False Positives

Subcategory of Hallucination. 146 models scored.

Model Leaderboard

All models ranked by their False Positives subcategory score.

# Model False Positives Hallucination Overall
1 o4 Mini High 98.59% 99.53% 88.78%
2 Inception Mercury 2 98.13% 93.22% 81.99%
3 Z.AI GLM 5 Turbo 97.97% 99.32% 93.29%
4 Claude Opus 4.6 (Reasoning) 97.19% 99.06% 95.06%
5 Grok 4.5 (Reasoning, High) 97.19% 99.06% 94.12%
6 Grok 4.5 (Reasoning, Low) 97.03% 99.01% 90.94%
7 Z.AI GLM 5.2 (Reasoning, High) 96.98% 98.99% 93.41%
8 Z.AI GLM 5.1 96.51% 98.84% 93.74%
9 Gemma 4 26B (Reasoning) 96.41% 98.79% 89.02%
10 GPT-5.4 Mini (Reasoning, Low) 96.36% 98.78% 83.57%
11 Qwen 3.5 Plus (2026-04-20) 96.25% 98.38% 89.79%
12 Claude Opus 4.7 (Reasoning) 96.09% 98.69% 92.53%
13 GPT-5.6 Luna (Reasoning) 95.94% 98.65% 90.61%
14 Gemini 2.5 Flash Lite (Reasoning) 95.78% 96.99% 83.10%
15 o4 Mini 95.63% 98.54% 86.56%
16 GPT-5 Mini 94.85% 98.28% 91.31%
17 GPT-5.4 Mini (Reasoning) 94.32% 98.11% 89.82%
18 DeepSeek V4 Flash (Reasoning) 94.32% 96.92% 88.06%
19 Z.AI GLM 5 94.11% 98.04% 89.60%
20 Grok 4.3 (Reasoning) 93.59% 97.86% 90.99%
21 MiniMax M3 93.49% 97.83% 90.45%
22 Gemini 2.5 Flash (Reasoning) 93.44% 97.79% 84.14%
23 GPT-OSS 120B 92.97% 97.63% 84.81%
24 Xiaomi MIMO v2.5 92.92% 97.61% 83.95%
25 ByteDance Seed 1.6 92.71% 97.57% 89.59%
26 GPT-5.2 92.64% 97.55% 89.45%
27 Qwen 3.6 27B 92.33% 97.42% 88.33%
28 Claude Opus 4.8 (Reasoning) 92.24% 97.41% 92.33%
29 Nemotron 3 Super 92.03% 97.34% 81.69%
30 Claude Opus 4.8 (Reasoning, Low) 91.98% 97.33% 91.89%
31 Qwen3.7 Max 91.51% 97.15% 94.55%
32 Xiaomi MIMO v2.5 Pro 91.05% 97.02% 86.05%
33 GPT-5.4 Nano (Reasoning) 90.95% 96.98% 80.02%
34 Claude Sonnet 4.6 (Reasoning) 90.94% 96.98% 93.64%
35 GPT-5 Nano 90.90% 92.99% 80.16%
36 Claude Opus 4.6 90.40% 96.80% 92.31%
37 Claude Sonnet 5 (Reasoning) 90.31% 96.77% 90.40%
38 Claude Sonnet 5 (Reasoning, Low) 89.32% 96.44% 90.16%
39 Gemma 4 31B (Reasoning) 89.11% 96.37% 89.64%
40 Grok 4.20 (Reasoning) 88.89% 96.30% 90.87%
41 GPT-5.1 88.65% 96.22% 90.73%
42 Qwen 3.6 Flash 88.39% 96.13% 89.31%
43 Aion 3.0 Mini 88.15% 94.08% 83.69%
44 GPT-5 87.76% 95.92% 91.48%
45 GPT-5.6 Sol 87.60% 95.87% 90.76%
46 Qwen3.6 Max Preview 87.58% 95.86% 93.72%
47 GPT-5.4 (Reasoning, Low) 87.14% 95.71% 90.91%
48 GPT-5.4 Nano (Reasoning, Low) 87.13% 95.71% 77.46%
49 DeepSeek V4 Pro (Reasoning) 86.87% 95.25% 89.28%
50 Gemini 3.5 Flash (Reasoning) 86.82% 95.61% 93.35%
51 Aion 3.0 86.82% 95.57% 88.78%
52 GPT-4.1 86.82% 95.60% 86.82%
53 Aion 2.0 86.41% 93.10% 86.66%
54 Nemotron 3 Nano 85.80% 88.55% 74.50%
55 GPT-5.4 (Reasoning) 85.65% 95.22% 93.85%
56 Gemma 4 31B 85.26% 95.09% 85.23%
57 Claude Sonnet 4.6 84.99% 94.99% 90.66%
58 GPT-5.6 Terra (Reasoning) 84.95% 94.98% 92.49%
59 MiniMax M2.5 84.66% 94.72% 86.71%
60 Z.AI GLM 4.6 84.38% 94.42% 87.64%
61 MiniMax M2.7 84.34% 94.69% 86.23%
