Content Invention

Subcategory of Hallucination. 202 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 Ember-1 (Reasoning, Max) 100.00% 96.67% 95.52%
4 Muse Wonder (Reasoning, Medium) 100.00% 93.92% 95.47%
5 Z.AI GLM 5.3 (Reasoning, Max) 100.00% 95.30% 95.20%
6 GPT-5.6 Sol (Reasoning, Medium) 100.00% 91.72% 95.15%
7 Claude Opus 4.6 (Reasoning) 100.00% 99.06% 95.06%
8 Gemini 3.6 Flash (Reasoning) 100.00% 97.34% 94.90%
9 Gemini 3.7 Flash (Reasoning, Medium) 100.00% 97.97% 94.85%
10 Hy4 Preview (Reasoning, High) 100.00% 94.17% 94.80%
11 Qwen 3.7 Max 100.00% 97.15% 94.55%
12 DeepSeek V4.1 Flash (Reasoning, High) 100.00% 95.27% 94.30%
13 Z.AI GLM 5.3 Flash (Reasoning, Max) 100.00% 95.12% 94.28%
14 Qwen 3.8 Flash (Reasoning) 100.00% 91.39% 94.24%
15 Grok 4.5 (Reasoning, High) 100.00% 99.06% 94.12%
16 Gemini 3.1 Pro (Preview) 100.00% 94.53% 94.08%
17 Muse Spark 1.3 (Reasoning, Medium) 100.00% 98.57% 94.06%
18 GPT-6 Luna (Reasoning, High) 100.00% 96.23% 93.95%
19 GPT-5.4 (Reasoning) 100.00% 95.22% 93.85%
20 Gemini 4 Argon (Reasoning, Medium) 100.00% 98.69% 93.81%
21 Z.AI GLM 5.1 100.00% 98.84% 93.74%
22 Qwen 3.6 Max Preview 100.00% 95.86% 93.72%
23 GPT-5.5 (Reasoning, Medium) 100.00% 92.12% 93.72%
24 Claude Sonnet 4.6 (Reasoning) 100.00% 96.98% 93.64%
25 Z.AI GLM 5.2 (Reasoning, High) 100.00% 98.99% 93.41%
26 Gemini 3.5 Flash (Reasoning) 100.00% 95.61% 93.35%
27 Z.AI GLM 5 Turbo 100.00% 99.32% 93.29%
28 Kimi K3 (Reasoning, High) 100.00% 96.97% 92.99%
29 Qwen 3.8 27B (Reasoning, XHigh) 100.00% 90.29% 92.91%
30 Claude Sonnet 5.5 (Reasoning) 100.00% 96.09% 92.77%
31 Grok 4.6 (Reasoning, High) 100.00% 98.25% 92.76%
32 GPT-6 Sol (Reasoning, Medium) 100.00% 93.91% 92.63%
33 Grok 4.7 (Reasoning, High) 100.00% 95.48% 92.62%
34 Kimi K2.6 100.00% 94.43% 92.57%
35 Claude Opus 4.7 (Reasoning) 100.00% 98.69% 92.53%
36 GPT-5.5 (Reasoning, Low) 100.00% 91.37% 92.51%
37 GPT-5.6 Terra (Reasoning, Medium) 100.00% 94.98% 92.49%
38 GPT-6 Luna (Reasoning, Medium) 100.00% 96.53% 92.40%
39 Aion 3.5 Mini (Reasoning, High) 100.00% 96.91% 92.36%
40 Claude Opus 4.8 (Reasoning) 100.00% 97.41% 92.33%
41 Claude Opus 4.6 100.00% 96.80% 92.31%
42 Mistral Large 4.0 (Reasoning) 100.00% 96.85% 92.14%
43 Kimi K3 (Reasoning, Low) 100.00% 97.73% 92.07%
44 Claude Opus 5 (Reasoning, Low) 100.00% 97.34% 92.06%
45 Aion 3.5 (Reasoning, High) 100.00% 96.13% 91.90%
