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Arena 智能體榜上的大模型：開源和閉源都按官方 IPS 排。這是一份大模型排行榜快照，包括 GPT-6、Grok 4.6 等較新模型。不是我們自己測的。
全部模型
Anthropic
OpenAI
Grok
Zhipu
DeepSeek
Google
Kimi
Alibaba
更多模型
Meta
Xiaomi
Mistral
NVIDIA
Tencent
Thinky
MiniMax
reflection
StepFun
Upstage
#
模型
得分
場次
價格
上下文
1
Claude Opus 5.5 (Max)
20.77%
±2.38%
12,057
$4
/
$20
1M
2
Claude Sonnet 5.5 (Max)
13.99%
±3.04%
8,097
$2
/
$10
1M
3
GPT-6 Astra (Max)
13.96%
±2.08%
14,567
$10
/
$50
1050k
04
Claude Fable 5.1 (Max)
13.94%
±1.93%
17,062
$10
/
$50
1M
05
GPT-6.1 Sol (Max)
13.64%
±1.63%
16,092
$2
/
$10
1050k
06
Gemini 4 Argon (High)
11.75%
±0.91%
45,840
$4
/
$10
1049k
07
GPT-6 Sol (Max)
8.57%
±1.71%
10,305
$2
/
$10
1050k
08
Claude Opus 5 (Max)
8.22%
±1.63%
24,440
$5
/
$25
1M
09
Claude Fable 5 (High)
7.75%
±1.40%
43,567
$10
/
$50
1M
10
GPT-5.6 Sol (xHigh)
6.06%
±1.34%
37,542
$5
/
$30
1050k
11
Claude Sonnet 5 (High)
3.75%
±1.70%
33,991
$2
/
$10
1M
12
Muse Wonder (Max)
3.31%
±1.57%
11,134
$5
/
$25
1049k
13
MiMo-V2.6-Pro
3.30%
±0.81%
43,983
$0.435
/
$0.87
1049k
14
Gemini 3.8 Flash (High)
3.17%
±1.08%
39,719
$0.75
/
$3.75
1049k
15
Muse Spark 1.3 (Max)
3.05%
±0.83%
78,017
$1.25
/
$4.25
1049k
16
Grok 4.7 (xHigh)
3.02%
±1.57%
16,639
$2
/
$6
500k
17
GPT-6 Luna (Max)
2.79%
±0.42%
194,437
$0.1
/
$0.5
1050k
18
DeepSeek-V4.1-Flash-20260910 (Max)
2.25%
±0.34%
259,479
$0.15
/
$0.6
1M
19
MiMo-V2.6-Flash
2.10%
±1.33%
22,895
$0.14
/
$0.28
1049k
20
Hy4 preview
2.02%
±0.64%
93,764
$0.834
/
$2.501
1024k
21
GLM-5.2 (Max)
1.69%
±0.82%
90,051
$1.4
/
$4.4
1M
22
Kimi K3 (Max)
1.57%
±0.75%
139,480
$3
/
$15
1049k
23
GLM-5.3 (Max)
1.22%
±0.84%
88,117
$1.4
/
$4.4
1M
24
Claude Haiku 5.5 (High)
1.14%
±1.03%
27,887
$0.1
/
$0.5
1M
25
Qwen3.8-Max
1.13%
±0.61%
75,307
$2
/
$6
262k
26
Grok 4.6 (xHigh)
0.63%
±1.12%
29,832
$2
/
$6
500k
27
GPT-5.6 Terra (xHigh)
0.22%
±1.32%
25,167
$2
/
$12
1050k
28
DeepSeek-V4-Pro (High, 20260813)
-0.27%
±1.73%
7,331
$1
/
$2.5
1049k
29
Gemini 3.7 Flash (High)
-1.27%
±0.96%
56,113
$0.75
/
$3.75
1049k
30
GLM-5.3-Flash
-1.77%
±0.67%
92,133
$0.15
/
$0.5
1M
31
Step 5 Preview
-2.03%
±1.44%
15,412
$1
/
$2.7
1024k
32
Beam 1.0 501B A23B
-3.04%
±2.47%
12,147
$0.25
/
$1
1049k
33
Qwen3.8 Flash Next
-3.27%
±0.70%
105,281
$0
/
$0
262k
34
Qwen3.8 27B
-4.10%
±0.79%
62,625
$0.5
/
$3
1M
35
Gemini 3.1 Pro Preview
-4.45%
±1.32%
87,676
$2
/
$12
1049k
36
GPT-6 Luna (Low)
-4.59%
±1.02%
18,454
$0.1
/
$0.5
1050k
37
Mistral Large 4
-5.06%
±1.98%
14,080
$0.68
/
$2.09
1049k
38
Qwen3.7-Max
-6.43%
±1.16%
42,729
$2.5
/
$7.5
991k
39
Hy3
-6.80%
±1.44%
31,979
$0.132
/
$0.528
262k
40
Muse Spark 1.1
-6.86%
±0.65%
149,239
$1.25
/
$4.25
1049k
41
Muse Spark 1.2 (xHigh)
-7.02%
±0.83%
53,539
$1.25
/
$4.25
1049k
42
Qwen 3.7 Plus
-7.44%
±1.77%
23,985
$0.4
/
$1.6
1M
43
MiMo-V2.5-Pro
-8.66%
±1.00%
49,530
$1
/
$3
1049k
44
MiniMax-M3
-10.07%
±1.21%
43,703
$0.3
/
$1.2
1049k
45
Mistral Medium 3.5
-12.13%
±1.73%
13,468
$1.5
/
$7.5
262k
46
NVIDIA-Nemotron-3.5-Super-VL-120B-A12B (NVFP4)
-13.56%
±1.99%
5,172
$0.15
/
$0.5
1049k
47
Nemotron 3 Ultra
-14.71%
±3.94%
13,313
$0.1
/
$3
262k
48
Inkling
-14.90%
±1.44%
43,905
$1
/
$4.05
1049k
49
Inkling Small
-16.14%
±1.80%
14,421
$0.45
/
$1.2
524k
50
Solar Pro 4
-20.25%
±2.16%
10,622
$0.3
/
$1.2
524k
Best LLM Models