Preservation

Subcategory of Text Editing. 146 models scored.

Model Leaderboard

All models ranked by their Preservation subcategory score.

# Model Preservation Text Editing Overall
1 Claude Opus 4.8 (Reasoning) 100.00% 98.78% 92.33%
2 Claude Opus 4.6 100.00% 98.35% 92.31%
3 Claude Opus 4.5 100.00% 97.69% 89.60%
4 Claude Opus 4.8 (Reasoning, Low) 99.87% 98.71% 91.89%
5 Claude Opus 4.7 (Reasoning) 99.85% 97.58% 92.53%
6 Claude Opus 4.7 99.85% 97.55% 89.90%
7 Claude Sonnet 4.6 99.82% 96.37% 90.66%
8 Gemma 4 31B 99.80% 98.56% 85.23%
9 Claude Sonnet 4 99.69% 99.13% 87.64%
10 Gemma 4 26B 99.69% 97.04% 84.89%
11 Claude Haiku 4.5 99.64% 96.81% 83.36%
12 Qwen 3.5 Plus (2026-02-15) 99.38% 98.10% 86.17%
13 Claude Sonnet 5 (Reasoning, Low) 99.36% 97.93% 90.16%
14 Claude Sonnet 5 99.36% 97.65% 87.34%
15 Claude Sonnet 4.5 99.31% 99.02% 87.54%
16 Claude Sonnet 5 (Reasoning) 99.23% 97.89% 90.40%
17 Grok 4.5 (Reasoning, High) 99.08% 98.73% 94.12%
18 Claude Sonnet 4.6 (Reasoning) 99.06% 98.30% 93.64%
19 Gemini 3.1 Pro (Preview) 99.03% 98.51% 94.08%
20 Gemma 4 26B (Reasoning) 99.01% 98.26% 89.02%
21 Gemma 4 31B (Reasoning) 98.98% 98.83% 89.64%
22 GPT-5.6 Terra 98.95% 98.21% 88.23%
23 GPT-5.5 (Reasoning, Low) 98.93% 98.59% 92.51%
24 Aion 3.0 98.93% 97.73% 88.78%
25 Grok 4.20 (Reasoning) 98.90% 98.83% 90.87%
26 Gemini 3 Flash (Preview) 98.90% 97.54% 85.47%
27 Z.AI GLM 5.1 98.88% 98.90% 93.74%
28 MoonshotAI: Kimi K2.6 98.83% 98.00% 92.57%
29 Grok 4.5 (Reasoning, Low) 98.80% 98.54% 90.94%
30 Gemini 2.5 Pro 98.80% 98.58% 88.44%
31 Qwen3.6 Max Preview 98.78% 98.58% 93.72%
32 Claude Opus 4.6 (Reasoning) 98.72% 98.86% 95.06%
33 Z.AI GLM 5.2 (Reasoning, High) 98.70% 98.90% 93.41%
34 GPT-5.6 Terra (Reasoning) 98.67% 98.11% 92.49%
35 Z.AI GLM 4.7 98.67% 98.22% 87.67%
36 Gemini 2.5 Flash 98.67% 97.83% 80.61%
37 Z.AI GLM 5 98.62% 98.59% 89.60%
38 DeepSeek V4 Pro 98.62% 97.98% 82.05%
39 GPT-5.6 Sol (Reasoning) 98.60% 98.26% 95.15%
40 DeepSeek V4 Pro (Reasoning) 98.60% 98.56% 89.28%
41 GPT-5.5 98.59% 98.20% 89.37%
42 GPT-5.5 (Reasoning) 98.57% 98.79% 93.72%
43 GPT-5 98.57% 98.90% 91.48%
44 MiniMax M3 98.55% 97.51% 90.45%
45 Qwen 3.5 27B 98.55% 98.69% 90.05%
