Structural Integrity

Subcategory of Text Editing. 154 models scored.

Model Leaderboard

All models ranked by their Structural Integrity subcategory score.

# Model Structural Integrity Text Editing Overall
1 Qwen3.7 Max 100.00% 98.08% 95.75%
2 Claude Opus 4.6 (Reasoning) 100.00% 98.86% 95.02%
3 Qwen3.6 Max Preview 100.00% 98.58% 94.54%
4 Gemini 3.1 Pro (Preview) 100.00% 98.51% 94.37%
5 Z.AI GLM 5.1 100.00% 98.90% 94.37%
6 Z.AI GLM 5 Turbo 100.00% 98.17% 94.27%
7 Claude Sonnet 4.6 (Reasoning) 100.00% 98.30% 93.66%
8 GPT-5.4 (Reasoning) 100.00% 98.42% 93.24%
9 Claude Opus 4.7 (Reasoning) 100.00% 97.58% 93.23%
10 GPT-5.5 (Reasoning) 100.00% 98.79% 92.98%
11 GPT-5 Mini 100.00% 97.13% 92.62%
12 GPT-5.5 (Reasoning, Low) 100.00% 98.59% 92.59%
13 GPT-5.1 100.00% 98.54% 92.54%
14 Claude Opus 4.6 100.00% 98.35% 92.35%
15 Claude Opus 4.8 (Reasoning) 100.00% 98.78% 92.22%
16 Claude Opus 4.8 (Reasoning, Low) 100.00% 98.71% 92.14%
17 GPT-5 100.00% 98.90% 91.93%
18 Qwen 3.5 397B A17B 100.00% 98.05% 91.73%
19 Gemma 4 31B (Reasoning) 100.00% 98.83% 91.71%
20 Qwen 3.5 Plus (2026-04-20) 100.00% 97.70% 91.51%
21 Gemma 4 26B (Reasoning) 100.00% 98.26% 91.49%
22 Grok 4.20 (Beta, Reasoning) 100.00% 98.69% 91.49%
23 GPT-5.4 (Reasoning, Low) 100.00% 98.01% 91.41%
24 Grok 4.20 (Reasoning) 100.00% 98.83% 91.39%
25 Z.AI GLM 5 100.00% 98.59% 91.23%
26 Claude Sonnet 4.6 100.00% 96.37% 91.15%
27 MiniMax M3 100.00% 97.51% 90.88%
28 Qwen 3.5 27B 100.00% 98.69% 90.85%
29 ByteDance Seed 1.6 100.00% 98.40% 90.70%
30 Gemini 3 Flash (Preview, Reasoning) 100.00% 98.12% 90.50%
31 GPT-5.2 100.00% 97.54% 90.26%
32 DeepSeek V4 Pro (Reasoning) 100.00% 98.56% 90.10%
33 Claude Opus 4.7 100.00% 97.55% 89.93%
34 Claude Opus 4.5 100.00% 97.69% 89.69%
35 Grok 4.1 Fast 100.00% 97.87% 89.55%
36 Z.AI GLM 4.6 100.00% 97.78% 89.11%
37 GPT-5.5 100.00% 98.20% 89.09%
38 Gemini 3 Pro (Preview) 100.00% 98.86% 88.79%
39 Claude Sonnet 4 100.00% 99.13% 88.72%
40 MiniMax M2.5 100.00% 96.02% 88.71%
41 Z.AI GLM 4.7 100.00% 98.22% 88.69%
42 GPT-4.1 100.00% 94.40% 88.68%
43 Gemini 2.5 Pro 100.00% 98.58% 88.53%
44 Grok 4 100.00% 98.76% 88.12%
45 Claude Sonnet 4.5 100.00% 99.02% 88.03%
46 Claude Opus 4 100.00% 97.25% 87.69%
47 Xiaomi MIMO v2.5 Pro 100.00% 95.96% 87.36%
48 Gemma 4 31B 100.00% 98.56% 86.91%
