Language

9 scenarios across 2 subcategories. 155 models scored.

Subcategories

Subcategory Avg Score Best Model Best Score
Comprehension 83.58% Claude Opus 4.6 (Reasoning) 100.00%
Generation 87.20% Qwen3.6 Max Preview 100.00%

Model Leaderboard

All models ranked by their Language category score.

# Model Language Comprehension Generation Overall
1 Qwen3.6 Max Preview 100.00% 100.00% 100.00% 93.72%
2 Claude Sonnet 4.6 100.00% 100.00% 100.00% 90.66%
3 DeepSeek-V2 Chat 100.00% 100.00% 100.00% 84.09%
4 Z.AI GLM 5 Turbo 99.90% 100.00% 99.80% 93.29%
5 GPT-5.5 (Reasoning) 99.69% 100.00% 99.37% 93.72%
6 Claude Opus 4.5 99.66% 100.00% 99.31% 89.60%
7 Hermes 3 405B 99.57% 100.00% 99.14% 80.80%
8 GPT-5.5 (Reasoning, Low) 99.24% 100.00% 98.49% 92.51%
9 Grok 4.20 (Beta, Reasoning) 99.08% 100.00% 98.15% 90.98%
10 Claude Opus 4.7 (Reasoning) 98.77% 100.00% 97.53% 92.53%
11 GPT-4o, May 13th (temp=0) 98.72% 100.00% 97.44% 84.73%
12 GPT-5.4 Mini (Reasoning) 98.12% 100.00% 96.25% 89.82%
13 Claude Sonnet 4.6 (Reasoning) 97.58% 100.00% 95.15% 93.64%
14 Grok 4.3 (Reasoning) 97.50% 95.00% 100.00% 90.99%
15 Gemini 3.5 Flash (Reasoning, Minimal) 97.50% 95.00% 100.00% 85.88%
16 Z.AI GLM 4.5 97.33% 95.00% 99.67% 84.95%
17 GPT-OSS 120B 97.18% 95.00% 99.36% 84.81%
18 Qwen 3.5 Plus (2026-04-20) 97.14% 100.00% 94.29% 89.79%
19 MoonshotAI: Kimi K2.5 97.10% 100.00% 94.19% 90.86%
20 Qwen3.7 Max 97.05% 100.00% 94.10% 94.55%
21 DeepSeek V3.1 96.87% 95.00% 98.74% 82.35%
22 ByteDance Seed 2.0 Lite 96.80% 100.00% 93.60% 84.27%
23 MoonshotAI: Kimi K2.6 96.77% 100.00% 93.53% 92.57%
24 Gemini 3.1 Flash Lite (Reasoning) 96.70% 95.00% 98.40% 85.91%
25 Grok 4.20 (Reasoning) 96.61% 95.00% 98.22% 90.87%
26 Z.AI GLM 4.6 96.60% 100.00% 93.20% 87.64%
27 GPT-5 Mini 96.49% 95.00% 97.98% 91.31%
28 Claude Opus 4.8 (Reasoning) 96.38% 95.00% 97.76% 92.33%
29 Claude Opus 4.8 (Reasoning, Low) 96.31% 95.00% 97.63% 91.89%
30 Aion 2.0 96.17% 100.00% 92.34% 86.66%
31 Claude Opus 4.6 96.13% 100.00% 92.27% 92.31%
32 Claude Opus 4.6 (Reasoning) 96.12% 100.00% 92.23% 95.06%
33 MiniMax M2.5 96.05% 95.00% 97.10% 86.71%
34 ByteDance Seed 1.6 95.63% 100.00% 91.26% 89.59%
35 Qwen 3.5 27B 95.52% 100.00% 91.05% 90.05%
36 Gemma 4 26B (Reasoning) 95.20% 95.00% 95.40% 89.02%
37 Qwen 3.5 Plus (2026-02-15) 95.10% 100.00% 90.21% 86.17%
38 Z.AI GLM 4.5 Air 95.05% 95.00% 95.10% 80.74%
39 Qwen 3.5 122B 95.01% 100.00% 90.03% 90.32%
40 Qwen 3.5 397B A17B 95.01% 100.00% 90.03% 91.09%
41 Gemini 3 Flash (Preview) 95.00% 90.00% 100.00% 85.47%
42 Gemini 3.1 Flash Lite (Preview) 94.98% 95.00% 94.95% 85.41%
43 Gemini 3 Flash (Preview, Reasoning) 94.93% 95.00% 94.87% 89.93%
44 GPT-5.4 (Reasoning) 94.90% 95.00% 94.80% 93.85%
