Content Invention

Subcategory of Hallucination. 200 models scored.

Model Leaderboard

All models ranked by their Content Invention subcategory score.

# Model Content Invention Hallucination Overall
1 Qwen 3.8 Max (Reasoning, XHigh) 100.00% 92.76% 96.21%
2 Gemini 3.8 Flash (Reasoning, Medium) 100.00% 96.88% 95.72%
3 Z.AI GLM 5.3 (Reasoning, Max) 100.00% 95.30% 95.20%
4 GPT-5.6 Sol (Reasoning, Medium) 100.00% 91.72% 95.15%
5 Claude Opus 4.6 (Reasoning) 100.00% 99.06% 95.06%
6 Gemini 3.6 Flash (Reasoning) 100.00% 97.34% 94.90%
7 Gemini 3.7 Flash (Reasoning, Medium) 100.00% 97.97% 94.85%
8 Hy4 Preview (Reasoning, High) 100.00% 94.17% 94.80%
9 Qwen 3.7 Max 100.00% 97.15% 94.55%
10 DeepSeek V4.1 Flash (Reasoning, High) 100.00% 95.27% 94.30%
11 Z.AI GLM 5.3 Flash (Reasoning, Max) 100.00% 95.12% 94.28%
12 Qwen 3.8 Flash (Reasoning) 100.00% 91.39% 94.24%
13 Grok 4.5 (Reasoning, High) 100.00% 99.06% 94.12%
14 Gemini 3.1 Pro (Preview) 100.00% 94.53% 94.08%
15 Muse Spark 1.3 (Reasoning, Medium) 100.00% 98.57% 94.06%
16 GPT-6 Luna (Reasoning, High) 100.00% 96.23% 93.95%
17 GPT-5.4 (Reasoning) 100.00% 95.22% 93.85%
18 Z.AI GLM 5.1 100.00% 98.84% 93.74%
19 Qwen 3.6 Max Preview 100.00% 95.86% 93.72%
20 GPT-5.5 (Reasoning, Medium) 100.00% 92.12% 93.72%
21 Claude Sonnet 4.6 (Reasoning) 100.00% 96.98% 93.64%
22 Z.AI GLM 5.2 (Reasoning, High) 100.00% 98.99% 93.41%
23 Gemini 3.5 Flash (Reasoning) 100.00% 95.61% 93.35%
24 Z.AI GLM 5 Turbo 100.00% 99.32% 93.29%
25 Kimi K3 (Reasoning, High) 100.00% 96.97% 92.99%
26 Qwen 3.8 27B (Reasoning, XHigh) 100.00% 90.29% 92.91%
27 Claude Sonnet 5.5 (Reasoning) 100.00% 96.09% 92.77%
28 Grok 4.6 (Reasoning, High) 100.00% 98.25% 92.76%
29 GPT-6 Sol (Reasoning, Medium) 100.00% 93.91% 92.63%
30 Grok 4.7 (Reasoning, High) 100.00% 95.48% 92.62%
31 Kimi K2.6 100.00% 94.43% 92.57%
32 Claude Opus 4.7 (Reasoning) 100.00% 98.69% 92.53%
33 GPT-5.5 (Reasoning, Low) 100.00% 91.37% 92.51%
34 GPT-5.6 Terra (Reasoning, Medium) 100.00% 94.98% 92.49%
35 GPT-6 Luna (Reasoning, Medium) 100.00% 96.53% 92.40%
36 Aion 3.5 Mini (Reasoning, High) 100.00% 96.91% 92.36%
37 Claude Opus 4.8 (Reasoning) 100.00% 97.41% 92.33%
38 Claude Opus 4.6 100.00% 96.80% 92.31%
39 Mistral Large 4.0 (Reasoning) 100.00% 96.85% 92.14%
40 Kimi K3 (Reasoning, Low) 100.00% 97.73% 92.07%
41 Claude Opus 5 (Reasoning, Low) 100.00% 97.34% 92.06%
42 Aion 3.5 (Reasoning, High) 100.00% 96.13% 91.90%
