Contains a count of nouns

Test: Language Comprehension

Avg. Score
88.6%
Scenarios
2

Overall Performance

Rank ▲ Model Score Avg. Cost Avg. Time Stability
1Inception Mercury100.0%$0.0000481ms100%
2Ministral 3 3B100.0%$0.0000855ms100%
3Mistral NeMO100.0%$0.0000870ms100%
4GPT-5.4 Nano100.0%$0.0001874ms100%
5Ministral 3 8B100.0%$0.00001.1s100%
6Mistral Small Creative100.0%$0.00011.1s100%
7Mistral Small 4100.0%$0.00011.1s100%
8Stealth: Aurora Alpha100.0%1.2s100%
9Ministral 3 14B100.0%$0.00001.4s100%
10GPT-4.1 Nano100.0%$0.00001.9s100%
11GPT-4.1 Mini100.0%$0.00011.8s100%
12Mistral Small 3.2 24B100.0%$0.00002.5s100%
13Mistral Medium 3.1100.0%$0.00022.0s100%
14Arcee AI: Trinity Large (Preview)100.0%$0.00003.3s100%
15Claude 3.5 Haiku100.0%$0.00051.5s100%
16GPT-4o, Aug. 6th (temp=0)100.0%$0.00051.5s100%
17Hermes 3 70B100.0%$0.00013.5s100%
18GPT-4o, Aug. 6th (temp=1)100.0%$0.00051.3s100%
19Stealth: Healer Alpha100.0%$0.00003.9s100%
20Grok 4 Fast100.0%$0.00022.9s100%
21Qwen 2.5 72B100.0%$0.00013.7s100%
22Claude Haiku 4.5100.0%$0.00051.8s100%
23Mistral Large 3100.0%$0.00033.1s100%
24LFM2 24B100.0%$0.00004.4s100%
25Gemma 3 27B100.0%$0.00004.8s100%
26GPT-5.4 Mini (Reasoning)100.0%$0.00062.7s100%
27Mistral Large 2100.0%$0.00062.6s100%
28Qwen 3.5 Plus (2026-02-15)100.0%$0.00034.2s100%
29Grok 4.1 Fast100.0%$0.00024.4s100%
30DeepSeek-V2 Chat100.0%$0.00005.8s100%
31DeepSeek V3 (2024-12-26)100.0%$0.00025.1s100%
32DeepSeek V3 (2025-03-24)100.0%$0.00025.3s100%
33Mistral Large100.0%$0.00082.5s100%
34Rocinante 12B100.0%$0.00016.0s100%
35GPT-4o, May 13th (temp=0)100.0%$0.00111.9s100%
36GPT-4o, May 13th (temp=1)100.0%$0.00132.0s100%
37WizardLM 2 8x22b100.0%$0.00037.1s100%
38Claude Sonnet 4.6100.0%$0.00162.8s100%
39Qwen 3 32B100.0%$0.000210.8s100%
40Claude 3.7 Sonnet100.0%$0.00183.2s100%
41Stealth: Hunter Alpha100.0%$0.000012.2s100%
42Hermes 3 405B100.0%$0.000012.2s100%
43MiniMax M2.5100.0%$0.000710.3s100%
44Claude Opus 4.5100.0%$0.00263.6s100%
45GPT-5 Mini100.0%$0.001310.3s100%
46Claude Opus 4.6100.0%$0.00273.8s100%
47MiniMax M2.7100.0%$0.000813.3s100%
48Z.AI GLM 4.5100.0%$0.001112.9s100%
49Aion 2.0100.0%$0.001013.9s100%
50MoonshotAI: Kimi K2.5100.0%$0.002012.7s100%
51ByteDance Seed 1.6100.0%$0.001417.1s100%
52Z.AI GLM 5 Turbo100.0%$0.003310.0s100%
53Nemotron 3 Super100.0%$0.000026.0s100%
54Grok 4.20 (Beta, Reasoning)100.0%$0.00513.6s100%
55Claude Sonnet 4.6 (Reasoning)100.0%$0.00506.8s100%
56ByteDance Seed 2.0 Lite100.0%$0.001923.3s100%
57Qwen 3.5 35B100.0%$0.004013.7s100%
58Qwen 3.5 122B100.0%$0.004611.2s100%
59Claude Opus 4.6 (Reasoning)100.0%$0.00605.7s100%
60Qwen 3.5 27B100.0%$0.003717.8s100%
61Qwen 3.5 Flash100.0%$0.000938.0s100%
62Gemini 3.1 Flash Lite (Preview)90.0%$0.0001975ms40%
63Inception Mercury 290.0%$0.0002663ms40%
64GPT-5.4 Mini90.0%$0.0002746ms40%
65Gemma 3 12B90.0%$0.00002.8s40%
66Grok 4.20 (Beta)90.0%$0.0006803ms40%
67Gemini 3 Flash (Preview)90.0%$0.00051.7s40%
68GPT-4.190.0%$0.00061.9s40%
69Qwen3 235B A22B Instruct 250790.0%$0.00015.4s40%
70Z.AI GLM 4.6100.0%$0.002341.1s100%
71Llama 3.1 70B90.0%$0.00018.3s40%
72Claude Opus 4100.0%$0.00959.3s100%
73DeepSeek V3.190.0%$0.00018.5s40%
74GPT-5.190.0%$0.00124.3s40%
75Gemini 3 Flash (Preview, Reasoning)90.0%$0.00153.5s40%
