Structural Counting

Subcategory of Utility. 202 models scored.

Model Leaderboard

All models ranked by their Structural Counting subcategory score.

# Model Structural Counting Utility Overall
1 Claude Opus 5.5 (Reasoning) 100.00% 98.84% 96.43%
2 Qwen 3.8 Max (Reasoning, XHigh) 100.00% 100.00% 96.21%
3 GPT-6.1 Sol (Reasoning, Medium) 100.00% 99.97% 95.88%
4 Gemini 3.8 Flash (Reasoning, Medium) 100.00% 99.20% 95.72%
5 Muse Wonder (Reasoning, Medium) 100.00% 99.83% 95.47%
6 Claude Opus 4.6 (Reasoning) 100.00% 98.93% 95.06%
7 Gemini 3.6 Flash (Reasoning) 100.00% 98.56% 94.90%
8 Gemini 3.7 Flash (Reasoning, Medium) 100.00% 97.86% 94.85%
9 Hy4 Preview (Reasoning, High) 100.00% 99.90% 94.80%
10 Muse Spark 1.2 (Reasoning, Medium) 100.00% 99.95% 94.71%
11 Qwen 3.7 Max 100.00% 99.54% 94.55%
12 DeepSeek V4.1 Flash (Reasoning, High) 100.00% 99.43% 94.30%
13 Gemini 3.1 Pro (Preview) 100.00% 99.91% 94.08%
14 GPT-5.4 (Reasoning) 100.00% 96.89% 93.85%
15 Muse Spark 1.1 (Reasoning, Medium) 100.00% 99.40% 93.81%
16 Gemini 4 Argon (Reasoning, Medium) 100.00% 98.11% 93.81%
17 Qwen 3.6 Max Preview 100.00% 98.34% 93.72%
18 GPT-5.5 (Reasoning, Medium) 100.00% 96.60% 93.72%
19 Kimi K2.6 100.00% 97.42% 92.57%
20 Claude Opus 4.7 (Reasoning) 100.00% 97.87% 92.53%
21 GPT-5.5 (Reasoning, Low) 100.00% 96.36% 92.51%
22 Claude Opus 4.8 (Reasoning) 100.00% 99.26% 92.33%
23 Mistral Large 4.0 (Reasoning) 100.00% 97.35% 92.14%
24 Aion 3.5 (Reasoning, High) 100.00% 95.78% 91.90%
25 Muse Spark 1.1 (Reasoning, Minimal) 100.00% 98.38% 91.43%
26 Qwen 3.5 397B A17B 100.00% 97.50% 91.09%
27 GPT-5.4 (Reasoning, Low) 100.00% 95.32% 90.91%
28 Kimi K2.5 100.00% 96.63% 90.86%
29 Qwen 3.5 122B 100.00% 96.36% 90.32%
30 DeepSeek V4 Pro 0813 (Reasoning, High) 100.00% 97.90% 90.21%
31 Claude Sonnet 5 (Reasoning, Low) 100.00% 93.53% 90.16%
32 Qwen 3.5 27B 100.00% 95.67% 90.05%
33 Gemini 3 Flash (Preview, Reasoning) 100.00% 97.20% 89.93%
34 Muse Glimmer 30B (Reasoning, Medium) 100.00% 96.62% 88.81%
35 Gemini 2.5 Pro 100.00% 92.18% 88.44%
36 Qwen 3.6 35B 100.00% 96.20% 87.66%
37 Qwen 3.5 35B 100.00% 96.42% 87.01%
38 Aion 2.0 100.00% 90.91% 86.66%
39 Qwen 3.5 Flash 100.00% 96.11% 85.66%
40 Claude Sonnet 4.6 (Reasoning) 99.00% 97.88% 93.64%
41 Qwen 3.8 27B (Reasoning, XHigh) 99.00% 99.36% 92.91%
42 Claude Sonnet 5 (Reasoning) 99.00% 92.87% 90.40%
43 Claude Sonnet 5 99.00% 88.57% 87.34%
44 Qwen 3.6 Flash 98.00% 96.09% 89.31%
