Structural Counting

Subcategory of Utility. 161 models scored.

Model Leaderboard

All models ranked by their Structural Counting subcategory score.

# Model Structural Counting Utility Overall
1 Claude Opus 4.6 (Reasoning) 100.00% 98.93% 95.06%
2 Gemini 3.6 Flash (Reasoning) 100.00% 98.56% 94.90%
3 Qwen3.7 Max 100.00% 99.54% 94.55%
4 Gemini 3.1 Pro (Preview) 100.00% 99.91% 94.08%
5 GPT-5.4 (Reasoning) 100.00% 96.89% 93.85%
6 Muse Spark 1.1 (Reasoning, Medium) 100.00% 99.40% 93.81%
7 Qwen3.6 Max Preview 100.00% 98.34% 93.72%
8 GPT-5.5 (Reasoning) 100.00% 96.60% 93.72%
9 MoonshotAI: Kimi K2.6 100.00% 97.42% 92.57%
10 Claude Opus 4.7 (Reasoning) 100.00% 97.87% 92.53%
11 GPT-5.5 (Reasoning, Low) 100.00% 96.36% 92.51%
12 Claude Opus 4.8 (Reasoning) 100.00% 99.26% 92.33%
13 Muse Spark 1.1 (Reasoning, Minimal) 100.00% 98.38% 91.43%
14 Qwen 3.5 397B A17B 100.00% 97.50% 91.09%
15 GPT-5.4 (Reasoning, Low) 100.00% 95.32% 90.91%
16 MoonshotAI: Kimi K2.5 100.00% 96.63% 90.86%
17 Qwen 3.5 122B 100.00% 96.36% 90.32%
18 Claude Sonnet 5 (Reasoning, Low) 100.00% 93.53% 90.16%
19 Qwen 3.5 27B 100.00% 95.67% 90.05%
20 Gemini 3 Flash (Preview, Reasoning) 100.00% 97.20% 89.93%
21 Gemini 2.5 Pro 100.00% 92.18% 88.44%
22 Qwen 3.6 35B 100.00% 96.20% 87.66%
23 Qwen 3.5 35B 100.00% 96.42% 87.01%
24 Aion 2.0 100.00% 90.91% 86.66%
25 Qwen 3.5 Flash 100.00% 96.11% 85.66%
26 Claude Sonnet 4.6 (Reasoning) 99.00% 97.88% 93.64%
27 Claude Sonnet 5 (Reasoning) 99.00% 92.87% 90.40%
28 Claude Sonnet 5 99.00% 88.57% 87.34%
29 Qwen 3.6 Flash 98.00% 96.09% 89.31%
30 Z.AI GLM 4.6 98.00% 88.58% 87.64%
31 Gemini 3.5 Flash (Reasoning) 97.50% 98.86% 93.35%
32 Thinking Machines Inkling (Reasoning) 97.50% 93.19% 90.78%
33 Qwen 3.5 Plus (2026-04-20) 97.50% 96.42% 89.79%
34 Gemma 4 31B (Reasoning) 97.50% 96.32% 89.64%
35 o4 Mini High 97.50% 98.67% 88.78%
36 GPT-5.6 Terra (Reasoning) 97.00% 95.58% 92.49%
37 GPT-5.2 97.00% 96.22% 89.45%
38 Gemini 2.5 Flash Lite (Reasoning) 96.50% 89.63% 83.10%
39 Z.AI GLM 5 Turbo 96.00% 96.36% 93.29%
40 Aion 3.0 96.00% 93.57% 88.78%
41 Qwen 3.6 27B 95.50% 94.32% 88.33%
42 Qwen 3.5 9B 95.50% 94.02% 84.05%
43 Z.AI GLM 5.1 95.00% 97.51% 93.74%
44 MoonshotAI: Kimi K3 (Reasoning, High) 95.00% 96.19% 92.99%
45 Z.AI GLM 5 95.00% 94.11% 89.60%
46 Gemma 4 26B (Reasoning) 95.00% 95.69% 89.02%
47 DeepSeek V4 Flash (Reasoning) 95.00% 87.53% 88.06%
48 Qwen3 235B A22B Instruct 2507 95.00% 83.15% 78.07%
49 Z.AI GLM 5.2 (Reasoning, High) 94.00% 96.31% 93.41%