46 Claude Opus 4.8 (Reasoning, Low) 100.00% 97.33% 91.89%
47 Xiaomi MIMO v2.6 Pro 100.00% 93.78% 91.50%
48 GPT-5 100.00% 95.92% 91.48%
49 GPT-5 Mini 100.00% 98.28% 91.31%
50 Claude Opus 5 (Reasoning) 100.00% 96.86% 91.15%
51 Qwen 3.5 397B A17B 100.00% 90.04% 91.09%
52 Grok 4.3 (Reasoning) 100.00% 97.86% 90.99%
53 Grok 4.5 (Reasoning, Low) 100.00% 99.01% 90.94%
54 GPT-5.4 (Reasoning, Low) 100.00% 95.71% 90.91%
55 Grok 4.20 (Reasoning) 100.00% 96.30% 90.87%
56 Kimi K2.5 100.00% 94.01% 90.86%
57 Thinking Machines Inkling (Reasoning) 100.00% 96.34% 90.78%
58 GPT-5.6 Sol 100.00% 95.87% 90.76%
59 GPT-5.1 100.00% 96.22% 90.73%
60 Claude Sonnet 4.6 100.00% 94.99% 90.66%
61 GPT-5.6 Luna (Reasoning, Medium) 100.00% 98.65% 90.61%
62 MiniMax M3 100.00% 97.83% 90.45%
63 Claude Sonnet 5 (Reasoning) 100.00% 96.77% 90.40%
64 Qwen 3.5 122B 100.00% 93.29% 90.32%
65 Claude Sonnet 5 (Reasoning, Low) 100.00% 96.44% 90.16%
66 GPT-6 Sol 100.00% 89.32% 90.05%
67 Qwen 3.5 27B 100.00% 93.29% 90.05%
68 Claude Opus 5 100.00% 93.91% 89.97%
69 Gemini 3 Flash (Preview, Reasoning) 100.00% 92.65% 89.93%
70 Claude Opus 4.7 100.00% 92.95% 89.90%
71 GPT-5.4 Mini (Reasoning) 100.00% 98.11% 89.82%
72 Qwen 3.5 Plus (2026-04-20) 100.00% 98.38% 89.79%
73 Gemma 4 31B (Reasoning) 100.00% 96.37% 89.64%
74 Claude Opus 4.5 100.00% 91.03% 89.60%
75 Z.AI GLM 5 100.00% 98.04% 89.60%
76 ByteDance Seed 1.6 100.00% 97.57% 89.59%
77 GPT-5.2 100.00% 97.55% 89.45%
78 GPT-5.5 100.00% 90.28% 89.37%
79 Qwen 3.6 Flash 100.00% 96.13% 89.31%
80 DeepSeek V4 Pro (Reasoning) 100.00% 95.25% 89.28%
81 Gemma 4 26B (Reasoning) 100.00% 98.79% 89.02%
82 Aion 3.0 100.00% 95.57% 88.78%
83 o4 Mini High 100.00% 99.53% 88.78%
84 Z.AI GLM 5.3 Flash (Reasoning, Low) 100.00% 99.36% 88.76%
85 Qwen 3.7 Flash (Reasoning) 100.00% 94.02% 88.56%
86 Gemini 2.5 Pro 100.00% 93.05% 88.44%
87 Qwen 3.6 27B 100.00% 97.42% 88.33%
88 GPT-5.6 Terra 100.00% 90.63% 88.23%
89 Z.AI GLM 4.7 100.00% 94.23% 87.67%
90 Qwen 3.6 35B 100.00% 94.07% 87.66%
91 Z.AI GLM 4.6 100.00% 94.42% 87.64%
92 Claude Sonnet 4 100.00% 90.04% 87.64%
93 Claude Sonnet 4.5 100.00% 87.78% 87.54%
94 Thinking Machines Inkling Small (Reasoning, High) 100.00% 94.39% 87.39%
95 Claude Sonnet 5 100.00% 88.74% 87.34%
96 Xiaomi MIMO v2.6 Flash 100.00% 97.74% 87.31%
97 Claude Opus 4 100.00% 87.84% 87.22%
98 GPT-4.1 100.00% 95.60% 86.82%
99 MiniMax M2.5 100.00% 94.72% 86.71%
