Structural Integrity

Subcategory of Text Editing. 146 models scored.

Model Leaderboard

All models ranked by their Structural Integrity subcategory score.

# Model Structural Integrity Text Editing Overall
1 GPT-5.6 Sol (Reasoning) 100.00% 98.26% 95.15%
2 Claude Opus 4.6 (Reasoning) 100.00% 98.86% 95.06%
3 Qwen3.7 Max 100.00% 98.08% 94.55%
4 Grok 4.5 (Reasoning, High) 100.00% 98.73% 94.12%
5 Gemini 3.1 Pro (Preview) 100.00% 98.51% 94.08%
6 GPT-5.4 (Reasoning) 100.00% 98.42% 93.85%
7 Z.AI GLM 5.1 100.00% 98.90% 93.74%
8 Qwen3.6 Max Preview 100.00% 98.58% 93.72%
9 GPT-5.5 (Reasoning) 100.00% 98.79% 93.72%
10 Claude Sonnet 4.6 (Reasoning) 100.00% 98.30% 93.64%
11 Z.AI GLM 5.2 (Reasoning, High) 100.00% 98.90% 93.41%
12 Z.AI GLM 5 Turbo 100.00% 98.17% 93.29%
13 Claude Opus 4.7 (Reasoning) 100.00% 97.58% 92.53%
14 GPT-5.5 (Reasoning, Low) 100.00% 98.59% 92.51%
15 GPT-5.6 Terra (Reasoning) 100.00% 98.11% 92.49%
16 Claude Opus 4.8 (Reasoning) 100.00% 98.78% 92.33%
17 Claude Opus 4.6 100.00% 98.35% 92.31%
18 Claude Opus 4.8 (Reasoning, Low) 100.00% 98.71% 91.89%
19 GPT-5 100.00% 98.90% 91.48%
20 GPT-5 Mini 100.00% 97.13% 91.31%
21 Qwen 3.5 397B A17B 100.00% 98.05% 91.09%
22 Grok 4.5 (Reasoning, Low) 100.00% 98.54% 90.94%
23 GPT-5.4 (Reasoning, Low) 100.00% 98.01% 90.91%
24 Grok 4.20 (Reasoning) 100.00% 98.83% 90.87%
25 GPT-5.6 Sol 100.00% 98.43% 90.76%
26 GPT-5.1 100.00% 98.54% 90.73%
27 Claude Sonnet 4.6 100.00% 96.37% 90.66%
28 GPT-5.6 Luna (Reasoning) 100.00% 97.77% 90.61%
29 MiniMax M3 100.00% 97.51% 90.45%
30 Claude Sonnet 5 (Reasoning) 100.00% 97.89% 90.40%
31 Claude Sonnet 5 (Reasoning, Low) 100.00% 97.93% 90.16%
32 Qwen 3.5 27B 100.00% 98.69% 90.05%
33 Gemini 3 Flash (Preview, Reasoning) 100.00% 98.12% 89.93%
34 Claude Opus 4.7 100.00% 97.55% 89.90%
35 Qwen 3.5 Plus (2026-04-20) 100.00% 97.70% 89.79%
36 Gemma 4 31B (Reasoning) 100.00% 98.83% 89.64%
37 Claude Opus 4.5 100.00% 97.69% 89.60%
38 Z.AI GLM 5 100.00% 98.59% 89.60%
39 ByteDance Seed 1.6 100.00% 98.40% 89.59%
40 GPT-5.2 100.00% 97.54% 89.45%
41 GPT-5.5 100.00% 98.20% 89.37%
42 DeepSeek V4 Pro (Reasoning) 100.00% 98.56% 89.28%
43 Gemma 4 26B (Reasoning) 100.00% 98.26% 89.02%
44 Gemini 2.5 Pro 100.00% 98.58% 88.44%