45 Z.AI GLM 4.6 98.00% 88.58% 87.64%
46 Mistral Large 4.0 98.00% 84.57% 84.72%
47 Z.AI GLM 5.3 (Reasoning, Max) 97.50% 98.44% 95.20%
48 Z.AI GLM 5.3 Flash (Reasoning, Max) 97.50% 98.50% 94.28%
49 Qwen 3.8 Flash (Reasoning) 97.50% 99.39% 94.24%
50 Gemini 3.5 Flash (Reasoning) 97.50% 98.86% 93.35%
51 Thinking Machines Inkling (Reasoning) 97.50% 93.19% 90.78%
52 Qwen 3.5 Plus (2026-04-20) 97.50% 96.42% 89.79%
53 Gemma 4 31B (Reasoning) 97.50% 96.32% 89.64%
54 Claude Haiku 5.5 (Adaptive) 97.50% 91.83% 89.37%
55 o4 Mini High 97.50% 98.67% 88.78%
56 Qwen 3.7 Flash (Reasoning) 97.50% 96.06% 88.56%
57 GPT-5.6 Terra (Reasoning, Medium) 97.00% 95.58% 92.49%
58 GPT-5.2 97.00% 96.22% 89.45%
59 DeepSeek V4 Flash 0731 (Reasoning, High) 97.00% 94.25% 87.97%
60 Aion 3.5 Mini (Reasoning, High) 96.50% 95.21% 92.36%
61 Gemini 2.5 Flash Lite (Reasoning) 96.50% 89.63% 83.10%
62 Z.AI GLM 5 Turbo 96.00% 96.36% 93.29%
63 Aion 3.0 96.00% 93.57% 88.78%
64 Qwen 3.6 27B 95.50% 94.32% 88.33%
65 Qwen 3.5 9B 95.50% 94.02% 84.05%
66 Z.AI GLM 5.1 95.00% 97.51% 93.74%
67 Kimi K3 (Reasoning, High) 95.00% 96.19% 92.99%
68 Z.AI GLM 5 95.00% 94.11% 89.60%
69 Gemma 4 26B (Reasoning) 95.00% 95.69% 89.02%
70 DeepSeek V4 Flash (Reasoning) 95.00% 87.53% 88.06%
71 Qwen 3 235B A22B Instruct 2507 95.00% 83.15% 78.07%
72 Muse Spark 1.3 (Reasoning, Medium) 94.50% 98.62% 94.06%
73 Z.AI GLM 5.2 (Reasoning, High) 94.00% 96.31% 93.41%
74 Claude Opus 4.8 (Reasoning, Low) 94.00% 98.00% 91.89%
75 GPT-5 Mini 94.00% 98.39% 91.31%
76 Claude Sonnet 5.5 (Reasoning) 93.50% 94.61% 92.77%
77 MiniMax M3 93.00% 93.59% 90.45%
78 Z.AI GLM 4.7 93.00% 94.31% 87.67%
79 Xiaomi MIMO v2.6 Pro 92.50% 95.96% 91.50%
80 Thinking Machines Inkling Small (Reasoning, High) 92.50% 92.99% 87.39%
81 o4 Mini 92.50% 96.31% 86.56%
82 Claude Opus 4.7 92.00% 95.77% 89.90%
83 Aion 3.0 Mini 92.00% 90.76% 83.69%
84 GPT-5.1 91.50% 95.33% 90.73%
85 DeepSeek V4 Pro (Reasoning) 91.50% 93.24% 89.28%
86 GPT-5.4 Nano (Reasoning) 91.00% 93.34% 80.02%
87 Ember-1 (Reasoning, Max) 90.50% 96.47% 95.52%
88 GPT-5.4 Mini (Reasoning) 90.50% 94.44% 89.82%
89 MiniMax M2.5 90.50% 90.42% 86.71%
90 GPT-5.4 Nano (Reasoning, Low) 90.50% 91.42% 77.46%
91 GPT-5.6 Sol (Reasoning, Medium) 90.00% 97.51% 95.15%
92 Gemini 2.5 Flash (Reasoning) 90.00% 82.25% 84.14%
93 Laguna S 2.1 90.00% 81.67% 79.99%
94 ByteDance Seed 1.6 Flash 90.00% 84.16% 70.92%
