Text Editing

18 scenarios across 3 subcategories. 202 models scored.

Subcategories

Subcategory Avg Score Best Model Best Score
Transformation 87.97% Grok 4.6 (Reasoning, High) 98.49%
Preservation 95.57% Claude Opus 4.8 (Reasoning) 100.00%
Structural Integrity 98.97% Claude Opus 5.5 (Reasoning) 100.00%

Model Leaderboard

All models ranked by their Text Editing category score.

# Model Text Editing Transformation Preservation Structural Integrity Overall
1 Grok 4.6 (Reasoning, High) 99.17% 98.49% 99.03% 100.00% 92.76%
2 Claude Sonnet 4 99.13% 97.70% 99.69% 100.00% 87.64%
3 Gemini 3.6 Flash (Reasoning) 99.04% 98.00% 99.11% 100.00% 94.90%
4 Claude Sonnet 4.5 99.02% 97.74% 99.31% 100.00% 87.54%
5 Gemini 3.7 Flash (Reasoning, Medium) 98.90% 97.60% 99.11% 100.00% 94.85%
6 Z.AI GLM 5.2 (Reasoning, High) 98.90% 98.00% 98.70% 100.00% 93.41%
7 Z.AI GLM 5.1 98.90% 97.82% 98.88% 100.00% 93.74%
8 GPT-5 98.90% 98.11% 98.57% 100.00% 91.48%
9 Claude Opus 4.6 (Reasoning) 98.86% 97.85% 98.72% 100.00% 95.06%
10 Gemini 3.8 Flash (Reasoning, Medium) 98.84% 97.41% 99.11% 100.00% 95.72%
11 Grok 4.20 (Reasoning) 98.83% 97.60% 98.90% 100.00% 90.87%
12 Gemma 4 31B (Reasoning) 98.83% 97.51% 98.98% 100.00% 89.64%
13 GPT-5.5 (Reasoning, Medium) 98.79% 97.78% 98.57% 100.00% 93.72%
14 Claude Opus 4.8 (Reasoning) 98.78% 96.33% 100.00% 100.00% 92.33%
15 Z.AI GLM 5.3 (Reasoning, Max) 98.75% 97.36% 98.90% 100.00% 95.20%
16 Grok 4.5 (Reasoning, High) 98.73% 97.10% 99.08% 100.00% 94.12%
17 Muse Spark 1.1 (Reasoning, Medium) 98.72% 97.14% 99.03% 100.00% 93.81%
18 Claude Opus 4.8 (Reasoning, Low) 98.71% 96.27% 99.87% 100.00% 91.89%
19 Muse Wonder (Reasoning, Medium) 98.71% 97.07% 99.06% 100.00% 95.47%
20 Qwen 3.5 27B 98.69% 97.53% 98.55% 100.00% 90.05%
21 Hy4 Preview (Reasoning, High) 98.60% 96.87% 98.93% 100.00% 94.80%
22 Claude Opus 5.5 (Reasoning) 98.60% 96.86% 98.93% 100.00% 96.43%
23 Z.AI GLM 5 98.59% 97.15% 98.62% 100.00% 89.60%
24 Z.AI GLM 5.3 Flash (Reasoning, Max) 98.59% 96.68% 99.08% 100.00% 94.28%
25 GPT-5.5 (Reasoning, Low) 98.59% 96.83% 98.93% 100.00% 92.51%
26 Qwen 3.6 Max Preview 98.58% 96.97% 98.78% 100.00% 93.72%
27 Gemini 2.5 Pro 98.58% 96.93% 98.80% 100.00% 88.44%
28 DeepSeek V4 Pro (Reasoning) 98.56% 97.09% 98.60% 100.00% 89.28%
29 Gemma 4 31B 98.56% 95.89% 99.80% 100.00% 85.23%
30 GPT-6 Sol 98.56% 96.86% 98.83% 100.00% 90.05%
31 Grok 4.5 (Reasoning, Low) 98.54% 96.83% 98.80% 100.00% 90.94%
32 GPT-5.1 98.54% 97.43% 98.18% 100.00% 90.73%
33 Gemini 3.1 Pro (Preview) 98.51% 96.51% 99.03% 100.00% 94.08%
34 Aion 3.5 (Reasoning, High) 98.49% 97.58% 99.08% 98.81% 91.90%