50 Claude Opus 4.8 (Reasoning, Low) 94.00% 98.00% 91.89%
51 GPT-5 Mini 94.00% 98.39% 91.31%
52 MiniMax M3 93.00% 93.59% 90.45%
53 Z.AI GLM 4.7 93.00% 94.31% 87.67%
54 o4 Mini 92.50% 96.31% 86.56%
55 Claude Opus 4.7 92.00% 95.77% 89.90%
56 Aion 3.0 Mini 92.00% 90.76% 83.69%
57 GPT-5.1 91.50% 95.33% 90.73%
58 DeepSeek V4 Pro (Reasoning) 91.50% 93.24% 89.28%
59 GPT-5.4 Nano (Reasoning) 91.00% 93.34% 80.02%
60 GPT-5.4 Mini (Reasoning) 90.50% 94.44% 89.82%
61 MiniMax M2.5 90.50% 90.42% 86.71%
62 GPT-5.4 Nano (Reasoning, Low) 90.50% 91.42% 77.46%
63 GPT-5.6 Sol (Reasoning) 90.00% 97.51% 95.15%
64 Gemini 2.5 Flash (Reasoning) 90.00% 82.25% 84.14%
65 Laguna S 2.1 90.00% 81.67% 79.98%
66 ByteDance Seed 1.6 Flash 90.00% 84.16% 70.92%
67 Claude Opus 4 89.50% 88.81% 87.22%
68 MoonshotAI: Kimi K3 (Reasoning, Low) 89.00% 94.04% 92.07%
69 Qwen 3.5 Plus (2026-02-15) 89.00% 86.65% 86.17%
70 MiniMax M2.7 88.00% 95.50% 86.23%
71 Grok 4.20 (Reasoning) 87.50% 92.61% 90.87%
72 ByteDance Seed 2.0 Lite 87.50% 92.23% 84.27%
73 GPT-4.1 85.50% 90.57% 86.82%
74 ByteDance Seed 2.0 Mini 85.50% 91.88% 85.69%
75 Nemotron 3 Super 85.00% 95.29% 81.69%
76 GPT-5 Nano 85.00% 93.91% 80.16%
77 Z.AI GLM 4.5 83.00% 79.19% 84.95%
78 Writer: Palmyra X5 83.00% 79.71% 78.11%
79 Gemini 3.1 Flash Lite (Preview) 82.00% 94.00% 85.41%
80 Claude Sonnet 4 82.00% 84.02% 87.64%
81 Gemini 3.1 Flash Lite (Reasoning) 81.50% 92.32% 85.91%
82 Gemini 3.1 Flash Lite 81.50% 92.77% 85.09%
83 Gemini 3.5 Flash Lite (Reasoning) 81.50% 85.46% 84.34%
84 Z.AI GLM 4.7 Flash 81.00% 88.98% 82.21%
85 Qwen 3 32B 80.50% 81.66% 79.37%
86 ByteDance Seed 1.6 80.00% 90.83% 89.59%
87 DeepSeek-V2 Chat 79.50% 83.82% 84.09%
88 Gemini 3.5 Flash Lite (Reasoning, Minimal) 79.00% 84.58% 84.45%
89 Claude Opus 5 78.50% 90.50% 89.97%
90 GPT-5.6 Luna (Reasoning) 77.50% 92.18% 90.61%
91 Claude Opus 5 (Reasoning) 77.00% 93.39% 91.15%
92 Xiaomi MIMO v2.5 Pro 77.00% 82.62% 86.05%
93 GPT-5 76.50% 93.53% 91.48%
94 Claude Sonnet 4.6 76.00% 88.52% 90.66%
95 Mistral Small 4 (Reasoning) 76.00% 85.61% 79.48%
96 GPT-OSS 120B 75.50% 92.03% 84.81%
97 Gemini 2.5 Flash Lite 74.00% 80.14% 79.91%
98 Inception Mercury 2 73.50% 92.86% 81.99%
99 Claude Opus 5 (Reasoning, Low) 73.50% 92.75% 92.06%
100 Grok 4.3 (Reasoning) 73.50% 92.94% 90.99%
101 Claude Opus 4.5 72.50% 89.84% 89.60%
102 Mistral Large 3 72.00% 84.91% 84.29%
103 Xiaomi MIMO v2.5 71.50% 81.15% 83.95%