95 Claude Opus 4 89.50% 88.81% 87.22%
96 Claude Haiku 5.5 (Reasoning, Low) 89.50% 89.31% 84.75%
97 Claude Haiku 5.5 (Reasoning, Medium) 89.50% 88.53% 84.17%
98 Kimi K3 (Reasoning, Low) 89.00% 94.04% 92.07%
99 Qwen 3.5 Plus (2026-02-15) 89.00% 86.65% 86.17%
100 MiniMax M2.7 88.00% 95.50% 86.23%
101 Grok 4.20 (Reasoning) 87.50% 92.61% 90.87%
102 ByteDance Seed 2.0 Lite 87.50% 92.23% 84.27%
103 GPT-4.1 85.50% 90.57% 86.82%
104 ByteDance Seed 2.0 Mini 85.50% 91.88% 85.69%
105 Nemotron 3 Super 85.00% 95.29% 81.69%
106 GPT-5 Nano 85.00% 93.91% 80.16%
107 Z.AI GLM 5.3 Flash (Reasoning, Low) 84.00% 90.95% 88.76%
108 Z.AI GLM 4.5 83.00% 79.19% 84.95%
109 Writer: Palmyra X5 83.00% 79.71% 78.11%
110 Gemini 3.1 Flash Lite (Preview) 82.00% 94.00% 85.41%
111 Claude Sonnet 4 82.00% 84.02% 87.64%
112 Gemini 3.1 Flash Lite (Reasoning) 81.50% 92.32% 85.91%
113 Gemini 3.1 Flash Lite 81.50% 92.77% 85.09%
114 Gemini 3.5 Flash Lite (Reasoning) 81.50% 85.46% 84.34%
115 Z.AI GLM 4.7 Flash 81.00% 88.98% 82.21%
116 Qwen 3 32B 80.50% 81.66% 79.37%
117 ByteDance Seed 1.6 80.00% 90.83% 89.59%
118 DeepSeek-V2 Chat 79.50% 83.82% 84.09%
119 Gemini 3.5 Flash Lite (Reasoning, Minimal) 79.00% 84.58% 84.45%
120 Claude Opus 5 78.50% 90.50% 89.97%
121 GPT-5.6 Luna (Reasoning, Medium) 77.50% 92.18% 90.61%
122 Claude Opus 5 (Reasoning) 77.00% 93.39% 91.15%
123 Xiaomi MIMO v2.5 Pro 77.00% 82.62% 86.05%
124 GPT-5 76.50% 93.53% 91.48%
125 Claude Sonnet 4.6 76.00% 88.52% 90.66%
126 Mistral Small 4 (Reasoning) 76.00% 85.61% 79.48%
127 Xiaomi MIMO v2.6 Flash 75.50% 88.05% 87.31%
128 GPT-OSS 120B 75.50% 92.03% 84.81%
129 Gemini 2.5 Flash Lite 74.00% 80.14% 79.91%
130 Inception Mercury 2 73.50% 92.86% 81.99%
131 Claude Opus 5 (Reasoning, Low) 73.50% 92.75% 92.06%
132 Grok 4.3 (Reasoning) 73.50% 92.94% 90.99%
133 GPT-6 Luna (Reasoning, High) 73.00% 92.68% 93.95%
134 Grok 4.7 (Reasoning, High) 73.00% 91.12% 92.62%
135 Claude Opus 4.5 72.50% 89.84% 89.60%
136 GPT-6 Luna (Reasoning, Medium) 72.00% 91.17% 92.40%
137 Mistral Large 3 72.00% 84.91% 84.29%
138 Xiaomi MIMO v2.5 71.50% 81.15% 83.95%
139 Claude Haiku 4.5 70.50% 72.48% 83.36%
140 Claude Opus 4.6 70.00% 90.72% 92.31%
141 DeepSeek V3.2 70.00% 81.58% 82.22%
142 Gemma 3 12B 69.50% 79.28% 76.07%
143 Laguna XS 2.1 69.50% 78.98% 75.42%
144 Gemma 4 31B 69.00% 86.69% 85.23%
145 Claude Sonnet 4.5 68.00% 83.78% 87.54%
146 Llama 3.1 70B 68.00% 81.03% 77.41%
