Structural Integrity
Subcategory of Text Editing. 202 models scored.
Model Leaderboard
All models ranked by their Structural Integrity subcategory score.
| # | Model | Structural Integrity | Text Editing | Overall |
|---|---|---|---|---|
| 1 | Claude Opus 5.5 (Reasoning) | 100.00% | 98.60% | 96.43% |
| 2 | Qwen 3.8 Max (Reasoning, XHigh) | 100.00% | 98.20% | 96.21% |
| 3 | GPT-6.1 Sol (Reasoning, Medium) | 100.00% | 97.04% | 95.88% |
| 4 | Gemini 3.8 Flash (Reasoning, Medium) | 100.00% | 98.84% | 95.72% |
| 5 | Ember-1 (Reasoning, Max) | 100.00% | 98.33% | 95.52% |
| 6 | Muse Wonder (Reasoning, Medium) | 100.00% | 98.71% | 95.47% |
| 7 | Z.AI GLM 5.3 (Reasoning, Max) | 100.00% | 98.75% | 95.20% |
| 8 | GPT-5.6 Sol (Reasoning, Medium) | 100.00% | 98.26% | 95.15% |
| 9 | Claude Opus 4.6 (Reasoning) | 100.00% | 98.86% | 95.06% |
| 10 | Gemini 3.6 Flash (Reasoning) | 100.00% | 99.04% | 94.90% |
| 11 | Gemini 3.7 Flash (Reasoning, Medium) | 100.00% | 98.90% | 94.85% |
| 12 | Hy4 Preview (Reasoning, High) | 100.00% | 98.60% | 94.80% |
| 13 | Qwen 3.7 Max | 100.00% | 98.08% | 94.55% |
| 14 | DeepSeek V4.1 Flash (Reasoning, High) | 100.00% | 98.47% | 94.30% |
| 15 | Z.AI GLM 5.3 Flash (Reasoning, Max) | 100.00% | 98.59% | 94.28% |
| 16 | Qwen 3.8 Flash (Reasoning) | 100.00% | 98.24% | 94.24% |
| 17 | Grok 4.5 (Reasoning, High) | 100.00% | 98.73% | 94.12% |
| 18 | Gemini 3.1 Pro (Preview) | 100.00% | 98.51% | 94.08% |
| 19 | Muse Spark 1.3 (Reasoning, Medium) | 100.00% | 98.47% | 94.06% |
| 20 | GPT-6 Luna (Reasoning, High) | 100.00% | 97.19% | 93.95% |
| 21 | GPT-5.4 (Reasoning) | 100.00% | 98.42% | 93.85% |
| 22 | Muse Spark 1.1 (Reasoning, Medium) | 100.00% | 98.72% | 93.81% |
| 23 | Gemini 4 Argon (Reasoning, Medium) | 100.00% | 96.47% | 93.81% |
| 24 | Z.AI GLM 5.1 | 100.00% | 98.90% | 93.74% |
| 25 | Qwen 3.6 Max Preview | 100.00% | 98.58% | 93.72% |
| 26 | GPT-5.5 (Reasoning, Medium) | 100.00% | 98.79% | 93.72% |
| 27 | Claude Sonnet 4.6 (Reasoning) | 100.00% | 98.30% | 93.64% |
| 28 | Z.AI GLM 5.2 (Reasoning, High) | 100.00% | 98.90% | 93.41% |
| 29 | Z.AI GLM 5 Turbo | 100.00% | 98.17% | 93.29% |
| 30 | Kimi K3 (Reasoning, High) | 100.00% | 97.42% | 92.99% |
| 31 | Qwen 3.8 27B (Reasoning, XHigh) | 100.00% | 97.68% | 92.91% |
| 32 | Claude Sonnet 5.5 (Reasoning) | 100.00% | 98.21% | 92.77% |
| 33 | Grok 4.6 (Reasoning, High) | 100.00% | 99.17% | 92.76% |
| 34 | GPT-6 Sol (Reasoning, Medium) | 100.00% | 98.37% | 92.63% |