100 Gemini 3.6 Flash (Reasoning, Minimal) 100.00% 96.53% 86.68%
101 o4 Mini 100.00% 98.54% 86.56%
102 MiniMax M2.7 100.00% 94.69% 86.23%
103 Qwen 3.5 Plus (2026-02-15) 100.00% 86.62% 86.17%
104 Xiaomi MIMO v2.5 Pro 100.00% 97.02% 86.05%
105 Gemini 3.1 Flash Lite (Reasoning) 100.00% 87.63% 85.91%
106 Gemini 3.5 Flash (Reasoning, Minimal) 100.00% 89.55% 85.88%
107 ByteDance Seed 2.0 Mini 100.00% 94.07% 85.69%
108 Gemini 3 Flash (Preview) 100.00% 85.61% 85.47%
109 Gemini 3.1 Flash Lite (Preview) 100.00% 87.29% 85.41%
110 Mistral Medium 3.5 (Reasoning) 100.00% 89.37% 85.32%
111 Gemma 4 31B 100.00% 95.09% 85.23%
112 Gemini 3.1 Flash Lite 100.00% 87.86% 85.09%
113 GPT-5.6 Luna 100.00% 93.37% 85.06%
114 Z.AI GLM 4.5 100.00% 91.83% 84.95%
115 Gemma 4 26B 100.00% 94.22% 84.89%
116 GPT-OSS 120B 100.00% 97.63% 84.81%
117 Mistral Large 4.0 100.00% 90.47% 84.72%
118 Mistral Medium 3.5 100.00% 87.58% 84.52%
119 Gemini 3.5 Flash Lite (Reasoning, Minimal) 100.00% 87.57% 84.45%
120 Gemini 3.5 Flash Lite (Reasoning) 100.00% 87.49% 84.34%
121 GPT-5.4 100.00% 86.32% 84.31%
122 Mistral Large 3 100.00% 85.18% 84.29%
123 ByteDance Seed 2.0 Lite 100.00% 89.50% 84.27%
124 Gemini 2.5 Flash (Reasoning) 100.00% 97.79% 84.14%
125 Xiaomi MIMO v2.5 100.00% 97.61% 83.95%
126 GPT-6 Luna 100.00% 92.57% 83.73%
127 GPT-5.4 Mini (Reasoning, Low) 100.00% 98.78% 83.57%
128 Claude Haiku 4.5 100.00% 91.93% 83.36%
129 DeepSeek V3 (2024-12-26) 100.00% 85.69% 82.62%
130 DeepSeek V3.1 100.00% 85.55% 82.35%
131 DeepSeek V3.2 100.00% 86.25% 82.22%
132 GPT-4o, Aug. 6th (temp=0) 100.00% 83.33% 82.18%
133 DeepSeek V4 Pro 100.00% 89.36% 82.05%
134 DeepSeek V4 Flash 100.00% 87.73% 82.02%
135 Nemotron 3 Super 100.00% 97.34% 81.69%
136 Mistral Large 2 100.00% 85.45% 81.50%
137 GPT-4.1 Mini 100.00% 86.23% 81.40%
138 GPT-4o, Aug. 6th (temp=1) 100.00% 86.00% 81.28%
139 Grok 4.20 100.00% 80.48% 81.21%
140 Hermes 3 405B 100.00% 87.02% 80.80%
141 Z.AI GLM 4.5 Air 100.00% 94.00% 80.74%
142 Gemini 2.5 Flash 100.00% 85.27% 80.61%
143 GPT-5.4 Mini 100.00% 81.85% 80.45%
144 GPT-5.4 Nano (Reasoning) 100.00% 96.98% 80.02%
145 Laguna S 2.1 100.00% 93.17% 79.99%
146 Gemini 2.5 Flash Lite 100.00% 88.08% 79.91%
147 Qwen 3 32B 100.00% 89.06% 79.37%
148 Grok 4.3 100.00% 87.79% 78.00%
149 GPT-4o Mini (temp=1) 100.00% 85.28% 77.82%
150 GPT-5.4 Nano (Reasoning, Low) 100.00% 95.71% 77.46%
151 Mistral Small 3.2 24B 100.00% 86.84% 77.36%