46 Gemini 3.5 Flash (Reasoning) 98.47% 97.78% 93.35%
47 Claude Opus 4 98.34% 97.25% 87.22%
48 Z.AI GLM 4.6 98.31% 97.78% 87.64%
49 Qwen 3.5 122B 98.28% 96.31% 90.32%
50 Qwen3.7 Max 98.27% 98.08% 94.55%
51 DeepSeek V4 Flash (Reasoning) 98.26% 96.15% 88.06%
52 GPT-5.6 Luna (Reasoning) 98.24% 97.77% 90.61%
53 MoonshotAI: Kimi K2.5 98.19% 97.79% 90.86%
54 Gemini 3 Flash (Preview, Reasoning) 98.19% 98.12% 89.93%
55 GPT-5.1 98.18% 98.54% 90.73%
56 Gemini 3.5 Flash (Reasoning, Minimal) 98.17% 98.26% 85.88%
57 Gemini 3.1 Flash Lite (Preview) 98.12% 96.46% 85.41%
58 Gemini 3.1 Flash Lite 98.11% 97.35% 85.09%
59 Xiaomi MIMO v2.5 98.04% 95.34% 83.95%
60 MiniMax M2.5 98.01% 96.02% 86.71%
61 Gemini 3.1 Flash Lite (Reasoning) 97.98% 96.90% 85.91%
62 Z.AI GLM 5 Turbo 97.83% 98.17% 93.29%
63 Grok 4.3 (Reasoning) 97.63% 97.64% 90.99%
64 GPT-5.6 Luna 97.60% 95.60% 85.06%
65 GPT-4.1 Mini 97.60% 95.62% 81.40%
66 ByteDance Seed 1.6 97.58% 98.40% 89.59%
67 ByteDance Seed 2.0 Lite 97.58% 95.03% 84.27%
68 Qwen 3.6 Flash 97.52% 96.09% 89.31%
69 GPT-5 Mini 97.51% 97.13% 91.31%
70 Hermes 3 405B 97.48% 89.14% 80.80%
71 GPT-5.4 (Reasoning) 97.42% 98.42% 93.85%
72 Gemini 2.5 Flash (Reasoning) 97.39% 98.12% 84.14%
73 Qwen 3.6 35B 97.30% 95.10% 87.66%
74 GPT-5.4 (Reasoning, Low) 97.21% 98.01% 90.91%
75 Aion 2.0 97.21% 95.34% 86.66%
76 Grok 4.20 97.12% 95.63% 81.21%
77 o4 Mini High 97.09% 94.36% 88.78%
78 Z.AI GLM 4.5 Air 97.05% 94.38% 80.74%
79 GPT-5.6 Sol 96.95% 98.43% 90.76%
80 Qwen 3.5 Plus (2026-04-20) 96.81% 97.70% 89.79%
81 GPT-4o, Aug. 6th (temp=0) 96.79% 93.77% 82.18%
82 Xiaomi MIMO v2.5 Pro 96.73% 95.96% 86.05%
83 GPT-4.1 96.66% 94.40% 86.82%
84 Mistral Medium 3.1 96.56% 93.77% 76.08%
85 GPT-5.2 96.38% 97.54% 89.45%
86 Qwen 3.5 397B A17B 96.38% 98.05% 91.09%
87 o4 Mini 96.24% 90.61% 86.56%
88 GPT-5.4 96.10% 96.73% 84.31%
89 MiniMax M2.7 95.84% 92.14% 86.23%
90 Aion 3.0 Mini 95.78% 93.65% 83.69%
91 Qwen 2.5 72B 95.78% 89.18% 73.17%
92 Qwen 3.6 27B 95.77% 93.97% 88.33%
93 Qwen3 235B A22B Instruct 2507 95.60% 91.75% 78.07%
94 GPT-5.4 Mini (Reasoning) 95.50% 95.78% 89.82%
95 Gemma 3 27B 95.49% 86.63% 75.70%
96 ByteDance Seed 1.6 Flash 95.32% 91.64% 70.92%