43 Claude Opus 4.8 (Reasoning, Low) 100.00% 97.33% 91.89%
44 Xiaomi MIMO v2.6 Pro 100.00% 93.78% 91.50%
45 GPT-5 100.00% 95.92% 91.48%
46 GPT-5 Mini 100.00% 98.28% 91.31%
47 Claude Opus 5 (Reasoning) 100.00% 96.86% 91.15%
48 Qwen 3.5 397B A17B 100.00% 90.04% 91.09%
49 Grok 4.3 (Reasoning) 100.00% 97.86% 90.99%
50 Grok 4.5 (Reasoning, Low) 100.00% 99.01% 90.94%
51 GPT-5.4 (Reasoning, Low) 100.00% 95.71% 90.91%
52 Grok 4.20 (Reasoning) 100.00% 96.30% 90.87%
53 Kimi K2.5 100.00% 94.01% 90.86%
54 Thinking Machines Inkling (Reasoning) 100.00% 96.34% 90.78%
55 GPT-5.6 Sol 100.00% 95.87% 90.76%
56 GPT-5.1 100.00% 96.22% 90.73%
57 Claude Sonnet 4.6 100.00% 94.99% 90.66%
58 GPT-5.6 Luna (Reasoning, Medium) 100.00% 98.65% 90.61%
59 MiniMax M3 100.00% 97.83% 90.45%
60 Claude Sonnet 5 (Reasoning) 100.00% 96.77% 90.40%
61 Qwen 3.5 122B 100.00% 93.29% 90.32%
62 Claude Sonnet 5 (Reasoning, Low) 100.00% 96.44% 90.16%
63 GPT-6 Sol 100.00% 89.32% 90.05%
64 Qwen 3.5 27B 100.00% 93.29% 90.05%
65 Claude Opus 5 100.00% 93.91% 89.97%
66 Gemini 3 Flash (Preview, Reasoning) 100.00% 92.65% 89.93%
67 Claude Opus 4.7 100.00% 92.95% 89.90%
68 GPT-5.4 Mini (Reasoning) 100.00% 98.11% 89.82%
69 Qwen 3.5 Plus (2026-04-20) 100.00% 98.38% 89.79%
70 Gemma 4 31B (Reasoning) 100.00% 96.37% 89.64%
71 Claude Opus 4.5 100.00% 91.03% 89.60%
72 Z.AI GLM 5 100.00% 98.04% 89.60%
73 ByteDance Seed 1.6 100.00% 97.57% 89.59%
74 GPT-5.2 100.00% 97.55% 89.45%
75 GPT-5.5 100.00% 90.28% 89.37%
76 Qwen 3.6 Flash 100.00% 96.13% 89.31%
77 DeepSeek V4 Pro (Reasoning) 100.00% 95.25% 89.28%
78 Gemma 4 26B (Reasoning) 100.00% 98.79% 89.02%
79 Aion 3.0 100.00% 95.57% 88.78%
80 o4 Mini High 100.00% 99.53% 88.78%
81 Z.AI GLM 5.3 Flash (Reasoning, Low) 100.00% 99.36% 88.76%
82 Qwen 3.7 Flash (Reasoning) 100.00% 94.02% 88.56%
83 Gemini 2.5 Pro 100.00% 93.05% 88.44%
84 Qwen 3.6 27B 100.00% 97.42% 88.33%
85 GPT-5.6 Terra 100.00% 90.63% 88.23%
86 Z.AI GLM 4.7 100.00% 94.23% 87.67%
87 Qwen 3.6 35B 100.00% 94.07% 87.66%
88 Z.AI GLM 4.6 100.00% 94.42% 87.64%
89 Claude Sonnet 4 100.00% 90.04% 87.64%
90 Claude Sonnet 4.5 100.00% 87.78% 87.54%
91 Thinking Machines Inkling Small (Reasoning, High) 100.00% 94.39% 87.39%
92 Claude Sonnet 5 100.00% 88.74% 87.34%
93 Xiaomi MIMO v2.6 Flash 100.00% 97.74% 87.31%
94 Claude Opus 4 100.00% 87.84% 87.22%
95 GPT-4.1 100.00% 95.60% 86.82%
96 MiniMax M2.5 100.00% 94.72% 86.71%
