1
Claude Opus 5
63.1
78
59.2
评测基准榜
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名次模型综合智能写代码当助手
2
Claude Fable 5
62.1
76.5
56.6
3
GPT-5.6 Sol
60.9
77.4
57.8
4
Grok 4.6
60.9
76.8
58.7
5
Kimi K3
59.7
76.2
54.3
6
GLM-5.3
59.5
74.8
59.1
7
Qwen3.8 Max
58.1
71.8
58.4
8
Qwen3.8 2.4T A95B
57.7
71.9
57.1
9
GLM-5.3-Flash
57.5
71.5
58.2
10
Claude Opus 4.8
57.3
74.3
49.4
11
Muse Spark 1.2
56.8
72.2
49.3
12
GPT-5.6 Terra
56.6
76.7
50.2
13
GPT-5.5
56.3
74.9
47.4
14
Gemini 3.7 Flash
56
76.1
45.1
15
Grok 4.5
55.8
72.4
48.9
16
Claude Sonnet 5
55.3
71.5
49.7
17
Claude Opus 4.7
55
73.6
46.3
18
DeepSeek V4 Pro 0813
53.2
68.8
49.6
19
Muse Spark 1.1
53.2
71.3
39.7
20
GPT-5.4
53.1
71.1
44.2
21
GLM-5.2
52.6
68.8
45.7
22
GPT-5.6 Luna
52.3
71.4
46.9
23
Gemini 3.5 Flash
52
70.1
39.7
24
Qwen3.8 27B
52
68.1
50.9
25
DeepSeek V4 Flash 0731
51.8
69.1
48.4
26
Gemini 3.6 Flash
51.6
69.2
40.5
27
Claude Sonnet 4.6
48.4
63
42.1
28
Gemini 3.1 Pro Preview
47.7
68.8
23
29
Qwen3.7 Max
46.7
66
30.9
30
MiniMax-M3
45.4
58.6
36.1
31
DeepSeek V4 Pro
45.3
59.4
37.8
32
Kimi K2.6
45.1
61.8
31.2
33
Kimi K2.7 Code
43
60.8
30.3
34
MiMo-V2.5-Pro
42.9
60.2
29.5
35
Inkling
42.3
52.1
34.1
36
Hy3
42.2
58.8
31.4
37
DeepSeek V4 Flash
42.1
56.2
33.7
38
Nex-N2-Pro
41.7
59.1
31.2
39
Solar Pro 4
41.6
52.7
33.6
40
Inkling Small
41.2
52.9
31.9
41
GLM-5.1
41
55.8
30.6
42
GPT-5.4 mini
40.9
56.1
31.5
43
Grok Build 0.1 0616
40.7
51.5
28.9
44
Qwen3.6 Plus
40.5
54.5
29
45
GPT-5.4 nano
39.7
56.1
29.7
46
Qwen3.7 Plus
39.4
55.9
20.7
47
MiniMax-M2.7
38.9
52.6
25.9
48
Nemotron 3 Ultra 550B A55B
38.3
49.3
27.5
49
MiMo-V2.5
38
56.8
24.4
50
Grok 4.3
37.9
42.2
24.2
51
Ling 3.0 Flash
37.8
50.6
29.3
52
Qwen3.6 27B
37.7
53.7
27.5
53
GPT-5.1
37.5
49.4
21.6
54
Claude 4.5 Sonnet
37.4
52.1
26.4
55
Gemini 3.5 Flash-Lite
37.4
49.3
27.2
56
Kimi K2.5
36
46.8
21.7
57
GPT-5
35.3
37.8
26.5
58
GLM-4.7
34.5
45.3
26.2
59
Qwen3.5 397B A17B
34.3
48.2
19.8
60
LongCat 2.0
34
45.3
22
61
KAT Coder Pro V2
33.7
59.5
15.1
62
Qwen3.5 122B A10B
32.8
45.7
21.3
63
DeepSeek V3.2
32.6
44.2
18.3
64
Qwen3.6 35B A3B
32.1
41.9
21.6
65
Ring-2.6-1T
31.7
42.8
20.1
66
DeepSeek V3.1 Terminus
31.4
43.5
19.9
67
Step 3.7 Flash
30.9
39.6
21.7
68
Mistral Medium 3.5
30.4
46.9
19.2
69
Claude 4.5 Haiku
29.9
43.9
16.5
70
Claude 4 Sonnet
29.8
37.6
17.6
71
Gemma 4 31B
29.7
43.4
14.4
72
GLM-4.6
29.3
45.8
18.6
73
Gemma 4 26B A4B
26.1
39.3
11
74
Gemini 2.5 Pro
25.9
33.3
7.2
75
GPT-5 mini
25.8
15.6
19.6
76
Nemotron 3 Super 120B A12B
25.7
37.7
8.8
77
Gemini 3.1 Flash-Lite
25.6
34.7
6.5
78
MiMo-V2-Flash
25
49.8
12
79
Ling 3.0 Tiny
24.5
26.5
16
80
Qwen3.5 35B A3B
24.3
37
11.8
81
gpt-oss-120b
24.1
30.4
13.4
82
Nemotron 3.5 Lightning
23.6
26.8
13.8
83
Command A+
22.8
27.8
9.2
84
Mercury 2
21.9
31.1
9.5
85
Qwen3.5 9B
21.8
28.7
7
86
Qwen3 Coder Next
21.3
36.2
8.9
87
North Mini Code
20.2
36.5
3.1
88
Qwen3 235B A22B 2507
19.9
22.1
3.8
89
Mistral Small 4
19.7
26.6
4.6
90
Devstral 2
19.2
31.3
10.6
91
Trinity Large Thinking
18.7
25.8
3.7
92
DeepSeek R1
18.6
24.6
3.1
93
Nova 2.0 Lite
18.4
23
3.1
94
Devstral Small 2
17.7
29.3
10.8
95
K2 Think V2
17.2
21
1.8
96
Qwen3 Next 80B A3B
16.9
17.4
2.1
97
Mistral Large 3
15.9
20.1
5.5
98
o3-mini
15.7
16.3
1.7
99
DeepSeek V3 0324
15.2
21.2
1.6
100
gpt-oss-20b
15.2
20.7
3.1