Structural Counting

Subcategory of Utility. 155 models scored.

Model Leaderboard

All models ranked by their Structural Counting subcategory score.

# Model Structural Counting Utility Overall
1 Qwen3.7 Max 100.00% 99.54% 95.75%
2 Claude Opus 4.6 (Reasoning) 100.00% 98.93% 95.02%
3 Qwen3.6 Max Preview 100.00% 98.34% 94.54%
4 Gemini 3.1 Pro (Preview) 100.00% 99.91% 94.37%
5 GPT-5.4 (Reasoning) 100.00% 96.89% 93.24%
6 Claude Opus 4.7 (Reasoning) 100.00% 97.87% 93.23%
7 GPT-5.5 (Reasoning) 100.00% 96.60% 92.98%
8 GPT-5.5 (Reasoning, Low) 100.00% 96.36% 92.59%
9 MoonshotAI: Kimi K2.6 100.00% 97.42% 92.31%
10 Claude Opus 4.8 (Reasoning) 100.00% 99.26% 92.22%
11 Qwen 3.5 397B A17B 100.00% 97.50% 91.73%
12 Qwen 3.5 122B 100.00% 96.36% 91.53%
13 Grok 4.20 (Beta, Reasoning) 100.00% 95.41% 91.49%
14 GPT-5.4 (Reasoning, Low) 100.00% 95.32% 91.41%
15 MoonshotAI: Kimi K2.5 100.00% 96.63% 91.04%
16 Qwen 3.5 27B 100.00% 95.67% 90.85%
17 Gemini 3 Flash (Preview, Reasoning) 100.00% 97.20% 90.50%
18 Aion 2.0 100.00% 90.91% 89.21%
19 Qwen 3.6 35B 100.00% 96.20% 89.05%
20 Gemini 3 Pro (Preview) 100.00% 96.14% 88.79%
21 Gemini 2.5 Pro 100.00% 92.18% 88.53%
22 Qwen 3.5 35B 100.00% 96.42% 88.00%
23 Qwen 3.5 Flash 100.00% 96.11% 86.38%
24 Claude Sonnet 4.6 (Reasoning) 99.00% 97.88% 93.66%
25 Qwen 3.6 Flash 98.00% 96.09% 90.65%
26 Z.AI GLM 4.6 98.00% 88.58% 89.11%
27 Gemini 3.5 Flash (Reasoning) 97.50% 98.86% 94.08%
28 Gemma 4 31B (Reasoning) 97.50% 96.32% 91.71%
29 Qwen 3.5 Plus (2026-04-20) 97.50% 96.42% 91.51%
30 o4 Mini High 97.50% 98.67% 90.29%
31 GPT-5.2 97.00% 96.22% 90.26%
32 Gemini 2.5 Flash Lite (Reasoning) 96.50% 89.63% 85.75%
33 Z.AI GLM 5 Turbo 96.00% 96.36% 94.27%
34 Qwen 3.6 27B 95.50% 94.32% 89.72%
35 Qwen 3.5 9B 95.50% 94.02% 86.05%
36 Z.AI GLM 5.1 95.00% 97.51% 94.37%
37 Gemma 4 26B (Reasoning) 95.00% 95.69% 91.49%
38 Z.AI GLM 5 95.00% 94.11% 91.23%
39 DeepSeek V4 Flash (Reasoning) 95.00% 87.53% 89.01%
40 Qwen3 235B A22B Instruct 2507 95.00% 83.15% 80.10%
41 Llama 3.1 Nemotron 70B 94.50% 88.31% 74.70%
42 GPT-5 Mini 94.00% 98.39% 92.62%
43 Claude Opus 4.8 (Reasoning, Low) 94.00% 98.00% 92.14%
44 MiniMax M3 93.00% 93.59% 90.88%
45 Z.AI GLM 4.7 93.00% 94.31% 88.69%
46 o4 Mini 92.50% 96.31% 88.35%
47 Claude Opus 4.7 92.00% 95.77% 89.93%
48 GPT-5.1 91.50% 95.33% 92.54%