76Claude Sonnet 4.590.0%$0.00153.2s40%
77Writer: Palmyra X590.0%$0.00088.3s40%
78GPT-5.4 (Reasoning)90.0%$0.00194.0s40%
79Grok 4100.0%$0.009516.8s100%
80Claude 3.5 Sonnet90.0%$0.00255.4s40%
81Llama 3.1 8B80.0%$0.00001.2s20%
82Z.AI GLM 4.7 Flash90.0%$0.000419.9s40%
83GPT-5.4 Nano (Reasoning, Low)80.0%$0.00011.6s20%
84Arcee AI: Trinity Mini80.0%$0.00013.0s20%
85GPT-5.4 Nano (Reasoning)80.0%$0.00027.4s20%
86GPT-5.280.0%$0.00113.3s20%
87Llama 3.1 Nemotron 70B80.0%$0.00018.3s20%
88Claude Sonnet 480.0%$0.00152.7s20%
89Gemini 2.5 Flash Lite70.0%$0.0000568ms8%
90Gemini 2.5 Flash70.0%$0.0001646ms8%
91Nemotron 3 Nano80.0%$0.000216.7s20%
92Mistral Small 4 (Reasoning)70.0%$0.00022.7s8%
93GPT-5.4 Mini (Reasoning, Low)70.0%$0.00032.8s8%
94Z.AI GLM 590.0%$0.003226.3s40%
95GPT-5.4 (Reasoning, Low)70.0%$0.00123.0s8%
96Qwen 3.5 397B A17B100.0%$0.007159.1s100%
97Ministral 8B60.0%$0.0000733ms2%
98Gemini 2.5 Flash (Reasoning)70.0%$0.00184.1s8%
99GPT-580.0%$0.00399.3s20%
100Gemma 3 4B60.0%$0.00001.1s2%
101GPT-4o Mini (temp=1)60.0%$0.00001.0s2%
102Claude 3 Haiku60.0%$0.00011.3s2%
103DeepSeek V3.260.0%$0.00015.5s2%
104GPT-4o Mini (temp=0)50.0%$0.00001.2s0%
105Gemini 2.5 Pro80.0%$0.00686.9s20%
106GPT-5.450.0%$0.00081.1s0%
107Gemini 2.5 Flash Lite (Reasoning)50.0%$0.00033.6s0%
108Cohere Command R+ (Aug. 2024)50.0%$0.00081.7s0%
109o4 Mini50.0%$0.00124.3s0%
110Gemini 3 Pro (Preview)90.0%$0.0129.7s40%
111ByteDance Seed 1.6 Flash40.0%$0.00025.1s0%
112o4 Mini High50.0%$0.00195.5s0%
113Gemini 3.1 Pro (Preview)90.0%$0.01314.4s40%
114ByteDance Seed 2.0 Mini80.0%$0.000852.8s20%
115Ministral 3B20.0%$0.0000591ms0%
116GPT-5 Nano50.0%$0.000722.4s0%
117Qwen 3.5 9B80.0%$0.00071.1m20%
118Z.AI GLM 4.760.0%$0.002329.0s2%
88.56%

Individual Scenarios

Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
MoonshotAI: Kimi K2.5100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
MiniMax M2.5100100100100100100.0%
Grok 4100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
Claude Opus 4100100100100100100.0%
Stealth: Hunter Alpha100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Grok 4 Fast100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Stealth: Healer Alpha100100100100100100.0%
Mistral Large 3100100100100100100.0%
GPT-4o, May 13th (temp=0)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
GPT-4o, May 13th (temp=1)100100100100100100.0%
Stealth: Aurora Alpha100100100100100100.0%
Claude 3.5 Haiku100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Hermes 3 405B100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100.0%
Mistral Large 2100100100100100100.0%
Qwen 3 32B100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
Mistral Large100100100100100100.0%
Writer: Palmyra X5100100100100100100.0%
Inception Mercury100100100100100100.0%
Mistral Small 3.2 24B100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Mistral Small 4100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
Arcee AI: Trinity Large (Preview)100100100100100100.0%
Mistral Small Creative100100100100100100.0%
Hermes 3 70B100100100100100100.0%
Ministral 3 14B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Ministral 3 8B100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Mistral NeMO100100100100100100.0%