97 Gemini 3.6 Flash (Reasoning, Minimal) 100.00% 96.53% 86.68%
98 o4 Mini 100.00% 98.54% 86.56%
99 MiniMax M2.7 100.00% 94.69% 86.23%
100 Qwen 3.5 Plus (2026-02-15) 100.00% 86.62% 86.17%
101 Xiaomi MIMO v2.5 Pro 100.00% 97.02% 86.05%
102 Gemini 3.1 Flash Lite (Reasoning) 100.00% 87.63% 85.91%
103 Gemini 3.5 Flash (Reasoning, Minimal) 100.00% 89.55% 85.88%
104 ByteDance Seed 2.0 Mini 100.00% 94.07% 85.69%
105 Gemini 3 Flash (Preview) 100.00% 85.61% 85.47%
106 Gemini 3.1 Flash Lite (Preview) 100.00% 87.29% 85.41%
107 Mistral Medium 3.5 (Reasoning) 100.00% 89.37% 85.32%
108 Gemma 4 31B 100.00% 95.09% 85.23%
109 Gemini 3.1 Flash Lite 100.00% 87.86% 85.09%
110 GPT-5.6 Luna 100.00% 93.37% 85.06%
111 Z.AI GLM 4.5 100.00% 91.83% 84.95%
112 Gemma 4 26B 100.00% 94.22% 84.89%
113 GPT-OSS 120B 100.00% 97.63% 84.81%
114 Mistral Large 4.0 100.00% 90.47% 84.72%
115 Mistral Medium 3.5 100.00% 87.58% 84.52%
116 Gemini 3.5 Flash Lite (Reasoning, Minimal) 100.00% 87.57% 84.45%
117 Gemini 3.5 Flash Lite (Reasoning) 100.00% 87.49% 84.34%
118 GPT-5.4 100.00% 86.32% 84.31%
119 Mistral Large 3 100.00% 85.18% 84.29%
120 ByteDance Seed 2.0 Lite 100.00% 89.50% 84.27%
121 Gemini 2.5 Flash (Reasoning) 100.00% 97.79% 84.14%
122 Xiaomi MIMO v2.5 100.00% 97.61% 83.95%
123 GPT-6 Luna 100.00% 92.57% 83.73%
124 GPT-5.4 Mini (Reasoning, Low) 100.00% 98.78% 83.57%
125 Claude Haiku 4.5 100.00% 91.93% 83.36%
126 DeepSeek V3 (2024-12-26) 100.00% 85.69% 82.62%
127 DeepSeek V3.1 100.00% 85.55% 82.35%
128 DeepSeek V3.2 100.00% 86.25% 82.22%
129 GPT-4o, Aug. 6th (temp=0) 100.00% 83.33% 82.18%
130 DeepSeek V4 Pro 100.00% 89.36% 82.05%
131 DeepSeek V4 Flash 100.00% 87.73% 82.02%
132 Nemotron 3 Super 100.00% 97.34% 81.69%
133 Mistral Large 2 100.00% 85.45% 81.50%
134 GPT-4.1 Mini 100.00% 86.23% 81.40%
135 GPT-4o, Aug. 6th (temp=1) 100.00% 86.00% 81.28%
136 Grok 4.20 100.00% 80.48% 81.21%
137 Hermes 3 405B 100.00% 87.02% 80.80%
138 Z.AI GLM 4.5 Air 100.00% 94.00% 80.74%
139 Gemini 2.5 Flash 100.00% 85.27% 80.61%
140 GPT-5.4 Mini 100.00% 81.85% 80.45%
141 GPT-5.4 Nano (Reasoning) 100.00% 96.98% 80.02%
142 Laguna S 2.1 100.00% 93.17% 79.99%
143 Gemini 2.5 Flash Lite 100.00% 88.08% 79.91%
144 Qwen 3 32B 100.00% 89.06% 79.37%
145 Grok 4.3 100.00% 87.79% 78.00%
146 GPT-4o Mini (temp=1) 100.00% 85.28% 77.82%
147 GPT-5.4 Nano (Reasoning, Low) 100.00% 95.71% 77.46%
148 Mistral Small 3.2 24B 100.00% 86.84% 77.36%
149 GPT-4o Mini (temp=0) 100.00% 82.23% 76.86%