97 GPT-4o, Aug. 6th (temp=1) 95.01% 86.72% 81.28%
98 Llama 3.1 70B 94.67% 92.10% 77.41%
99 Gemma 3 4B 94.35% 78.38% 66.33%
100 GPT-OSS 120B 94.34% 91.73% 84.81%
101 Writer: Palmyra X5 94.28% 91.20% 78.11%
102 Qwen 3.5 35B 94.21% 94.95% 87.01%
103 Qwen 3 32B 93.83% 89.95% 79.37%
104 Mistral Small 4 (Reasoning) 93.47% 90.58% 79.48%
105 Qwen 3.5 Flash 93.04% 92.80% 85.66%
106 Cydonia 24B V4.1 92.65% 86.15% 72.68%
107 DeepSeek V3 (2024-12-26) 92.60% 93.58% 82.62%
108 Qwen 3.5 9B 92.48% 85.35% 84.05%
109 Mistral Small 3.2 24B 92.38% 89.48% 77.36%
110 Gemini 2.5 Flash Lite 92.17% 92.13% 79.91%
111 GPT-5.4 Mini (Reasoning, Low) 91.94% 92.63% 83.57%
112 GPT-5 Nano 91.91% 82.74% 80.16%
113 DeepSeek V3.2 91.71% 95.78% 82.22%
114 Z.AI GLM 4.5 91.69% 95.32% 84.95%
115 Mistral Large 3 91.61% 94.09% 84.29%
116 Mistral Large 2 91.61% 94.16% 81.50%
117 DeepSeek-V2 Chat 91.53% 90.90% 84.09%
118 Mistral Small 4 91.45% 91.00% 75.23%
119 Inception Mercury 2 91.31% 85.26% 81.99%
120 DeepSeek V3 (2025-03-24) 90.56% 89.57% 79.93%
121 Z.AI GLM 4.7 Flash 90.40% 85.82% 82.21%
122 GPT-5.4 Nano (Reasoning) 90.10% 83.32% 80.02%
123 ByteDance Seed 2.0 Mini 90.10% 91.08% 85.69%
124 DeepSeek V4 Flash 90.06% 93.25% 82.02%
125 WizardLM 2 8x22b 89.67% 88.13% 71.45%
126 Nemotron 3 Super 89.49% 86.34% 81.69%
127 Ministral 3 14B 89.12% 86.20% 70.45%
128 Gemini 2.5 Flash Lite (Reasoning) 89.04% 94.54% 83.10%
129 Grok 4.3 88.90% 90.19% 78.00%
130 GPT-5.4 Mini 88.47% 90.60% 80.45%
131 Gemma 3 12B 87.66% 85.18% 76.07%
132 GPT-4o Mini (temp=1) 86.94% 85.78% 77.82%
133 GPT-4o Mini (temp=0) 86.87% 84.62% 76.86%
134 Arcee AI: Trinity Mini 85.07% 73.88% 67.68%
135 GPT-5.4 Nano (Reasoning, Low) 85.00% 82.23% 77.46%
136 DeepSeek V3.1 84.70% 87.27% 82.35%
137 GPT-5.4 Nano 84.23% 79.22% 72.16%
138 Ministral 8B 83.69% 77.52% 63.77%
139 Ministral 3 8B 83.53% 78.52% 69.98%
140 Mistral NeMO 82.35% 73.69% 63.80%
141 Nemotron 3 Nano 78.40% 75.81% 74.50%
142 GPT-4.1 Nano 78.02% 76.06% 69.90%
143 Ministral 3B 74.55% 70.91% 59.25%
144 Ministral 3 3B 73.12% 69.80% 65.02%
145 Cohere Command R+ (Aug. 2024) 70.67% 68.40% 67.04%
146 Hermes 3 70B 66.87% 63.34% 69.74%