35 DeepSeek V4.1 Flash (Reasoning, High) 98.47% 96.80% 98.62% 100.00% 94.30%
36 Muse Spark 1.3 (Reasoning, Medium) 98.47% 96.52% 98.88% 100.00% 94.06%
37 GPT-5.6 Sol 98.43% 98.35% 96.95% 100.00% 90.76%
38 GPT-5.4 (Reasoning) 98.42% 97.84% 97.42% 100.00% 93.85%
39 ByteDance Seed 1.6 98.40% 97.62% 97.58% 100.00% 89.59%
40 GPT-6 Sol (Reasoning, Medium) 98.37% 96.59% 98.52% 100.00% 92.63%
41 Gemini 3.6 Flash (Reasoning, Minimal) 98.36% 96.16% 98.90% 100.00% 86.68%
42 Claude Opus 4.6 98.35% 95.06% 100.00% 100.00% 92.31%
43 Mistral Large 4.0 (Reasoning) 98.35% 96.60% 98.44% 100.00% 92.14%
44 Ember-1 (Reasoning, Max) 98.33% 95.93% 99.06% 100.00% 95.52%
45 Claude Sonnet 4.6 (Reasoning) 98.30% 95.84% 99.06% 100.00% 93.64%
46 GPT-5.6 Sol (Reasoning, Medium) 98.26% 96.19% 98.60% 100.00% 95.15%
47 Gemini 3.5 Flash (Reasoning, Minimal) 98.26% 96.60% 98.17% 100.00% 85.88%
48 Gemma 4 26B (Reasoning) 98.26% 95.76% 99.01% 100.00% 89.02%
49 Qwen 3.8 Flash (Reasoning) 98.24% 97.23% 97.47% 100.00% 94.24%
50 Thinking Machines Inkling (Reasoning) 98.23% 96.68% 98.01% 100.00% 90.78%
51 Z.AI GLM 4.7 98.22% 95.98% 98.67% 100.00% 87.67%
52 GPT-5.6 Terra 98.21% 95.69% 98.95% 100.00% 88.23%
53 Claude Sonnet 5.5 (Reasoning) 98.21% 94.74% 99.90% 100.00% 92.77%
54 Qwen 3.8 Max (Reasoning, XHigh) 98.20% 98.44% 96.17% 100.00% 96.21%
55 GPT-5.5 98.20% 96.02% 98.59% 100.00% 89.37%
56 Grok 4.7 (Reasoning, High) 98.17% 95.42% 99.11% 100.00% 92.62%
57 Z.AI GLM 5 Turbo 98.17% 96.68% 97.83% 100.00% 93.29%
58 Gemini 3 Flash (Preview, Reasoning) 98.12% 96.17% 98.19% 100.00% 89.93%
59 Gemini 2.5 Flash (Reasoning) 98.12% 96.95% 97.39% 100.00% 84.14%
60 GPT-5.6 Terra (Reasoning, Medium) 98.11% 95.65% 98.67% 100.00% 92.49%
61 Qwen 3.5 Plus (2026-02-15) 98.10% 94.91% 99.38% 100.00% 86.17%
62 Qwen 3.7 Max 98.08% 95.96% 98.27% 100.00% 94.55%
63 Claude Opus 5 98.06% 95.08% 99.11% 100.00% 89.97%
64 Qwen 3.5 397B A17B 98.05% 97.78% 96.38% 100.00% 91.09%
65 Xiaomi MIMO v2.6 Pro 98.05% 95.18% 98.98% 100.00% 91.50%
66 GPT-5.4 (Reasoning, Low) 98.01% 96.83% 97.21% 100.00% 90.91%
67 Kimi K2.6 98.00% 96.37% 98.83% 98.81% 92.57%
68 DeepSeek V4 Pro 97.98% 95.32% 98.62% 100.00% 82.05%
69 Claude Sonnet 5 (Reasoning, Low) 97.93% 94.42% 99.36% 100.00% 90.16%
70 Claude Sonnet 5 (Reasoning) 97.89% 94.43% 99.23% 100.00% 90.40%
71 GPT-6 Luna (Reasoning, Medium) 97.87% 95.20% 98.41% 100.00% 92.40%
72 Gemini 2.5 Flash 97.83% 94.82% 98.67% 100.00% 80.61%
73 Thinking Machines Inkling Small (Reasoning, High) 97.82% 96.49% 96.96% 100.00% 87.39%