49 Gemini 2.5 Flash (Reasoning) 100.00% 98.12% 86.51%
50 Gemini 3.5 Flash (Reasoning, Minimal) 100.00% 98.26% 86.47%
51 Gemini 3.1 Flash Lite (Reasoning) 100.00% 96.90% 86.41%
52 Grok 4 Fast 100.00% 97.26% 86.15%
53 Qwen 3.5 Plus (2026-02-15) 100.00% 98.10% 85.96%
54 Stealth: Healer Alpha 100.00% 96.04% 85.93%
55 Gemini 3.1 Flash Lite (Preview) 100.00% 96.46% 85.87%
56 Gemma 4 26B 100.00% 97.04% 85.84%
57 Gemini 3.1 Flash Lite 100.00% 97.35% 85.75%
58 GPT-5.4 Mini (Reasoning, Low) 100.00% 92.63% 85.75%
59 Gemini 2.5 Flash Lite (Reasoning) 100.00% 94.54% 85.75%
60 Mistral Large 3 100.00% 94.09% 85.43%
61 GPT-4o, May 13th (temp=0) 100.00% 95.35% 85.36%
62 Gemini 3 Flash (Preview) 100.00% 97.54% 85.35%
63 Claude Haiku 4.5 100.00% 96.81% 85.14%
64 Xiaomi MIMO v2.5 100.00% 95.34% 85.05%
65 GPT-5.4 100.00% 96.73% 84.32%
66 Claude 3.5 Sonnet 100.00% 96.57% 84.24%
67 Grok 4.20 (Beta) 100.00% 95.49% 83.85%
68 GPT-4o, May 13th (temp=1) 100.00% 92.41% 83.80%
69 Claude 3.7 Sonnet 100.00% 97.12% 83.39%
70 GPT-4.1 Mini 100.00% 95.62% 83.20%
71 Z.AI GLM 4.5 Air 100.00% 94.38% 83.12%
72 Hermes 3 405B 100.00% 89.14% 82.86%
73 DeepSeek V4 Pro 100.00% 97.98% 82.63%
74 GPT-5.4 Mini 100.00% 90.60% 82.43%
75 Mistral Large 2 100.00% 94.16% 82.41%
76 DeepSeek V3.2 100.00% 95.78% 82.25%
77 DeepSeek V4 Flash 100.00% 93.25% 82.02%
78 Grok 4.20 100.00% 95.63% 81.70%
79 GPT-5.4 Nano (Reasoning) 100.00% 83.32% 81.36%
80 Gemini 2.5 Flash Lite 100.00% 92.13% 81.08%
81 Gemini 2.5 Flash 100.00% 97.83% 80.60%
82 Mistral Large 100.00% 95.14% 80.15%
83 Qwen3 235B A22B Instruct 2507 100.00% 91.75% 80.10%
84 Writer: Palmyra X5 100.00% 91.20% 79.57%
85 GPT-5.4 Nano (Reasoning, Low) 100.00% 82.23% 79.48%
86 GPT-4o Mini (temp=1) 100.00% 85.78% 79.08%
87 Grok 4.3 100.00% 90.19% 78.66%
88 Mistral Small 3.2 24B 100.00% 89.48% 78.58%
89 Gemma 3 12B 100.00% 85.18% 78.41%
90 GPT-4o Mini (temp=0) 100.00% 84.62% 78.29%
91 Gemma 3 27B 100.00% 86.63% 77.85%
92 Mistral Medium 3.1 100.00% 93.77% 77.83%
93 Mistral Small 4 100.00% 91.00% 76.46%
94 Qwen 2.5 72B 100.00% 89.18% 75.46%
95 Cydonia 24B V4.1 100.00% 86.15% 75.09%
96 GPT-5.4 Nano 100.00% 79.22% 74.40%
97 Arcee AI: Trinity Large (Preview) 100.00% 86.62% 73.33%
98 Mistral Small Creative 100.00% 90.31% 73.27%
99 Ministral 3 14B 100.00% 86.20% 72.54%
100 GPT-4.1 Nano 100.00% 76.06% 71.94%