49 DeepSeek V4 Pro (Reasoning) 91.50% 93.24% 90.10%
50 GPT-5.4 Nano (Reasoning) 91.00% 93.34% 81.36%
51 GPT-5.4 Mini (Reasoning) 90.50% 94.44% 90.65%
52 MiniMax M2.5 90.50% 90.42% 88.71%
53 GPT-5.4 Nano (Reasoning, Low) 90.50% 91.42% 79.48%
54 Gemini 2.5 Flash (Reasoning) 90.00% 82.25% 86.51%
55 ByteDance Seed 1.6 Flash 90.00% 84.16% 73.27%
56 Claude Opus 4 89.50% 88.81% 87.69%
57 Qwen 3.5 Plus (2026-02-15) 89.00% 86.65% 85.96%
58 MiniMax M2.7 88.00% 95.50% 89.10%
59 Grok 4.20 (Reasoning) 87.50% 92.61% 91.39%
60 ByteDance Seed 2.0 Lite 87.50% 92.23% 84.80%
61 GPT-4.1 85.50% 90.57% 88.68%
62 ByteDance Seed 2.0 Mini 85.50% 91.88% 86.91%
63 Nemotron 3 Super 85.00% 95.29% 84.56%
64 Grok 4 85.00% 89.67% 88.12%
65 GPT-5 Nano 85.00% 93.91% 82.60%
66 Stealth: Hunter Alpha 83.00% 84.63% 87.34%
67 Z.AI GLM 4.5 83.00% 79.19% 86.27%
68 Writer: Palmyra X5 83.00% 79.71% 79.57%
69 Gemini 3.1 Flash Lite (Preview) 82.00% 94.00% 85.87%
70 Claude Sonnet 4 82.00% 84.02% 88.72%
71 Gemini 3.1 Flash Lite (Reasoning) 81.50% 92.32% 86.41%
72 Gemini 3.1 Flash Lite 81.50% 92.77% 85.75%
73 Z.AI GLM 4.7 Flash 81.00% 88.98% 84.82%
74 Qwen 3 32B 80.50% 81.66% 82.21%
75 ByteDance Seed 1.6 80.00% 90.83% 90.70%
76 DeepSeek-V2 Chat 79.50% 83.82% 84.83%
77 GPT-4o, May 13th (temp=0) 78.00% 83.13% 85.36%
78 Xiaomi MIMO v2.5 Pro 77.00% 82.62% 87.36%
79 Stealth: Aurora Alpha 77.00% 92.59% 83.79%
80 GPT-5 76.50% 93.53% 91.93%
81 Claude Sonnet 4.6 76.00% 88.52% 91.15%
82 Mistral Small 4 (Reasoning) 76.00% 85.61% 82.39%
83 GPT-OSS 120B 75.50% 92.03% 86.44%
84 Gemini 2.5 Flash Lite 74.00% 80.14% 81.08%
85 Inception Mercury 2 73.50% 92.86% 83.85%
86 Grok 4.3 (Reasoning) 73.50% 92.94% 93.60%
87 Claude Opus 4.5 72.50% 89.84% 89.69%
88 Mistral Large 3 72.00% 84.91% 85.43%
89 Xiaomi MIMO v2.5 71.50% 81.15% 85.05%
90 Stealth: Healer Alpha 71.00% 82.30% 85.93%
91 Claude Haiku 4.5 70.50% 72.48% 85.14%
92 Claude Opus 4.6 70.00% 90.72% 92.35%
93 DeepSeek V3.2 70.00% 81.58% 82.25%
94 Mistral Large 69.50% 73.04% 80.15%
95 Gemma 3 12B 69.50% 79.28% 78.41%
96 Gemma 4 31B 69.00% 86.69% 86.91%
97 Claude Sonnet 4.5 68.00% 83.78% 88.03%
98 Llama 3.1 70B 68.00% 81.03% 78.40%
99 GPT-5.4 Mini (Reasoning, Low) 67.50% 88.49% 85.75%
100 Gemini 3.5 Flash (Reasoning, Minimal) 67.00% 83.90% 86.47%