74 Kimi K2.5 97.79% 96.37% 98.19% 98.81% 90.86%
75 Gemini 3.5 Flash (Reasoning) 97.78% 98.44% 98.47% 96.43% 93.35%
76 Z.AI GLM 4.6 97.78% 95.02% 98.31% 100.00% 87.64%
77 GPT-5.6 Luna (Reasoning, Medium) 97.77% 95.08% 98.24% 100.00% 90.61%
78 Muse Spark 1.2 (Reasoning, Medium) 97.76% 96.11% 98.37% 98.81% 94.71%
79 Kimi K3 (Reasoning, Low) 97.74% 94.14% 99.08% 100.00% 92.07%
80 Aion 3.0 97.73% 97.84% 98.93% 96.43% 88.78%
81 Qwen 3.5 Plus (2026-04-20) 97.70% 96.29% 96.81% 100.00% 89.79%
82 Claude Opus 4.5 97.69% 93.08% 100.00% 100.00% 89.60%
83 Qwen 3.8 27B (Reasoning, XHigh) 97.68% 95.65% 97.37% 100.00% 92.91%
84 Claude Sonnet 5 97.65% 93.58% 99.36% 100.00% 87.34%
85 Grok 4.3 (Reasoning) 97.64% 96.47% 97.63% 98.81% 90.99%
86 Xiaomi MIMO v2.6 Flash 97.60% 94.18% 98.61% 100.00% 87.31%
87 Muse Spark 1.1 (Reasoning, Minimal) 97.60% 95.67% 98.32% 98.81% 91.43%
88 Aion 3.5 Mini (Reasoning, High) 97.59% 94.04% 98.72% 100.00% 92.36%
89 Claude Opus 4.7 (Reasoning) 97.58% 92.89% 99.85% 100.00% 92.53%
90 Claude Opus 4.7 97.55% 92.82% 99.85% 100.00% 89.90%
91 GPT-5.2 97.54% 96.25% 96.38% 100.00% 89.45%
92 Gemini 3 Flash (Preview) 97.54% 93.70% 98.90% 100.00% 85.47%
93 MiniMax M3 97.51% 93.99% 98.55% 100.00% 90.45%
94 GPT-6 Luna 97.46% 93.25% 99.13% 100.00% 83.73%
95 Kimi K3 (Reasoning, High) 97.42% 93.14% 99.11% 100.00% 92.99%
96 Gemini 3.1 Flash Lite 97.35% 93.93% 98.11% 100.00% 85.09%
97 Claude Opus 4 97.25% 93.42% 98.34% 100.00% 87.22%
98 GPT-6 Luna (Reasoning, High) 97.19% 93.98% 97.60% 100.00% 93.95%
99 Claude Haiku 5.5 (Adaptive) 97.15% 92.73% 98.72% 100.00% 89.37%
100 GPT-5 Mini 97.13% 93.87% 97.51% 100.00% 91.31%
101 Gemma 4 26B 97.04% 91.43% 99.69% 100.00% 84.89%
102 GPT-6.1 Sol (Reasoning, Medium) 97.04% 98.12% 92.98% 100.00% 95.88%
103 Claude Opus 5 (Reasoning, Low) 96.99% 91.61% 99.36% 100.00% 92.06%
104 Claude Opus 5 (Reasoning) 96.91% 91.00% 99.74% 100.00% 91.15%
105 Muse Glimmer 30B (Reasoning, Medium) 96.91% 92.10% 98.63% 100.00% 88.81%
106 Gemini 3.1 Flash Lite (Reasoning) 96.90% 92.71% 97.98% 100.00% 85.91%
107 Claude Haiku 4.5 96.81% 90.77% 99.64% 100.00% 83.36%
108 GPT-5.4 96.73% 94.09% 96.10% 100.00% 84.31%
109 Gemini 4 Argon (Reasoning, Medium) 96.47% 97.44% 91.96% 100.00% 93.81%
110 Gemini 3.1 Flash Lite (Preview) 96.46% 91.27% 98.12% 100.00% 85.41%
111 Claude Sonnet 4.6 96.37% 89.29% 99.82% 100.00% 90.66%
112 Qwen 3.5 122B 96.31% 91.84% 98.28% 98.81% 90.32%
113 DeepSeek V4 Flash (Reasoning) 96.15% 94.95% 98.26% 95.24% 88.06%
114 Qwen 3.6 Flash 96.09% 91.94% 97.52% 98.81% 89.31%
115 Mistral Medium 3.5 96.03% 90.78% 97.32% 100.00% 84.52%