150 Mistral Medium 3.1 100.00% 88.93% 76.08%
151 Gemma 3 12B 100.00% 77.13% 76.07%
152 Gemma 3 27B 100.00% 80.53% 75.70%
153 Mistral Small 4 100.00% 81.83% 75.23%
154 Thinking Machines Inkling 100.00% 92.70% 73.96%
155 Qwen 2.5 72B 100.00% 85.54% 73.17%
156 GPT-5.4 Nano 100.00% 86.86% 72.16%
157 Ministral 3 14B 100.00% 83.19% 70.45%
158 Ministral 3 8B 100.00% 94.02% 69.98%
159 GPT-4.1 Nano 100.00% 90.07% 69.90%
160 Arcee AI: Trinity Mini 100.00% 88.35% 67.68%
161 Gemma 3 4B 100.00% 75.94% 66.33%
162 Ministral 8B 100.00% 91.89% 63.77%
163 GPT-6.1 Sol (Reasoning, Medium) 96.43% 94.90% 95.88%
164 Muse Spark 1.2 (Reasoning, Medium) 96.43% 97.93% 94.71%
165 Muse Glimmer 30B (Reasoning, Medium) 96.43% 96.19% 88.81%
166 DeepSeek V4 Flash (Reasoning) 96.43% 96.92% 88.06%
167 Qwen 3.5 9B 96.43% 91.81% 84.05%
168 Mistral Small 4 (Reasoning) 96.43% 93.18% 79.48%
169 Claude Opus 5.5 (Reasoning) 95.24% 97.63% 96.43%
170 Claude Haiku 5.5 (Reasoning, Max) 95.24% 94.61% 94.65%
171 Aion 3.0 Mini 95.24% 94.08% 83.69%
172 Gemini 2.5 Flash Lite (Reasoning) 95.24% 96.99% 83.10%
173 Qwen 3.5 Flash 92.90% 88.70% 85.66%
174 Aion 2.0 92.89% 93.10% 86.66%
175 DeepSeek V4 Pro 0813 (Reasoning, High) 92.88% 88.77% 90.21%
176 Muse Spark 1.1 (Reasoning, Medium) 92.86% 96.79% 93.81%
177 DeepSeek V4 Flash 0731 (Reasoning, High) 92.86% 94.32% 87.97%
178 Qwen 3.5 35B 92.86% 89.24% 87.01%
179 Z.AI GLM 4.7 Flash 92.86% 90.00% 82.21%
180 Writer: Palmyra X5 92.86% 80.49% 78.11%
181 Llama 3.1 70B 92.86% 80.47% 77.41%
182 Laguna XS 2.1 92.86% 92.09% 75.42%
183 Cydonia 24B V4.1 91.07% 85.22% 72.68%
184 DeepSeek-V2 Chat 90.48% 82.48% 84.09%
185 ByteDance Seed 1.6 Flash 89.88% 90.83% 70.92%
186 Claude Haiku 5.5 (Adaptive) 89.29% 96.12% 89.37%
187 Ministral 3 3B 89.29% 75.10% 65.02%
188 GPT-5 Nano 88.10% 92.99% 80.16%
189 DeepSeek V3 (2025-03-24) 88.10% 76.88% 79.93%
190 Muse Spark 1.1 (Reasoning, Minimal) 87.50% 95.34% 91.43%
191 WizardLM 2 8x22b 85.73% 79.28% 71.45%
192 Qwen 3 235B A22B Instruct 2507 85.71% 76.34% 78.07%
193 Ministral 3B 85.71% 73.79% 59.25%
194 Nemotron 3 Nano 82.14% 88.55% 74.50%
195 Inception Mercury 2 81.55% 93.22% 81.99%
196 Claude Haiku 5.5 (Reasoning, Medium) 76.19% 91.20% 84.17%
197 Mistral NeMO 76.19% 69.32% 63.80%
198 Claude Haiku 5.5 (Reasoning, Low) 70.24% 89.61% 84.75%
199 Hermes 3 70B 60.79% 70.71% 69.74%
200 Cohere Command R+ (Aug. 2024) 37.90% 66.30% 67.04%