| 35 | Grok 4.7 (Reasoning, High) | 100.00% | 98.17% | 92.62% |
| 36 | Claude Opus 4.7 (Reasoning) | 100.00% | 97.58% | 92.53% |
| 37 | GPT-5.5 (Reasoning, Low) | 100.00% | 98.59% | 92.51% |
| 38 | GPT-5.6 Terra (Reasoning, Medium) | 100.00% | 98.11% | 92.49% |
| 39 | GPT-6 Luna (Reasoning, Medium) | 100.00% | 97.87% | 92.40% |
| 40 | Aion 3.5 Mini (Reasoning, High) | 100.00% | 97.59% | 92.36% |
| 41 | Claude Opus 4.8 (Reasoning) | 100.00% | 98.78% | 92.33% |
| 42 | Claude Opus 4.6 | 100.00% | 98.35% | 92.31% |
| 43 | Mistral Large 4.0 (Reasoning) | 100.00% | 98.35% | 92.14% |
| 44 | Kimi K3 (Reasoning, Low) | 100.00% | 97.74% | 92.07% |
| 45 | Claude Opus 5 (Reasoning, Low) | 100.00% | 96.99% | 92.06% |
| 46 | Claude Opus 4.8 (Reasoning, Low) | 100.00% | 98.71% | 91.89% |
| 47 | Xiaomi MIMO v2.6 Pro | 100.00% | 98.05% | 91.50% |
| 48 | GPT-5 | 100.00% | 98.90% | 91.48% |
| 49 | GPT-5 Mini | 100.00% | 97.13% | 91.31% |
| 50 | Claude Opus 5 (Reasoning) | 100.00% | 96.91% | 91.15% |
| 51 | Qwen 3.5 397B A17B | 100.00% | 98.05% | 91.09% |
| 52 | Grok 4.5 (Reasoning, Low) | 100.00% | 98.54% | 90.94% |
| 53 | GPT-5.4 (Reasoning, Low) | 100.00% | 98.01% | 90.91% |
| 54 | Grok 4.20 (Reasoning) | 100.00% | 98.83% | 90.87% |
| 55 | Thinking Machines Inkling (Reasoning) | 100.00% | 98.23% | 90.78% |
| 56 | GPT-5.6 Sol | 100.00% | 98.43% | 90.76% |
| 57 | GPT-5.1 | 100.00% | 98.54% | 90.73% |
| 58 | Claude Sonnet 4.6 | 100.00% | 96.37% | 90.66% |
| 59 | GPT-5.6 Luna (Reasoning, Medium) | 100.00% | 97.77% | 90.61% |
| 60 | MiniMax M3 | 100.00% | 97.51% | 90.45% |
| 61 | Claude Sonnet 5 (Reasoning) | 100.00% | 97.89% | 90.40% |
| 62 | Claude Sonnet 5 (Reasoning, Low) | 100.00% | 97.93% | 90.16% |
| 63 | GPT-6 Sol | 100.00% | 98.56% | 90.05% |
| 64 | Qwen 3.5 27B | 100.00% | 98.69% | 90.05% |
| 65 | Claude Opus 5 | 100.00% | 98.06% | 89.97% |
| 66 | Gemini 3 Flash (Preview, Reasoning) | 100.00% | 98.12% | 89.93% |
| 67 | Claude Opus 4.7 | 100.00% | 97.55% | 89.90% |
| 68 | Qwen 3.5 Plus (2026-04-20) | 100.00% | 97.70% | 89.79% |
| 69 | Gemma 4 31B (Reasoning) | 100.00% | 98.83% | 89.64% |
| 70 | Claude Opus 4.5 | 100.00% | 97.69% | 89.60% |
| 71 | Z.AI GLM 5 | 100.00% | 98.59% | 89.60% |
| 72 | ByteDance Seed 1.6 | 100.00% | 98.40% | 89.59% |
| 73 | GPT-5.2 | 100.00% | 97.54% | 89.45% |
| 74 | Claude Haiku 5.5 (Adaptive) | 100.00% | 97.15% | 89.37% |
| 75 | GPT-5.5 | 100.00% | 98.20% | 89.37% |