LFM2 24B100100100100100100.0%
Rocinante 12B100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100080.0%
GPT-5.4 (Reasoning)100100100100080.0%
GPT-5.1100100100100080.0%
Z.AI GLM 5100100100100080.0%
Gemini 3 Flash (Preview, Reasoning)100100100100080.0%
Gemini 3 Pro (Preview)100100100100080.0%
GPT-4.1100100100100080.0%
Claude Sonnet 4.5100100100100080.0%
Qwen 3.5 9B100100100100080.0%
Gemini 3.1 Flash Lite (Preview)100100100100080.0%
GPT-5.4 Mini (Reasoning, Low)100100100100080.0%
Gemini 3 Flash (Preview)100100100100080.0%
Z.AI GLM 4.7 Flash100100100100080.0%
Claude 3.5 Sonnet100100100100080.0%
Grok 4.20 (Beta)100100100100080.0%
Inception Mercury 2100100100100080.0%
GPT-5.4 Mini100100100100080.0%
DeepSeek V3.1100100100100080.0%
Qwen3 235B A22B Instruct 2507100100100100080.0%
Gemma 3 12B100100100100080.0%
Llama 3.1 70B100100100100080.0%
Llama 3.1 Nemotron 70B100100100100080.0%
Ministral 8B100100100100080.0%
Llama 3.1 8B100100100100080.0%
GPT-51001001000060.0%
GPT-5.21001001000060.0%
Claude Sonnet 41001001000060.0%
Gemini 2.5 Pro1001001000060.0%
ByteDance Seed 2.0 Mini1001001000060.0%
GPT-5.4 Nano (Reasoning)1001001000060.0%
GPT-5.4 Nano (Reasoning, Low)1001001000060.0%
Nemotron 3 Nano1001001000060.0%
Arcee AI: Trinity Mini1001001000060.0%
GPT-5.4 (Reasoning, Low)10010000040.0%
Z.AI GLM 4.710010000040.0%
Gemini 2.5 Flash (Reasoning)10010000040.0%
Mistral Small 4 (Reasoning)10010000040.0%
Gemini 2.5 Flash Lite10010000040.0%
Gemini 2.5 Flash10010000040.0%
DeepSeek V3.2100000020.0%
GPT-4o Mini (temp=1)100000020.0%
Claude 3 Haiku100000020.0%
Gemma 3 4B100000020.0%
Ministral 3B100000020.0%
o4 Mini High000000.0%
o4 Mini000000.0%
Gemini 2.5 Flash Lite (Reasoning)000000.0%
GPT-5.4000000.0%
GPT-5 Nano000000.0%
GPT-4o Mini (temp=0)000000.0%
ByteDance Seed 1.6 Flash000000.0%
Cohere Command R+ (Aug. 2024)000000.0%
Model # 1 # 2 # 3 # 4 # 5 Avg ▼
Claude Opus 4.6 (Reasoning)100100100100100100.0%
Gemini 3.1 Pro (Preview)100100100100100100.0%
Z.AI GLM 5 Turbo100100100100100100.0%
Claude Sonnet 4.6 (Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning)100100100100100100.0%
GPT-5 Mini100100100100100100.0%
GPT-5.1100100100100100100.0%
Claude Opus 4.6100100100100100100.0%
GPT-5100100100100100100.0%
Qwen 3.5 397B A17B100100100100100100.0%
Qwen 3.5 122B100100100100100100.0%
Grok 4.20 (Beta, Reasoning)100100100100100100.0%
GPT-5.4 (Reasoning, Low)100100100100100100.0%
Z.AI GLM 5100100100100100100.0%
Claude Sonnet 4.6100100100100100100.0%
MoonshotAI: Kimi K2.5100100100100100100.0%
Qwen 3.5 27B100100100100100100.0%
ByteDance Seed 1.6100100100100100100.0%
GPT-5.4 Mini (Reasoning)100100100100100100.0%
Gemini 3 Flash (Preview, Reasoning)100100100100100100.0%
o4 Mini High100100100100100100.0%
GPT-5.2100100100100100100.0%
Claude Opus 4.5100100100100100100.0%
Grok 4.1 Fast100100100100100100.0%
Aion 2.0100100100100100100.0%
Z.AI GLM 4.6100100100100100100.0%
MiniMax M2.7100100100100100100.0%
Gemini 3 Pro (Preview)100100100100100100.0%
Claude Sonnet 4100100100100100100.0%
MiniMax M2.5100100100100100100.0%
GPT-4.1100100100100100100.0%
Gemini 2.5 Pro100100100100100100.0%
o4 Mini100100100100100100.0%
Grok 4100100100100100100.0%
Claude Sonnet 4.5100100100100100100.0%
Qwen 3.5 35B100100100100100100.0%