116 MiniMax M2.5 96.02% 90.05% 98.01% 100.00% 86.71%
117 Xiaomi MIMO v2.5 Pro 95.96% 91.14% 96.73% 100.00% 86.05%
118 Mistral Medium 3.5 (Reasoning) 95.83% 90.03% 97.45% 100.00% 85.32%
119 GPT-5.4 Mini (Reasoning) 95.78% 93.03% 95.50% 98.81% 89.82%
120 DeepSeek V3.2 95.78% 95.62% 91.71% 100.00% 82.22%
121 Claude Haiku 5.5 (Reasoning, Low) 95.77% 88.83% 99.67% 98.81% 84.75%
122 Mistral Large 4.0 95.72% 88.42% 98.75% 100.00% 84.72%
123 Grok 4.20 95.63% 89.78% 97.12% 100.00% 81.21%
124 GPT-4.1 Mini 95.62% 89.26% 97.60% 100.00% 81.40%
125 GPT-5.6 Luna 95.60% 89.19% 97.60% 100.00% 85.06%
126 Gemini 3.5 Flash Lite (Reasoning, Minimal) 95.40% 89.67% 96.53% 100.00% 84.45%
127 Claude Haiku 5.5 (Reasoning, Medium) 95.35% 89.67% 98.75% 97.62% 84.17%
128 Xiaomi MIMO v2.5 95.34% 87.99% 98.04% 100.00% 83.95%
129 Aion 2.0 95.34% 93.58% 97.21% 95.24% 86.66%
130 Z.AI GLM 4.5 95.32% 95.45% 91.69% 98.81% 84.95%
131 Qwen 3.6 35B 95.10% 90.37% 97.30% 97.62% 87.66%
132 ByteDance Seed 2.0 Lite 95.03% 88.71% 97.58% 98.81% 84.27%
133 Qwen 3.5 35B 94.95% 91.82% 94.21% 98.81% 87.01%
134 Gemini 3.5 Flash Lite (Reasoning) 94.93% 88.15% 96.63% 100.00% 84.34%
135 DeepSeek V4 Flash 0731 (Reasoning, High) 94.92% 90.20% 95.74% 98.81% 87.97%
136 Gemini 2.5 Flash Lite (Reasoning) 94.54% 94.57% 89.04% 100.00% 83.10%
137 GPT-4.1 94.40% 86.53% 96.66% 100.00% 86.82%
138 Z.AI GLM 4.5 Air 94.38% 86.09% 97.05% 100.00% 80.74%
139 o4 Mini High 94.36% 87.18% 97.09% 98.81% 88.78%
140 Mistral Large 2 94.16% 90.87% 91.61% 100.00% 81.50%
141 Mistral Large 3 94.09% 90.68% 91.61% 100.00% 84.29%
142 Qwen 3.6 27B 93.97% 88.52% 95.77% 97.62% 88.33%
143 GPT-4o, Aug. 6th (temp=0) 93.77% 88.11% 96.79% 96.43% 82.18%
144 Mistral Medium 3.1 93.77% 84.76% 96.56% 100.00% 76.08%
145 DeepSeek V4 Pro 0813 (Reasoning, High) 93.76% 92.48% 96.23% 92.57% 90.21%
146 Aion 3.0 Mini 93.65% 91.12% 95.78% 94.05% 83.69%
147 DeepSeek V3 (2024-12-26) 93.58% 89.33% 92.60% 98.81% 82.62%
148 DeepSeek V4 Flash 93.25% 89.68% 90.06% 100.00% 82.02%
149 Thinking Machines Inkling 93.22% 85.70% 93.95% 100.00% 73.96%
150 Z.AI GLM 5.3 Flash (Reasoning, Low) 92.97% 88.31% 96.53% 94.05% 88.76%
151 Qwen 3.5 Flash 92.80% 88.93% 93.04% 96.43% 85.66%
152 Qwen 3.7 Flash (Reasoning) 92.63% 81.34% 96.55% 100.00% 88.56%
153 GPT-5.4 Mini (Reasoning, Low) 92.63% 85.94% 91.94% 100.00% 83.57%
154 MiniMax M2.7 92.14% 82.95% 95.84% 97.62% 86.23%
155 Gemini 2.5 Flash Lite 92.13% 84.21% 92.17% 100.00% 79.91%
156 Llama 3.1 70B 92.10% 84.01% 94.67% 97.62% 77.41%
157 Qwen 3 235B A22B Instruct 2507 91.75% 79.66% 95.60% 100.00% 78.07%