| 76 | DeepSeek V4 Pro (Reasoning) | 100.00% | 98.56% | 89.28% |
| 77 | Gemma 4 26B (Reasoning) | 100.00% | 98.26% | 89.02% |
| 78 | Muse Glimmer 30B (Reasoning, Medium) | 100.00% | 96.91% | 88.81% |
| 79 | Qwen 3.7 Flash (Reasoning) | 100.00% | 92.63% | 88.56% |
| 80 | Gemini 2.5 Pro | 100.00% | 98.58% | 88.44% |
| 81 | GPT-5.6 Terra | 100.00% | 98.21% | 88.23% |
| 82 | Z.AI GLM 4.7 | 100.00% | 98.22% | 87.67% |
| 83 | Z.AI GLM 4.6 | 100.00% | 97.78% | 87.64% |
| 84 | Claude Sonnet 4 | 100.00% | 99.13% | 87.64% |
| 85 | Claude Sonnet 4.5 | 100.00% | 99.02% | 87.54% |
| 86 | Thinking Machines Inkling Small (Reasoning, High) | 100.00% | 97.82% | 87.39% |
| 87 | Claude Sonnet 5 | 100.00% | 97.65% | 87.34% |
| 88 | Xiaomi MIMO v2.6 Flash | 100.00% | 97.60% | 87.31% |
| 89 | Claude Opus 4 | 100.00% | 97.25% | 87.22% |
| 90 | GPT-4.1 | 100.00% | 94.40% | 86.82% |
| 91 | MiniMax M2.5 | 100.00% | 96.02% | 86.71% |
| 92 | Gemini 3.6 Flash (Reasoning, Minimal) | 100.00% | 98.36% | 86.68% |
| 93 | Qwen 3.5 Plus (2026-02-15) | 100.00% | 98.10% | 86.17% |
| 94 | Xiaomi MIMO v2.5 Pro | 100.00% | 95.96% | 86.05% |
| 95 | Gemini 3.1 Flash Lite (Reasoning) | 100.00% | 96.90% | 85.91% |
| 96 | Gemini 3.5 Flash (Reasoning, Minimal) | 100.00% | 98.26% | 85.88% |
| 97 | Gemini 3 Flash (Preview) | 100.00% | 97.54% | 85.47% |
| 98 | Gemini 3.1 Flash Lite (Preview) | 100.00% | 96.46% | 85.41% |
| 99 | Mistral Medium 3.5 (Reasoning) | 100.00% | 95.83% | 85.32% |
| 100 | Gemma 4 31B | 100.00% | 98.56% | 85.23% |
| 101 | Gemini 3.1 Flash Lite | 100.00% | 97.35% | 85.09% |
| 102 | GPT-5.6 Luna | 100.00% | 95.60% | 85.06% |
| 103 | Gemma 4 26B | 100.00% | 97.04% | 84.89% |
| 104 | Mistral Large 4.0 | 100.00% | 95.72% | 84.72% |
| 105 | Mistral Medium 3.5 | 100.00% | 96.03% | 84.52% |
| 106 | Gemini 3.5 Flash Lite (Reasoning, Minimal) | 100.00% | 95.40% | 84.45% |
| 107 | Gemini 3.5 Flash Lite (Reasoning) | 100.00% | 94.93% | 84.34% |
| 108 | GPT-5.4 | 100.00% | 96.73% | 84.31% |
| 109 | Mistral Large 3 | 100.00% | 94.09% | 84.29% |
| 110 | Gemini 2.5 Flash (Reasoning) | 100.00% | 98.12% | 84.14% |
| 111 | Xiaomi MIMO v2.5 | 100.00% | 95.34% | 83.95% |
| 112 | GPT-6 Luna | 100.00% | 97.46% | 83.73% |
| 113 | GPT-5.4 Mini (Reasoning, Low) | 100.00% | 92.63% | 83.57% |
| 114 | Claude Haiku 4.5 | 100.00% | 96.81% | 83.36% |
| 115 | Gemini 2.5 Flash Lite (Reasoning) | 100.00% | 94.54% | 83.10% |