45 Gemini 3.1 Pro (Preview) 94.90% 95.00% 94.80% 94.08%
46 DeepSeek V4 Flash (Reasoning) 94.76% 100.00% 89.51% 88.06%
47 MiniMax M3 94.71% 100.00% 89.43% 90.45%
48 Gemini 3.5 Flash (Reasoning) 94.41% 95.00% 93.83% 93.35%
49 GPT-5.5 94.15% 90.00% 98.29% 89.37%
50 GPT-4.1 93.91% 90.00% 97.82% 86.82%
51 GPT-5.1 93.64% 90.00% 97.28% 90.73%
52 Qwen 3.6 35B 93.56% 90.00% 97.12% 87.66%
53 Stealth: Hunter Alpha 93.35% 95.00% 91.70% 87.34%
54 Claude Opus 4 93.01% 100.00% 86.02% 87.22%
55 Claude 3.7 Sonnet 92.95% 90.00% 95.89% 83.39%
56 Gemini 2.5 Pro 92.57% 90.00% 95.14% 88.44%
57 GPT-4o, May 13th (temp=1) 92.52% 95.00% 90.04% 82.99%
58 Stealth: Aurora Alpha 92.50% 85.00% 100.00% 83.79%
59 GPT-5.4 Mini (Reasoning, Low) 92.45% 85.00% 99.89% 83.57%
60 Claude Sonnet 4.5 92.39% 95.00% 89.77% 87.54%
61 Claude Opus 4.7 92.32% 85.00% 99.65% 89.90%
62 Z.AI GLM 5 92.06% 95.00% 89.12% 89.60%
63 Mistral Large 3 92.02% 100.00% 84.05% 84.29%
64 Gemma 4 26B 92.02% 90.00% 94.03% 84.89%
65 Qwen 3.5 35B 91.95% 100.00% 83.90% 87.01%
66 Qwen 3.5 Flash 91.94% 95.00% 88.89% 85.66%
67 Claude Haiku 4.5 91.84% 95.00% 88.67% 83.36%
68 Z.AI GLM 5.1 91.57% 85.00% 98.14% 93.74%
69 GPT-5 91.50% 85.00% 98.01% 91.48%
70 Claude Sonnet 4 91.31% 90.00% 92.61% 87.64%
71 GPT-5.2 91.19% 85.00% 97.39% 89.45%
72 Grok 4.20 (Beta) 91.17% 85.00% 97.34% 82.64%
73 Gemini 3.1 Flash Lite 90.90% 85.00% 96.80% 85.09%
74 GPT-5.4 (Reasoning, Low) 90.79% 85.00% 96.58% 90.91%
75 Grok 4 90.61% 85.00% 96.22% 88.12%
76 ByteDance Seed 2.0 Mini 90.12% 90.00% 90.24% 85.69%
77 Gemini 3 Pro (Preview) 89.64% 95.00% 84.29% 88.79%
78 GPT-4.1 Mini 89.64% 80.00% 99.27% 81.40%
79 Qwen 3.6 Flash 89.33% 85.00% 93.66% 89.31%
80 Qwen 3.6 27B 89.01% 90.00% 88.01% 88.33%
81 Grok 4.1 Fast 88.76% 90.00% 87.51% 89.55%
82 GPT-5.4 Mini 88.75% 80.00% 97.50% 80.45%
83 Mistral Large 88.64% 90.00% 87.27% 79.91%
84 DeepSeek V4 Pro (Reasoning) 88.51% 85.00% 92.02% 89.28%
85 DeepSeek V4 Flash 88.50% 90.00% 87.00% 82.02%
86 Stealth: Healer Alpha 88.45% 90.00% 86.90% 85.93%
87 Qwen 3.5 9B 88.18% 90.00% 86.36% 84.05%
88 DeepSeek V3 (2024-12-26) 87.88% 100.00% 75.76% 82.62%
89 Xiaomi MIMO v2.5 Pro 87.69% 85.00% 90.37% 86.05%
90 Z.AI GLM 4.7 Flash 87.67% 95.00% 80.35% 82.21%
91 Nemotron 3 Nano 87.63% 80.00% 95.26% 74.50%
92 Inception Mercury 2 87.32% 75.00% 99.64% 81.99%
93 DeepSeek V3 (2025-03-24) 86.42% 100.00% 72.83% 79.93%
94 Gemini 2.5 Flash 86.23% 75.00% 97.46% 80.61%
95 Gemini 2.5 Flash (Reasoning) 86.06% 75.00% 97.13% 84.14%
96 Claude 3.5 Sonnet 85.62% 75.00% 96.24% 84.24%
97 Z.AI GLM 4.7 85.46% 80.00% 90.93% 87.67%
98 Mistral Large 2 85.22% 100.00% 70.43% 81.50%
99 DeepSeek V3.2 85.01% 80.00% 90.03% 82.22%
100 MiniMax M2.7 84.80% 100.00% 69.59% 86.23%
101 Grok 4.3 84.74% 75.00% 94.47% 78.00%