101 Ministral 3 8B 100.00% 78.52% 71.76%
102 Gemma 3 4B 100.00% 78.38% 68.57%
103 Ministral 8B 100.00% 77.52% 64.87%
104 Grok 4.3 (Reasoning) 98.81% 97.64% 93.60%
105 MoonshotAI: Kimi K2.6 98.81% 98.00% 92.31%
106 Qwen 3.5 122B 98.81% 96.31% 91.53%
107 Qwen 3.5 35B 98.81% 94.95% 88.00%
108 Stealth: Hunter Alpha 98.81% 95.53% 87.34%
109 Z.AI GLM 4.5 98.81% 95.32% 86.27%
110 ByteDance Seed 2.0 Lite 98.81% 95.03% 84.80%
111 DeepSeek V3 (2024-12-26) 98.81% 93.58% 83.68%
112 Qwen 3 32B 98.81% 89.95% 82.21%
113 MoonshotAI: Kimi K2.5 98.81% 97.79% 91.04%
114 Qwen 3.6 Flash 98.81% 96.09% 90.65%
115 GPT-5.4 Mini (Reasoning) 98.81% 95.78% 90.65%
116 o4 Mini High 98.81% 94.36% 90.29%
117 Mistral Small 4 (Reasoning) 98.81% 90.58% 82.39%
118 DeepSeek V3 (2025-03-24) 98.81% 89.57% 81.99%
119 MiniMax M2.7 97.62% 92.14% 89.10%
120 Qwen 3.6 27B 97.62% 93.97% 89.72%
121 Qwen 3.6 35B 97.62% 95.10% 89.05%
122 o4 Mini 97.62% 90.61% 88.35%
123 GPT-OSS 120B 97.62% 91.73% 86.44%
124 DeepSeek-V2 Chat 97.62% 90.90% 84.83%
125 Llama 3.1 70B 97.62% 92.10% 78.40%
126 Ministral 3B 97.62% 70.91% 61.29%
127 ByteDance Seed 1.6 Flash 97.62% 91.64% 73.27%
128 Ministral 3 3B 96.43% 69.80% 67.22%
129 Gemini 3.5 Flash (Reasoning) 96.43% 97.78% 94.08%
130 ByteDance Seed 2.0 Mini 96.43% 91.08% 86.91%
131 Qwen 3.5 Flash 96.43% 92.80% 86.38%
132 Z.AI GLM 4.7 Flash 96.43% 85.82% 84.82%
133 GPT-4o, Aug. 6th (temp=0) 96.43% 93.77% 82.45%
134 Cohere Command R+ (Aug. 2024) 95.39% 68.40% 69.03%
135 GPT-5 Nano 95.24% 82.74% 82.60%
136 DeepSeek V3.1 95.24% 87.27% 82.39%
137 Aion 2.0 95.24% 95.34% 89.21%
138 DeepSeek V4 Flash (Reasoning) 95.24% 96.15% 89.01%
139 Llama 3.1 Nemotron 70B 95.04% 87.26% 74.70%
140 Inception Mercury 2 94.05% 85.26% 83.85%
141 Llama 3.1 8B 94.05% 75.45% 63.35%
142 Inception Mercury 93.32% 79.53% 79.50%
143 Mistral NeMO 93.21% 73.69% 65.04%
144 WizardLM 2 8x22b 93.12% 88.13% 71.06%
145 GPT-4o, Aug. 6th (temp=1) 92.86% 86.72% 82.62%
146 Qwen 3.5 9B 91.67% 85.35% 86.05%
147 Skyfall 36B V2 91.15% 76.69% 65.76%
148 LFM2 24B 90.94% 71.56% 58.77%
149 Nemotron 3 Super 90.48% 86.34% 84.56%
150 Nemotron 3 Nano 87.00% 75.81% 77.73%
151 Arcee AI: Trinity Mini 85.71% 73.88% 70.90%
152 Claude 3 Haiku 81.03% 64.36% 71.19%
153 Hermes 3 70B 78.57% 63.34% 72.57%
154 Rocinante 12B 72.78% 56.31% 54.54%