| 116 | DeepSeek V3.2 | 100.00% | 95.78% | 82.22% |
| 117 | DeepSeek V4 Pro | 100.00% | 97.98% | 82.05% |
| 118 | DeepSeek V4 Flash | 100.00% | 93.25% | 82.02% |
| 119 | Mistral Large 2 | 100.00% | 94.16% | 81.50% |
| 120 | GPT-4.1 Mini | 100.00% | 95.62% | 81.40% |
| 121 | Grok 4.20 | 100.00% | 95.63% | 81.21% |
| 122 | Hermes 3 405B | 100.00% | 89.14% | 80.80% |
| 123 | Z.AI GLM 4.5 Air | 100.00% | 94.38% | 80.74% |
| 124 | Gemini 2.5 Flash | 100.00% | 97.83% | 80.61% |
| 125 | GPT-5.4 Mini | 100.00% | 90.60% | 80.45% |
| 126 | GPT-5.4 Nano (Reasoning) | 100.00% | 83.32% | 80.02% |
| 127 | Laguna S 2.1 | 100.00% | 91.27% | 79.99% |
| 128 | Gemini 2.5 Flash Lite | 100.00% | 92.13% | 79.91% |
| 129 | Writer: Palmyra X5 | 100.00% | 91.20% | 78.11% |
| 130 | Qwen 3 235B A22B Instruct 2507 | 100.00% | 91.75% | 78.07% |
| 131 | Grok 4.3 | 100.00% | 90.19% | 78.00% |
| 132 | GPT-4o Mini (temp=1) | 100.00% | 85.78% | 77.82% |
| 133 | GPT-5.4 Nano (Reasoning, Low) | 100.00% | 82.23% | 77.46% |
| 134 | Mistral Small 3.2 24B | 100.00% | 89.48% | 77.36% |
| 135 | GPT-4o Mini (temp=0) | 100.00% | 84.62% | 76.86% |
| 136 | Mistral Medium 3.1 | 100.00% | 93.77% | 76.08% |
| 137 | Gemma 3 12B | 100.00% | 85.18% | 76.07% |
| 138 | Gemma 3 27B | 100.00% | 86.63% | 75.70% |
| 139 | Mistral Small 4 | 100.00% | 91.00% | 75.23% |
| 140 | Thinking Machines Inkling | 100.00% | 93.22% | 73.96% |
| 141 | Qwen 2.5 72B | 100.00% | 89.18% | 73.17% |
| 142 | Cydonia 24B V4.1 | 100.00% | 86.15% | 72.68% |
| 143 | GPT-5.4 Nano | 100.00% | 79.22% | 72.16% |
| 144 | Ministral 3 14B | 100.00% | 86.20% | 70.45% |
| 145 | Ministral 3 8B | 100.00% | 78.52% | 69.98% |
| 146 | GPT-4.1 Nano | 100.00% | 76.06% | 69.90% |
| 147 | Gemma 3 4B | 100.00% | 78.38% | 66.33% |
| 148 | Ministral 8B | 100.00% | 77.52% | 63.77% |
| 149 | Muse Spark 1.2 (Reasoning, Medium) | 98.81% | 97.76% | 94.71% |
| 150 | Kimi K2.6 | 98.81% | 98.00% | 92.57% |
| 151 | Aion 3.5 (Reasoning, High) | 98.81% | 98.49% | 91.90% |
| 152 | Muse Spark 1.1 (Reasoning, Minimal) | 98.81% | 97.60% | 91.43% |
| 153 | Grok 4.3 (Reasoning) | 98.81% | 97.64% | 90.99% |
| 154 | Claude Haiku 5.5 (Reasoning, Low) | 98.81% | 95.77% | 84.75% |
| 155 | ByteDance Seed 2.0 Lite | 98.81% | 95.03% | 84.27% |
| 156 | DeepSeek V3 (2024-12-26) | 98.81% | 93.58% | 82.62% |
| 157 | Qwen 3 32B | 98.81% | 89.95% | 79.37% |
| 158 | Laguna XS 2.1 | 98.81% | 87.94% | 75.42% |
| 159 | Kimi K2.5 | 98.81% | 97.79% | 90.86% |