45 GPT-5.6 Terra 100.00% 98.21% 88.23%
46 Z.AI GLM 4.7 100.00% 98.22% 87.67%
47 Z.AI GLM 4.6 100.00% 97.78% 87.64%
48 Claude Sonnet 4 100.00% 99.13% 87.64%
49 Claude Sonnet 4.5 100.00% 99.02% 87.54%
50 Claude Sonnet 5 100.00% 97.65% 87.34%
51 Claude Opus 4 100.00% 97.25% 87.22%
52 GPT-4.1 100.00% 94.40% 86.82%
53 MiniMax M2.5 100.00% 96.02% 86.71%
54 Qwen 3.5 Plus (2026-02-15) 100.00% 98.10% 86.17%
55 Xiaomi MIMO v2.5 Pro 100.00% 95.96% 86.05%
56 Gemini 3.1 Flash Lite (Reasoning) 100.00% 96.90% 85.91%
57 Gemini 3.5 Flash (Reasoning, Minimal) 100.00% 98.26% 85.88%
58 Gemini 3 Flash (Preview) 100.00% 97.54% 85.47%
59 Gemini 3.1 Flash Lite (Preview) 100.00% 96.46% 85.41%
60 Gemma 4 31B 100.00% 98.56% 85.23%
61 Gemini 3.1 Flash Lite 100.00% 97.35% 85.09%
62 GPT-5.6 Luna 100.00% 95.60% 85.06%
63 Gemma 4 26B 100.00% 97.04% 84.89%
64 GPT-5.4 100.00% 96.73% 84.31%
65 Mistral Large 3 100.00% 94.09% 84.29%
66 Gemini 2.5 Flash (Reasoning) 100.00% 98.12% 84.14%
67 Xiaomi MIMO v2.5 100.00% 95.34% 83.95%
68 GPT-5.4 Mini (Reasoning, Low) 100.00% 92.63% 83.57%
69 Claude Haiku 4.5 100.00% 96.81% 83.36%
70 Gemini 2.5 Flash Lite (Reasoning) 100.00% 94.54% 83.10%
71 DeepSeek V3.2 100.00% 95.78% 82.22%
72 DeepSeek V4 Pro 100.00% 97.98% 82.05%
73 DeepSeek V4 Flash 100.00% 93.25% 82.02%
74 Mistral Large 2 100.00% 94.16% 81.50%
75 GPT-4.1 Mini 100.00% 95.62% 81.40%
76 Grok 4.20 100.00% 95.63% 81.21%
77 Hermes 3 405B 100.00% 89.14% 80.80%
78 Z.AI GLM 4.5 Air 100.00% 94.38% 80.74%
79 Gemini 2.5 Flash 100.00% 97.83% 80.61%
80 GPT-5.4 Mini 100.00% 90.60% 80.45%
81 GPT-5.4 Nano (Reasoning) 100.00% 83.32% 80.02%
82 Gemini 2.5 Flash Lite 100.00% 92.13% 79.91%
83 Writer: Palmyra X5 100.00% 91.20% 78.11%
84 Qwen3 235B A22B Instruct 2507 100.00% 91.75% 78.07%
85 Grok 4.3 100.00% 90.19% 78.00%
86 GPT-4o Mini (temp=1) 100.00% 85.78% 77.82%
87 GPT-5.4 Nano (Reasoning, Low) 100.00% 82.23% 77.46%
88 Mistral Small 3.2 24B 100.00% 89.48% 77.36%
89 GPT-4o Mini (temp=0) 100.00% 84.62% 76.86%
90 Mistral Medium 3.1 100.00% 93.77% 76.08%
91 Gemma 3 12B 100.00% 85.18% 76.07%
92 Gemma 3 27B 100.00% 86.63% 75.70%
93 Mistral Small 4 100.00% 91.00% 75.23%
94 Qwen 2.5 72B 100.00% 89.18% 73.17%