152 GPT-4o Mini (temp=0) 100.00% 82.23% 76.86%
153 Mistral Medium 3.1 100.00% 88.93% 76.08%
154 Gemma 3 12B 100.00% 77.13% 76.07%
155 Gemma 3 27B 100.00% 80.53% 75.70%
156 Mistral Small 4 100.00% 81.83% 75.23%
157 Thinking Machines Inkling 100.00% 92.70% 73.96%
158 Qwen 2.5 72B 100.00% 85.54% 73.17%
159 GPT-5.4 Nano 100.00% 86.86% 72.16%
160 Ministral 3 14B 100.00% 83.19% 70.45%
161 Ministral 3 8B 100.00% 94.02% 69.98%
162 GPT-4.1 Nano 100.00% 90.07% 69.90%
163 Arcee AI: Trinity Mini 100.00% 88.35% 67.68%
164 Gemma 3 4B 100.00% 75.94% 66.33%
165 Ministral 8B 100.00% 91.89% 63.77%
166 GPT-6.1 Sol (Reasoning, Medium) 96.43% 94.90% 95.88%
167 Muse Spark 1.2 (Reasoning, Medium) 96.43% 97.93% 94.71%
168 Muse Glimmer 30B (Reasoning, Medium) 96.43% 96.19% 88.81%
169 DeepSeek V4 Flash (Reasoning) 96.43% 96.92% 88.06%
170 Qwen 3.5 9B 96.43% 91.81% 84.05%
171 Mistral Small 4 (Reasoning) 96.43% 93.18% 79.48%
172 Claude Opus 5.5 (Reasoning) 95.24% 97.63% 96.43%
173 Aion 3.0 Mini 95.24% 94.08% 83.69%
174 Gemini 2.5 Flash Lite (Reasoning) 95.24% 96.99% 83.10%
175 Qwen 3.5 Flash 92.90% 88.70% 85.66%
176 Aion 2.0 92.89% 93.10% 86.66%
177 DeepSeek V4 Pro 0813 (Reasoning, High) 92.88% 88.77% 90.21%
178 Muse Spark 1.1 (Reasoning, Medium) 92.86% 96.79% 93.81%
179 DeepSeek V4 Flash 0731 (Reasoning, High) 92.86% 94.32% 87.97%
180 Qwen 3.5 35B 92.86% 89.24% 87.01%
181 Z.AI GLM 4.7 Flash 92.86% 90.00% 82.21%
182 Writer: Palmyra X5 92.86% 80.49% 78.11%
183 Llama 3.1 70B 92.86% 80.47% 77.41%
184 Laguna XS 2.1 92.86% 92.09% 75.42%
185 Cydonia 24B V4.1 91.07% 85.22% 72.68%
186 DeepSeek-V2 Chat 90.48% 82.48% 84.09%
187 ByteDance Seed 1.6 Flash 89.88% 90.83% 70.92%
188 Claude Haiku 5.5 (Adaptive) 89.29% 96.12% 89.37%
189 Ministral 3 3B 89.29% 75.10% 65.02%
190 DeepSeek V3 (2025-03-24) 88.10% 76.88% 79.93%
191 GPT-5 Nano 88.10% 92.99% 80.16%
192 Muse Spark 1.1 (Reasoning, Minimal) 87.50% 95.34% 91.43%
193 WizardLM 2 8x22b 85.73% 79.28% 71.45%
194 Qwen 3 235B A22B Instruct 2507 85.71% 76.34% 78.07%
195 Ministral 3B 85.71% 73.79% 59.25%
196 Nemotron 3 Nano 82.14% 88.55% 74.50%
197 Inception Mercury 2 81.55% 93.22% 81.99%
198 Claude Haiku 5.5 (Reasoning, Medium) 76.19% 91.20% 84.17%
199 Mistral NeMO 76.19% 69.32% 63.80%
200 Claude Haiku 5.5 (Reasoning, Low) 70.24% 89.61% 84.75%
201 Hermes 3 70B 60.79% 70.71% 69.74%
202 Cohere Command R+ (Aug. 2024) 37.90% 66.30% 67.04%