104 Claude Haiku 4.5 70.50% 72.48% 83.36%
105 Claude Opus 4.6 70.00% 90.72% 92.31%
106 DeepSeek V3.2 70.00% 81.58% 82.22%
107 Gemma 3 12B 69.50% 79.28% 76.07%
108 Laguna XS 2.1 69.50% 78.98% 75.42%
109 Gemma 4 31B 69.00% 86.69% 85.23%
110 Claude Sonnet 4.5 68.00% 83.78% 87.54%
111 Llama 3.1 70B 68.00% 81.03% 77.41%
112 GPT-5.4 Mini (Reasoning, Low) 67.50% 88.49% 83.57%
113 Gemini 3.5 Flash (Reasoning, Minimal) 67.00% 83.90% 85.88%
114 Mistral Large 2 66.00% 69.19% 81.50%
115 Thinking Machines Inkling 66.00% 65.97% 73.96%
116 GPT-4.1 Mini 65.50% 82.30% 81.40%
117 Gemini 3.6 Flash (Reasoning, Minimal) 65.00% 84.77% 86.68%
118 Z.AI GLM 4.5 Air 64.50% 76.57% 80.74%
119 Qwen 2.5 72B 64.00% 76.43% 73.17%
120 DeepSeek V3 (2024-12-26) 62.50% 81.87% 82.62%
121 DeepSeek V4 Flash 62.00% 83.26% 82.02%
122 GPT-4o, Aug. 6th (temp=1) 60.50% 82.44% 81.28%
123 Gemma 4 26B 60.00% 83.17% 84.89%
124 Ministral 3 8B 60.00% 74.43% 69.98%
125 DeepSeek V3.1 59.50% 76.65% 82.35%
126 GPT-4o, Aug. 6th (temp=0) 59.50% 82.11% 82.18%
127 Mistral Small 4 59.50% 78.28% 75.23%
128 Grok 4.20 58.50% 84.11% 81.21%
129 Ministral 3 14B 55.50% 79.03% 70.45%
130 Mistral NeMO 54.50% 51.55% 63.80%
131 Grok 4.5 (Reasoning, Low) 54.00% 82.63% 90.94%
132 Gemini 2.5 Flash 54.00% 61.45% 80.61%
133 WizardLM 2 8x22b 53.50% 67.14% 71.45%
134 DeepSeek V3 (2025-03-24) 53.50% 80.62% 79.93%
135 GPT-4o Mini (temp=1) 53.00% 82.16% 77.82%
136 Grok 4.5 (Reasoning, High) 52.50% 86.69% 94.12%
137 DeepSeek V4 Pro 52.50% 77.57% 82.05%
138 GPT-4.1 Nano 52.50% 68.45% 69.90%
139 Hermes 3 70B 52.50% 61.15% 69.74%
140 GPT-5.4 Nano 51.50% 78.57% 72.16%
141 Nemotron 3 Nano 50.50% 86.00% 74.50%
142 Ministral 3 3B 50.00% 72.38% 65.02%
143 Arcee AI: Trinity Mini 49.50% 59.94% 67.68%
144 Gemini 3 Flash (Preview) 48.00% 86.39% 85.47%
145 Ministral 3B 47.50% 49.17% 59.25%
146 Cydonia 24B V4.1 46.50% 69.32% 72.68%
147 GPT-5.4 45.50% 81.95% 84.31%
148 GPT-4o Mini (temp=0) 45.00% 81.43% 76.86%
149 Gemma 3 27B 43.00% 76.82% 75.70%
150 Cohere Command R+ (Aug. 2024) 42.00% 59.51% 67.04%
151 Mistral Medium 3.1 39.00% 80.13% 76.08%
152 GPT-5.5 37.50% 81.88% 89.37%
153 Hermes 3 405B 37.00% 69.02% 80.80%
154 Ministral 8B 33.50% 46.82% 63.77%
155 GPT-5.6 Sol 32.50% 80.44% 90.76%
156 GPT-5.4 Mini 32.50% 79.37% 80.45%
157 Gemma 3 4B 31.00% 60.30% 66.33%
158 Grok 4.3 27.50% 66.41% 78.00%
159 GPT-5.6 Terra 27.00% 77.09% 88.23%
160 GPT-5.6 Luna 25.00% 75.00% 85.06%
161 Mistral Small 3.2 24B 23.50% 73.17% 77.36%