102 Grok 4 Fast 84.61% 85.00% 84.22% 86.15%
103 Qwen 3 32B 84.61% 90.00% 79.21% 79.37%
104 GPT-5.4 Nano (Reasoning) 83.99% 70.00% 97.99% 80.02%
105 Gemma 4 31B (Reasoning) 83.82% 75.00% 92.64% 89.64%
106 Gemini 2.5 Flash Lite 82.75% 80.00% 85.50% 79.91%
107 GPT-4o, Aug. 6th (temp=1) 82.21% 65.00% 99.43% 81.28%
108 GPT-5.4 Nano (Reasoning, Low) 81.87% 70.00% 93.74% 77.46%
109 Hermes 3 70B 81.66% 75.00% 88.33% 69.74%
110 GPT-5.4 81.49% 65.00% 97.98% 84.31%
111 Nemotron 3 Super 81.41% 65.00% 97.82% 78.99%
112 GPT-5.4 Nano 80.82% 70.00% 91.64% 72.16%
113 Mistral NeMO 80.80% 95.00% 66.60% 63.80%
114 Inception Mercury 80.37% 65.00% 95.74% 79.50%
115 Llama 3.1 70B 80.18% 75.00% 85.36% 77.41%
116 Gemma 3 12B 80.10% 70.00% 90.19% 76.07%
117 o4 Mini 80.00% 60.00% 100.00% 86.56%
118 o4 Mini High 79.76% 60.00% 99.51% 88.78%
119 GPT-4.1 Nano 78.95% 65.00% 92.91% 69.90%
120 Grok 4.20 78.86% 65.00% 92.72% 81.21%
121 Arcee AI: Trinity Large (Preview) 78.38% 80.00% 76.76% 73.33%
122 WizardLM 2 8x22b 78.05% 95.00% 61.10% 71.45%
123 GPT-4o Mini (temp=1) 77.50% 55.00% 100.00% 79.08%
124 Gemma 3 27B 77.21% 65.00% 89.42% 75.70%
125 GPT-5 Nano 77.18% 55.00% 99.35% 80.16%
126 Xiaomi MIMO v2.5 76.33% 65.00% 87.66% 83.95%
127 Gemma 4 31B 75.00% 50.00% 100.00% 85.23%
128 GPT-4o, Aug. 6th (temp=0) 75.00% 50.00% 100.00% 82.18%
129 GPT-4o Mini (temp=0) 75.00% 50.00% 100.00% 78.29%
130 Gemini 2.5 Flash Lite (Reasoning) 74.36% 65.00% 83.71% 83.10%
131 Skyfall 36B V2 73.94% 80.00% 67.88% 63.65%
132 DeepSeek V4 Pro 72.80% 70.00% 75.59% 82.05%
133 Mistral Small 3.2 24B 72.77% 75.00% 70.53% 77.36%
134 Claude 3 Haiku 72.76% 65.00% 80.53% 70.13%
135 Cydonia 24B V4.1 72.49% 95.00% 49.98% 72.68%
136 Gemma 3 4B 72.28% 70.00% 74.56% 66.33%
137 Arcee AI: Trinity Mini 70.59% 60.00% 81.18% 67.68%
138 Qwen 2.5 72B 68.95% 70.00% 67.91% 73.17%
139 Ministral 3 3B 68.10% 100.00% 36.20% 65.02%
140 Cohere Command R+ (Aug. 2024) 66.58% 60.00% 73.15% 67.04%
141 LFM2 24B 64.64% 65.00% 64.28% 57.93%
142 Llama 3.1 8B 64.06% 55.00% 73.13% 61.44%
143 Rocinante 12B 63.45% 75.00% 51.90% 54.02%
144 ByteDance Seed 1.6 Flash 61.23% 40.00% 82.45% 71.22%
145 Qwen3 235B A22B Instruct 2507 60.83% 75.00% 46.67% 78.07%
146 Mistral Small 4 (Reasoning) 60.53% 50.00% 71.06% 79.48%
147 Writer: Palmyra X5 56.58% 70.00% 43.16% 78.11%
148 Ministral 8B 53.91% 55.00% 52.81% 63.77%
149 Mistral Small 4 51.96% 55.00% 48.93% 75.23%
150 Mistral Medium 3.1 49.50% 50.00% 49.00% 76.08%
151 Ministral 3 8B 48.96% 50.00% 47.92% 69.98%
152 Llama 3.1 Nemotron 70B 46.80% 60.00% 33.61% 74.70%
153 Ministral 3B 42.25% 25.00% 59.49% 59.25%
154 Mistral Small Creative 41.85% 50.00% 33.69% 73.27%
155 Ministral 3 14B 30.00% 50.00% 10.00% 70.45%