95 Cydonia 24B V4.1 100.00% 86.15% 72.68%
96 GPT-5.4 Nano 100.00% 79.22% 72.16%
97 Ministral 3 14B 100.00% 86.20% 70.45%
98 Ministral 3 8B 100.00% 78.52% 69.98%
99 GPT-4.1 Nano 100.00% 76.06% 69.90%
100 Gemma 3 4B 100.00% 78.38% 66.33%
101 Ministral 8B 100.00% 77.52% 63.77%
102 MoonshotAI: Kimi K2.6 98.81% 98.00% 92.57%
103 MoonshotAI: Kimi K2.5 98.81% 97.79% 90.86%
104 o4 Mini High 98.81% 94.36% 88.78%
105 Qwen 3.5 35B 98.81% 94.95% 87.01%
106 Z.AI GLM 4.5 98.81% 95.32% 84.95%
107 ByteDance Seed 2.0 Lite 98.81% 95.03% 84.27%
108 DeepSeek V3 (2024-12-26) 98.81% 93.58% 82.62%
109 DeepSeek V3 (2025-03-24) 98.81% 89.57% 79.93%
110 Mistral Small 4 (Reasoning) 98.81% 90.58% 79.48%
111 Grok 4.3 (Reasoning) 98.81% 97.64% 90.99%
112 Qwen 3.5 122B 98.81% 96.31% 90.32%
113 GPT-5.4 Mini (Reasoning) 98.81% 95.78% 89.82%
114 Qwen 3.6 Flash 98.81% 96.09% 89.31%
115 Qwen 3 32B 98.81% 89.95% 79.37%
116 o4 Mini 97.62% 90.61% 86.56%
117 MiniMax M2.7 97.62% 92.14% 86.23%
118 Qwen 3.6 27B 97.62% 93.97% 88.33%
119 Qwen 3.6 35B 97.62% 95.10% 87.66%
120 GPT-OSS 120B 97.62% 91.73% 84.81%
121 DeepSeek-V2 Chat 97.62% 90.90% 84.09%
122 Llama 3.1 70B 97.62% 92.10% 77.41%
123 ByteDance Seed 1.6 Flash 97.62% 91.64% 70.92%
124 Ministral 3B 97.62% 70.91% 59.25%
125 ByteDance Seed 2.0 Mini 96.43% 91.08% 85.69%
126 Ministral 3 3B 96.43% 69.80% 65.02%
127 Gemini 3.5 Flash (Reasoning) 96.43% 97.78% 93.35%
128 Aion 3.0 96.43% 97.73% 88.78%
129 Qwen 3.5 Flash 96.43% 92.80% 85.66%
130 Z.AI GLM 4.7 Flash 96.43% 85.82% 82.21%
131 GPT-4o, Aug. 6th (temp=0) 96.43% 93.77% 82.18%
132 Cohere Command R+ (Aug. 2024) 95.39% 68.40% 67.04%
133 DeepSeek V4 Flash (Reasoning) 95.24% 96.15% 88.06%
134 DeepSeek V3.1 95.24% 87.27% 82.35%
135 Aion 2.0 95.24% 95.34% 86.66%
136 GPT-5 Nano 95.24% 82.74% 80.16%
137 Aion 3.0 Mini 94.05% 93.65% 83.69%
138 Inception Mercury 2 94.05% 85.26% 81.99%
139 Mistral NeMO 93.21% 73.69% 63.80%
140 WizardLM 2 8x22b 93.12% 88.13% 71.45%
141 GPT-4o, Aug. 6th (temp=1) 92.86% 86.72% 81.28%
142 Qwen 3.5 9B 91.67% 85.35% 84.05%
143 Nemotron 3 Super 90.48% 86.34% 81.69%
144 Nemotron 3 Nano 87.00% 75.81% 74.50%
145 Arcee AI: Trinity Mini 85.71% 73.88% 67.68%
146 Hermes 3 70B 78.57% 63.34% 69.74%