158 GPT-OSS 120B 91.73% 83.23% 94.34% 97.62% 84.81%
159 ByteDance Seed 1.6 Flash 91.64% 81.97% 95.32% 97.62% 70.92%
160 Laguna S 2.1 91.27% 86.03% 87.78% 100.00% 79.99%
161 Writer: Palmyra X5 91.20% 79.31% 94.28% 100.00% 78.11%
162 ByteDance Seed 2.0 Mini 91.08% 86.72% 90.10% 96.43% 85.69%
163 Mistral Small 4 91.00% 81.54% 91.45% 100.00% 75.23%
164 DeepSeek-V2 Chat 90.90% 83.56% 91.53% 97.62% 84.09%
165 o4 Mini 90.61% 77.98% 96.24% 97.62% 86.56%
166 GPT-5.4 Mini 90.60% 83.34% 88.47% 100.00% 80.45%
167 Mistral Small 4 (Reasoning) 90.58% 79.45% 93.47% 98.81% 79.48%
168 Grok 4.3 90.19% 81.66% 88.90% 100.00% 78.00%
169 Qwen 3 32B 89.95% 77.20% 93.83% 98.81% 79.37%
170 DeepSeek V3 (2025-03-24) 89.57% 79.33% 90.56% 98.81% 79.93%
171 Mistral Small 3.2 24B 89.48% 76.07% 92.38% 100.00% 77.36%
172 Qwen 2.5 72B 89.18% 71.74% 95.78% 100.00% 73.17%
173 Hermes 3 405B 89.14% 69.94% 97.48% 100.00% 80.80%
174 WizardLM 2 8x22b 88.13% 81.62% 89.67% 93.12% 71.45%
175 Laguna XS 2.1 87.94% 72.75% 92.26% 98.81% 75.42%
176 DeepSeek V3.1 87.27% 81.88% 84.70% 95.24% 82.35%
177 GPT-4o, Aug. 6th (temp=1) 86.72% 72.28% 95.01% 92.86% 81.28%
178 Gemma 3 27B 86.63% 64.41% 95.49% 100.00% 75.70%
179 Nemotron 3 Super 86.34% 79.06% 89.49% 90.48% 81.69%
180 Ministral 3 14B 86.20% 69.48% 89.12% 100.00% 70.45%
181 Cydonia 24B V4.1 86.15% 65.80% 92.65% 100.00% 72.68%
182 Z.AI GLM 4.7 Flash 85.82% 70.63% 90.40% 96.43% 82.21%
183 GPT-4o Mini (temp=1) 85.78% 70.40% 86.94% 100.00% 77.82%
184 Qwen 3.5 9B 85.35% 71.91% 92.48% 91.67% 84.05%
185 Inception Mercury 2 85.26% 70.42% 91.31% 94.05% 81.99%
186 Gemma 3 12B 85.18% 67.87% 87.66% 100.00% 76.07%
187 GPT-4o Mini (temp=0) 84.62% 67.00% 86.87% 100.00% 76.86%
188 GPT-5.4 Nano (Reasoning) 83.32% 59.85% 90.10% 100.00% 80.02%
189 GPT-5 Nano 82.74% 61.06% 91.91% 95.24% 80.16%
190 GPT-5.4 Nano (Reasoning, Low) 82.23% 61.68% 85.00% 100.00% 77.46%
191 GPT-5.4 Nano 79.22% 53.44% 84.23% 100.00% 72.16%
192 Ministral 3 8B 78.52% 52.05% 83.53% 100.00% 69.98%
193 Gemma 3 4B 78.38% 40.80% 94.35% 100.00% 66.33%
194 Ministral 8B 77.52% 48.88% 83.69% 100.00% 63.77%
195 GPT-4.1 Nano 76.06% 50.14% 78.02% 100.00% 69.90%
196 Nemotron 3 Nano 75.81% 62.02% 78.40% 87.00% 74.50%
197 Arcee AI: Trinity Mini 73.88% 50.86% 85.07% 85.71% 67.68%
198 Mistral NeMO 73.69% 45.51% 82.35% 93.21% 63.80%
199 Ministral 3B 70.91% 40.57% 74.55% 97.62% 59.25%
200 Ministral 3 3B 69.80% 39.84% 73.12% 96.43% 65.02%
201 Cohere Command R+ (Aug. 2024) 68.40% 39.15% 70.67% 95.39% 67.04%
202 Hermes 3 70B 63.34% 44.57% 66.87% 78.57% 69.74%