1629 | 1.5k |
| 6 | claude-fable-5 Anthropic | 1626 | 8.4k |
| 7 | gpt-5.6-sol-xhigh (codex-harness) OpenAI | 1619 | 9.5k |
| 8 | glm-5.3-max Z.ai | 1599 | 1.9k |
| 9 | qwen3.8-27b Alibaba | 1595 | 2.5k |
| 10 | gemini-3.7-flash-high Google | 1587 | 2.6k |
| 11 | glm-5.2-max Z.ai | 1582 | 8.8k |
| 12 | deepseek-v4-pro-high-20260813 DeepSeek | 1582 | 2.9k |
| 13 | deepseek-v4-flash-high DeepSeek | 1579 | 3.5k |
| 14 | claude-opus-4-8-high Anthropic | 1563 | 1.2万 |
| 15 | claude-opus-4-7 Anthropic | 1558 | 1.5万 |
| 16 | claude-opus-4-7-high Anthropic | 1557 | 1.5万 |
| 17 | grok-4.5 SpaceXAI | 1556 | 6.3k |
| 18 | claude-opus-4-6-high Anthropic | 1546 | 1.7万 |
| 19 | claude-opus-4-8 Anthropic | 1539 | 1.1万 |
| 20 | muse-spark-1.1 Meta | 1539 | 6.2k |
| 21 | gemini-3.6-flash-high Google | 1539 | 6.5k |
| 22 | claude-sonnet-5-high Anthropic | 1539 | 7.3k |
| 23 | claude-opus-4-6 Anthropic | 1536 | 1.8万 |
| 24 | muse-spark-1.2 (xHigh) Meta | 1534 | 2.1k |
| 25 | claude-sonnet-4-6 Anthropic | 1522 | 2.0万 |
| 26 | seed-2.1-pro-preview Bytedance | 1521 | 7.7k |
| 27 | gpt-5.6-terra-xhigh (codex-harness) OpenAI | 1520 | 5.7k |
| 28 | hy3 Tencent | 1518 | 2.7k |
| 29 | gpt-5.6-luna-xhigh (codex-harness) OpenAI | 1518 | 5.7k |
| 30 | qwen3.7-max-20260517 Alibaba | 1517 | 8.4k |
| 31 | glm-5.1 Z.ai | 1509 | 9.3k |
| 32 | kimi-k2.6 Moonshot | 1509 | 9.6k |
| 33 | gpt-5.5-xhigh (codex-harness) OpenAI | 1508 | 1.4万 |
| 34 | gemini-3.5-flash-high Google | 1499 | 7.6k |
| 35 | claude-opus-4-5-20251101-high-32k Anthropic | 1494 | 1.1万 |
| 36 | gemini-3.5-flash-medium Google | 1490 | 1.0万 |
| 37 | minimax-m3 MiniMax | 1488 | 1.1万 |
| 38 | gpt-5.5-high (codex-harness) OpenAI | 1486 | 1.6万 |
| 39 | qwen3.6-max-preview Alibaba | 1479 | 2.6k |
| 40 | mimo-v2.5-pro Xiaomi | 1476 | 1.4万 |
| 41 | kimi-k2.7-code Moonshot | 1473 | 4.7k |
| 42 | claude-opus-4-5-20251101 Anthropic | 1468 | 1.3万 |
| 43 | deepseek-v4-pro-high-preview DeepSeek | 1464 | 1.2万 |
| 44 | gpt-5.4-high (codex-harness) OpenAI | 1463 | 1.3k |
| 45 | qwen3.6-plus Alibaba | 1460 | 1.6万 |
| 46 | gpt-5.5 (codex-harness) OpenAI | 1458 | 1.4万 |
| 47 | gemini-3.5-flash-lite Google | 1449 | 228 |
| 48 | gemini-3.1-pro-preview Google | 1446 | 2.2万 |
| 49 | deepseek-v4-pro DeepSeek | 1445 | 1.3万 |
| 50 | gpt-5.4-medium (codex-harness) OpenAI | 1442 | 1.3k |