| 160 | Qwen 3.5 122B | 98.81% | 96.31% | 90.32% |
| 161 | GPT-5.4 Mini (Reasoning) | 98.81% | 95.78% | 89.82% |
| 162 | Qwen 3.6 Flash | 98.81% | 96.09% | 89.31% |
| 163 | o4 Mini High | 98.81% | 94.36% | 88.78% |
| 164 | DeepSeek V4 Flash 0731 (Reasoning, High) | 98.81% | 94.92% | 87.97% |
| 165 | Qwen 3.5 35B | 98.81% | 94.95% | 87.01% |
| 166 | Z.AI GLM 4.5 | 98.81% | 95.32% | 84.95% |
| 167 | DeepSeek V3 (2025-03-24) | 98.81% | 89.57% | 79.93% |
| 168 | Mistral Small 4 (Reasoning) | 98.81% | 90.58% | 79.48% |
| 169 | Qwen 3.6 27B | 97.62% | 93.97% | 88.33% |
| 170 | Qwen 3.6 35B | 97.62% | 95.10% | 87.66% |
| 171 | Claude Haiku 5.5 (Reasoning, Medium) | 97.62% | 95.35% | 84.17% |
| 172 | DeepSeek-V2 Chat | 97.62% | 90.90% | 84.09% |
| 173 | Llama 3.1 70B | 97.62% | 92.10% | 77.41% |
| 174 | Ministral 3B | 97.62% | 70.91% | 59.25% |
| 175 | o4 Mini | 97.62% | 90.61% | 86.56% |
| 176 | MiniMax M2.7 | 97.62% | 92.14% | 86.23% |
| 177 | GPT-OSS 120B | 97.62% | 91.73% | 84.81% |
| 178 | ByteDance Seed 1.6 Flash | 97.62% | 91.64% | 70.92% |
| 179 | Z.AI GLM 4.7 Flash | 96.43% | 85.82% | 82.21% |
| 180 | Ministral 3 3B | 96.43% | 69.80% | 65.02% |
| 181 | Gemini 3.5 Flash (Reasoning) | 96.43% | 97.78% | 93.35% |
| 182 | Aion 3.0 | 96.43% | 97.73% | 88.78% |
| 183 | ByteDance Seed 2.0 Mini | 96.43% | 91.08% | 85.69% |
| 184 | Qwen 3.5 Flash | 96.43% | 92.80% | 85.66% |
| 185 | GPT-4o, Aug. 6th (temp=0) | 96.43% | 93.77% | 82.18% |
| 186 | Cohere Command R+ (Aug. 2024) | 95.39% | 68.40% | 67.04% |
| 187 | DeepSeek V4 Flash (Reasoning) | 95.24% | 96.15% | 88.06% |
| 188 | DeepSeek V3.1 | 95.24% | 87.27% | 82.35% |
| 189 | GPT-5 Nano | 95.24% | 82.74% | 80.16% |
| 190 | Aion 2.0 | 95.24% | 95.34% | 86.66% |
| 191 | Aion 3.0 Mini | 94.05% | 93.65% | 83.69% |
| 192 | Z.AI GLM 5.3 Flash (Reasoning, Low) | 94.05% | 92.97% | 88.76% |
| 193 | Inception Mercury 2 | 94.05% | 85.26% | 81.99% |
| 194 | Mistral NeMO | 93.21% | 73.69% | 63.80% |
| 195 | WizardLM 2 8x22b | 93.12% | 88.13% | 71.45% |
| 196 | GPT-4o, Aug. 6th (temp=1) | 92.86% | 86.72% | 81.28% |
| 197 | DeepSeek V4 Pro 0813 (Reasoning, High) | 92.57% | 93.76% | 90.21% |
| 198 | Qwen 3.5 9B | 91.67% | 85.35% | 84.05% |
| 199 | Nemotron 3 Super | 90.48% | 86.34% | 81.69% |
| 200 | Nemotron 3 Nano | 87.00% | 75.81% | 74.50% |
| 201 | Arcee AI: Trinity Mini | 85.71% | 73.88% | 67.68% |
| 202 | Hermes 3 70B | 78.57% | 63.34% | 69.74% |