101 Mistral Large 2 66.00% 69.19% 82.41%
102 GPT-4.1 Mini 65.50% 82.30% 83.20%
103 Grok 4.1 Fast 64.50% 84.12% 89.55%
104 Z.AI GLM 4.5 Air 64.50% 76.57% 83.12%
105 Qwen 2.5 72B 64.00% 76.43% 75.46%
106 GPT-4o, May 13th (temp=1) 63.50% 80.69% 83.80%
107 DeepSeek V3 (2024-12-26) 62.50% 81.87% 83.68%
108 DeepSeek V4 Flash 62.00% 83.26% 82.02%
109 Grok 4.20 (Beta) 60.50% 82.15% 83.85%
110 GPT-4o, Aug. 6th (temp=1) 60.50% 82.44% 82.62%
111 Inception Mercury 60.00% 87.38% 79.50%
112 Gemma 4 26B 60.00% 83.17% 85.84%
113 Ministral 3 8B 60.00% 74.43% 71.76%
114 GPT-4o, Aug. 6th (temp=0) 59.50% 82.11% 82.45%
115 DeepSeek V3.1 59.50% 76.65% 82.39%
116 Mistral Small 4 59.50% 78.28% 76.46%
117 Grok 4.20 58.50% 84.11% 81.70%
118 Ministral 3 14B 55.50% 79.03% 72.54%
119 Mistral NeMO 54.50% 51.55% 65.04%
120 Gemini 2.5 Flash 54.00% 61.45% 80.60%
121 WizardLM 2 8x22b 53.50% 67.14% 71.06%
122 DeepSeek V3 (2025-03-24) 53.50% 80.62% 81.99%
123 GPT-4o Mini (temp=1) 53.00% 82.16% 79.08%
124 DeepSeek V4 Pro 52.50% 77.57% 82.63%
125 Hermes 3 70B 52.50% 61.15% 72.57%
126 GPT-4.1 Nano 52.50% 68.45% 71.94%
127 GPT-5.4 Nano 51.50% 78.57% 74.40%
128 Mistral Small Creative 51.00% 76.28% 73.27%
129 Nemotron 3 Nano 50.50% 86.00% 77.73%
130 Ministral 3 3B 50.00% 72.38% 67.22%
131 Arcee AI: Trinity Mini 49.50% 59.94% 70.90%
132 Gemini 3 Flash (Preview) 48.00% 86.39% 85.35%
133 Ministral 3B 47.50% 49.17% 61.29%
134 Claude 3.7 Sonnet 47.00% 62.54% 83.39%
135 Cydonia 24B V4.1 46.50% 69.32% 75.09%
136 Skyfall 36B V2 46.50% 52.53% 65.76%
137 Llama 3.1 8B 46.50% 74.82% 63.35%
138 GPT-5.4 45.50% 81.95% 84.32%
139 GPT-4o Mini (temp=0) 45.00% 81.43% 78.29%
140 Arcee AI: Trinity Large (Preview) 44.50% 60.74% 73.33%
141 Claude 3 Haiku 44.50% 68.47% 71.19%
142 Rocinante 12B 43.50% 48.47% 54.54%
143 Gemma 3 27B 43.00% 76.82% 77.85%
144 Cohere Command R+ (Aug. 2024) 42.00% 59.51% 69.03%
145 Mistral Medium 3.1 39.00% 80.13% 77.83%
146 LFM2 24B 38.50% 69.48% 58.77%
147 GPT-5.5 37.50% 81.88% 89.09%
148 Claude 3.5 Sonnet 37.00% 76.75% 84.24%
149 Hermes 3 405B 37.00% 69.02% 82.86%
150 Ministral 8B 33.50% 46.82% 64.87%
151 Grok 4 Fast 32.50% 76.76% 86.15%
152 GPT-5.4 Mini 32.50% 79.37% 82.43%
153 Gemma 3 4B 31.00% 60.30% 68.57%
154 Grok 4.3 27.50% 66.41% 78.66%
155 Mistral Small 3.2 24B 23.50% 73.17% 78.58%