Claude Opus 4100100100100100100.0%
Stealth: Hunter Alpha100100100100100100.0%
ByteDance Seed 2.0 Mini100100100100100100.0%
Gemini 2.5 Flash (Reasoning)100100100100100100.0%
Qwen 3.5 Flash100100100100100100.0%
Z.AI GLM 4.5100100100100100100.0%
Grok 4 Fast100100100100100100.0%
Qwen 3.5 Plus (2026-02-15)100100100100100100.0%
Stealth: Healer Alpha100100100100100100.0%
Gemini 3.1 Flash Lite (Preview)100100100100100100.0%
Gemini 2.5 Flash Lite (Reasoning)100100100100100100.0%
Mistral Large 3100100100100100100.0%
GPT-4o, May 13th (temp=0)100100100100100100.0%
Gemini 3 Flash (Preview)100100100100100100.0%
Claude Haiku 4.5100100100100100100.0%
DeepSeek-V2 Chat100100100100100100.0%
Z.AI GLM 4.7 Flash100100100100100100.0%
ByteDance Seed 2.0 Lite100100100100100100.0%
Nemotron 3 Super100100100100100100.0%
GPT-5.4100100100100100100.0%
Claude 3.5 Sonnet100100100100100100.0%
Grok 4.20 (Beta)100100100100100100.0%
Inception Mercury 2100100100100100100.0%
GPT-4o, May 13th (temp=1)100100100100100100.0%
Stealth: Aurora Alpha100100100100100100.0%
Claude 3.5 Haiku100100100100100100.0%
DeepSeek V3 (2024-12-26)100100100100100100.0%
Claude 3.7 Sonnet100100100100100100.0%
GPT-4.1 Mini100100100100100100.0%
Hermes 3 405B100100100100100100.0%
GPT-4o, Aug. 6th (temp=1)100100100100100100.0%
GPT-5 Nano100100100100100100.0%
GPT-4o, Aug. 6th (temp=0)100100100100100100.0%
GPT-5.4 Mini100100100100100100.0%
Mistral Large 2100100100100100100.0%
Mistral Small 4 (Reasoning)100100100100100100.0%
DeepSeek V3.1100100100100100100.0%
DeepSeek V3.2100100100100100100.0%
Qwen 3 32B100100100100100100.0%
DeepSeek V3 (2025-03-24)100100100100100100.0%
GPT-5.4 Nano (Reasoning)100100100100100100.0%
Gemini 2.5 Flash Lite100100100100100100.0%
Gemini 2.5 Flash100100100100100100.0%
Mistral Large100100100100100100.0%
Qwen3 235B A22B Instruct 2507100100100100100100.0%
Inception Mercury100100100100100100.0%
GPT-5.4 Nano (Reasoning, Low)100100100100100100.0%
GPT-4o Mini (temp=1)100100100100100100.0%
Mistral Small 3.2 24B100100100100100100.0%
Gemma 3 12B100100100100100100.0%
Llama 3.1 70B100100100100100100.0%
GPT-4o Mini (temp=0)100100100100100100.0%
Gemma 3 27B100100100100100100.0%
Mistral Medium 3.1100100100100100100.0%
Nemotron 3 Nano100100100100100100.0%
Mistral Small 4100100100100100100.0%
Qwen 2.5 72B100100100100100100.0%
GPT-5.4 Nano100100100100100100.0%
Arcee AI: Trinity Large (Preview)100100100100100100.0%
Mistral Small Creative100100100100100100.0%
Hermes 3 70B100100100100100100.0%
Ministral 3 14B100100100100100100.0%
GPT-4.1 Nano100100100100100100.0%
Ministral 3 8B100100100100100100.0%
Claude 3 Haiku100100100100100100.0%
WizardLM 2 8x22b100100100100100100.0%
Arcee AI: Trinity Mini100100100100100100.0%
Cohere Command R+ (Aug. 2024)100100100100100100.0%
Gemma 3 4B100100100100100100.0%
Ministral 3 3B100100100100100100.0%
Mistral NeMO100100100100100100.0%
LFM2 24B100100100100100100.0%
Rocinante 12B100100100100100100.0%
Z.AI GLM 4.7100100100100080.0%
Qwen 3.5 9B100100100100080.0%
Writer: Palmyra X5100100100100080.0%
Llama 3.1 Nemotron 70B100100100100080.0%
ByteDance Seed 1.6 Flash100100100100080.0%
Llama 3.1 8B100100100100080.0%
GPT-5.4 Mini (Reasoning, Low)1001001000060.0%
Ministral 8B10010000040.0%
Ministral 3B100000020.0%