147 GPT-5.4 Mini (Reasoning, Low) 67.50% 88.49% 83.57%
148 Gemini 3.5 Flash (Reasoning, Minimal) 67.00% 83.90% 85.88%
149 Mistral Large 2 66.00% 69.19% 81.50%
150 Thinking Machines Inkling 66.00% 65.97% 73.96%
151 GPT-4.1 Mini 65.50% 82.30% 81.40%
152 GPT-6 Sol (Reasoning, Medium) 65.00% 91.07% 92.63%
153 Gemini 3.6 Flash (Reasoning, Minimal) 65.00% 84.77% 86.68%
154 Z.AI GLM 4.5 Air 64.50% 76.57% 80.74%
155 Qwen 2.5 72B 64.00% 76.43% 73.17%
156 DeepSeek V3 (2024-12-26) 62.50% 81.87% 82.62%
157 DeepSeek V4 Flash 62.00% 83.26% 82.02%
158 GPT-4o, Aug. 6th (temp=1) 60.50% 82.44% 81.28%
159 Gemma 4 26B 60.00% 83.17% 84.89%
160 Ministral 3 8B 60.00% 74.43% 69.98%
161 DeepSeek V3.1 59.50% 76.65% 82.35%
162 GPT-4o, Aug. 6th (temp=0) 59.50% 82.11% 82.18%
163 Mistral Small 4 59.50% 78.28% 75.23%
164 Grok 4.20 58.50% 84.11% 81.21%
165 Ministral 3 14B 55.50% 79.03% 70.45%
166 Mistral NeMO 54.50% 51.55% 63.80%
167 Grok 4.5 (Reasoning, Low) 54.00% 82.63% 90.94%
168 Gemini 2.5 Flash 54.00% 61.45% 80.61%
169 WizardLM 2 8x22b 53.50% 67.14% 71.45%
170 DeepSeek V3 (2025-03-24) 53.50% 80.62% 79.93%
171 GPT-4o Mini (temp=1) 53.00% 82.16% 77.82%
172 Grok 4.5 (Reasoning, High) 52.50% 86.69% 94.12%
173 DeepSeek V4 Pro 52.50% 77.57% 82.05%
174 GPT-4.1 Nano 52.50% 68.45% 69.90%
175 Hermes 3 70B 52.50% 61.15% 69.74%
176 GPT-5.4 Nano 51.50% 78.57% 72.16%
177 Mistral Medium 3.5 51.00% 72.28% 84.52%
178 Nemotron 3 Nano 50.50% 86.00% 74.50%
179 Ministral 3 3B 50.00% 72.38% 65.02%
180 Arcee AI: Trinity Mini 49.50% 59.94% 67.68%
181 Mistral Medium 3.5 (Reasoning) 48.50% 74.19% 85.32%
182 Gemini 3 Flash (Preview) 48.00% 86.39% 85.47%
183 Ministral 3B 47.50% 49.17% 59.25%
184 Cydonia 24B V4.1 46.50% 69.32% 72.68%
185 GPT-5.4 45.50% 81.95% 84.31%
186 GPT-4o Mini (temp=0) 45.00% 81.43% 76.86%
187 Gemma 3 27B 43.00% 76.82% 75.70%
188 Cohere Command R+ (Aug. 2024) 42.00% 59.51% 67.04%
189 Mistral Medium 3.1 39.00% 80.13% 76.08%
190 GPT-5.5 37.50% 81.88% 89.37%
191 Hermes 3 405B 37.00% 69.02% 80.80%
192 Ministral 8B 33.50% 46.82% 63.77%
193 Grok 4.6 (Reasoning, High) 33.00% 83.88% 92.76%
194 GPT-5.6 Sol 32.50% 80.44% 90.76%
195 GPT-5.4 Mini 32.50% 79.37% 80.45%
196 Gemma 3 4B 31.00% 60.30% 66.33%
197 Grok 4.3 27.50% 66.41% 78.00%
198 GPT-5.6 Terra 27.00% 77.09% 88.23%
199 GPT-6 Sol 26.00% 81.18% 90.05%
200 GPT-5.6 Luna 25.00% 75.00% 85.06%
201 Mistral Small 3.2 24B 23.50% 73.17% 77.36%
202 GPT-6 Luna 20.00% 69.00% 83.73%