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覆盖软件工程、竞赛编程和终端任务。更新于 07/16 02:55

模型

150 个 · 16 项基准

评分

Arena WebDev Rating

Terminal Bench 2.1 (Terminus-2)

Artificial Analysis Intelligence Index v4.1

Artificial Analysis Coding Agent Index v1.1

SWE-bench Multilingual

SWE-bench Verified

Claw Eval (pass^3)

1 Claude Fable 5

100.0

80.4%

1652.7 Elo

70%

83.8%

88%

59.9 pts

77.2 pts

24%

66.1%

-

-

-

-

-

-

-

99.0

64.6%

1631.0 Elo

72.7%

84.5%

-

58.9 pts

80 pts

-

-

-

-

-

-

-

-

-

3 Claude Opus 4.8

98.6

69.2%

1560.7 Elo

59%

78.1%

85%

55.7 pts

72.5 pts

26%

55.8%

84.8%

88.6%

69.7%

72.1%

24.8%

37.2%

71.9%

4 GPT-5.6 Terra

95.3

63.4%

-

69.6%

81.8%

-

55 pts

77.4 pts

-

-

-

-

-

-

-

-

-

5 Claude Opus 4.7

94.4

64.3%

1558.9 Elo

-

73.1%

66.1%

-

-

16%

40.1%

80.5%

87.6%

58.2%

71.6%

22.9%

42.4%

52.1%

93.7

64.7%

1557.0 Elo

53%

-

-

-

-

29%

62%

-

-

-

-

-

-

-

93.6

59.4%

1501.8 Elo

67%

81.8%

84%

54.8 pts

76.4 pts

12%

64.3%

77.3%

84.4%

52.9%

67.8%

27.8%

39.3%

70.8%

93.3

62.1%

1584.3 Elo

44%

-

81%

-

-

13%

-

83%

84.2%

48.9%

62.4%

23.1%

34.3%

63.7%

9 Claude Sonnet 5

92.3

63.2%

1551.3 Elo

-

-

80.4%

-

-

-

-

-

-

-

-

-

-

-

10 GPT-5.6 Luna

90.4

62.7%

-

67.2%

77.9%

-

51.2 pts

74.6 pts

-

-

-

-

-

-

-

-

-

90.2

60.6%

-

-

-

75%

-

-

-

-

78.3%

80.4%

47.2%

65.2%

18.4%

-

-

12 Muse Spark 1.1

89.6

61.5%

1535.8 Elo

53.3%

-

-

-

-

-

-

-

-

-

-

-

-

-

13 Claude Opus 4.6

89.4

57.3%

1542.1 Elo

-

66.6%

-

-

-

-

-

77.8%

80.8%

49.8%

70.8%

-

-

-

88.4

59.5%

-

-

-

-

-

-

-

-

77.3%

-

-

-

-

-

-

87.0

57.9%

-

-

-

71.7%

-

-

-

-

75.8%

78%

45.6%

68.5%

23.8%

-

-

87.0

59%

1501.3 Elo

-

-

66%

-

-

-

-

-

80.5%

42.1%

74.5%

20.5%

37.1%

-

17 Claude Sonnet 4.6

86.7

58.1%

1521.5 Elo

-

-

67%

-

-

-

-

-

79.6%

-

68.3%

-

-

-

86.5

59.5%

1513.8 Elo

-

-

67.2%

-

-

-

-

77.1%

80.2%

42.8%

62.3%

-

-

48.3%

19 Seed2.1 Turbo

85.8

-

-

-

-

-

-

-

-

-

-

-

43.7%

-

-

-

49.4%

20 Gemini 3.5 Flash

85.7

-

1509.5 Elo

-

-

-

50.2 pts

-

-

-

-

-

-

-

-

-

-

85.3

57.7%

1456.9 Elo

-

79%

-

-

-

-

-

-

-

41.3%

60.3%

-

-

-

22 Kimi-K2.7-Code

85.3

-

1470.6 Elo

-

-

-

-

-

-

-

-

-

-

-

-

-

53.6%

84.8

57.5%

1538.9 Elo

-

-

71%

-

-

-

-

75.1%

76%

47%

62.1%

23.5%

-

50.3%

24 Qwen3.7-Plus

84.4

57.6%

-

-

-

-

-

-

-

-

75.8%

77.7%

41.1%

-

-

-

-

低高

单一有效来源基准按 0.5 权重计入，Arena.ai 除外；最高模型归一化为 100