62 Gemini 3.1 Pro (Preview) 83.59% 94.53% 94.08%
63 Qwen 3.6 35B 83.33% 94.07% 87.66%
64 MoonshotAI: Kimi K2.6 83.28% 94.43% 92.57%
65 Z.AI GLM 4.5 Air 83.12% 94.00% 80.74%
66 Mistral Small 4 (Reasoning) 83.11% 93.18% 79.48%
67 ByteDance Seed 1.6 Flash 83.03% 90.83% 70.92%
68 Z.AI GLM 4.7 82.73% 94.23% 87.67%
69 Gemma 4 26B 82.67% 94.22% 84.89%
70 ByteDance Seed 2.0 Mini 82.30% 94.07% 85.69%
71 Ministral 3 8B 82.06% 94.02% 69.98%
72 MoonshotAI: Kimi K2.5 82.03% 94.01% 90.86%
73 Qwen 3.5 9B 81.32% 91.81% 84.05%
74 GPT-5.6 Luna 80.10% 93.37% 85.06%
75 Qwen 3.5 122B 79.87% 93.29% 90.32%
76 Qwen 3.5 27B 79.86% 93.29% 90.05%
77 Gemini 2.5 Pro 79.16% 93.05% 88.44%
78 Claude Opus 4.7 78.84% 92.95% 89.90%
79 Gemini 3 Flash (Preview, Reasoning) 77.99% 92.65% 89.93%
80 Z.AI GLM 4.7 Flash 77.13% 90.00% 82.21%
81 Z.AI GLM 4.5 76.65% 91.83% 84.95%
82 GPT-5.5 (Reasoning) 76.35% 92.12% 93.72%
83 Claude Haiku 4.5 75.80% 91.93% 83.36%
84 Ministral 8B 75.68% 91.89% 63.77%
85 GPT-5.6 Sol (Reasoning) 75.16% 91.72% 95.15%
86 Qwen 3.5 35B 74.87% 89.24% 87.01%
87 GPT-5.5 (Reasoning, Low) 74.11% 91.37% 92.51%
88 Qwen 3.5 Flash 73.21% 88.70% 85.66%
89 Claude Opus 4.5 73.09% 91.03% 89.60%
90 GPT-5.6 Terra 71.90% 90.63% 88.23%
91 GPT-5.5 70.85% 90.28% 89.37%
92 ByteDance Seed 2.0 Lite 70.73% 89.50% 84.27%
93 GPT-4.1 Nano 70.27% 90.07% 69.90%
94 Qwen 3.5 397B A17B 70.17% 90.04% 91.09%
95 Claude Sonnet 4 70.11% 90.04% 87.64%
96 Gemini 3.5 Flash (Reasoning, Minimal) 68.64% 89.55% 85.88%
97 DeepSeek V4 Pro 68.09% 89.36% 82.05%
98 Qwen 3 32B 67.79% 89.06% 79.37%
99 Cydonia 24B V4.1 66.97% 85.22% 72.68%
100 Mistral Medium 3.1 66.78% 88.93% 76.08%
101 Claude Sonnet 5 66.23% 88.74% 87.34%
102 Arcee AI: Trinity Mini 65.05% 88.35% 67.68%
103 Gemini 2.5 Flash Lite 64.28% 88.08% 79.91%
104 Gemini 3.1 Flash Lite 63.57% 87.86% 85.09%
105 Claude Opus 4 63.52% 87.84% 87.22%
106 Grok 4.3 63.41% 87.79% 78.00%
107 Claude Sonnet 4.5 63.35% 87.78% 87.54%
108 DeepSeek V4 Flash 63.20% 87.73% 82.02%
109 Gemini 3.1 Flash Lite (Reasoning) 62.89% 87.63% 85.91%
110 Mistral Small 3.2 24B 62.38% 86.84% 77.36%
111 Gemini 3.1 Flash Lite (Preview) 61.89% 87.29% 85.41%
112 Llama 3.1 70B 61.33% 80.47% 77.41%
113 Hermes 3 405B 61.06% 87.02% 80.80%
114 Cohere Command R+ (Aug. 2024) 61.00% 66.30% 67.04%
115 GPT-5.4 Nano 60.58% 86.86% 72.16%
116 Qwen 3.5 Plus (2026-02-15) 60.20% 86.62% 86.17%
117 GPT-5.4 58.96% 86.32% 84.31%
118 DeepSeek V3.2 58.75% 86.25% 82.22%
119 GPT-4.1 Mini 58.70% 86.23% 81.40%
120 Qwen 2.5 72B 58.36% 85.54% 73.17%
121 GPT-4o, Aug. 6th (temp=1) 58.17% 86.00% 81.28%
122 DeepSeek V3 (2024-12-26) 57.07% 85.69% 82.62%
123 WizardLM 2 8x22b 57.02% 79.28% 71.45%
124 DeepSeek-V2 Chat 56.98% 82.48% 84.09%
125 Gemini 3 Flash (Preview) 56.88% 85.61% 85.47%
126 DeepSeek V3.1 56.76% 85.55% 82.35%
127 Gemini 2.5 Flash 56.72% 85.27% 80.61%
128 Mistral Large 2 56.35% 85.45% 81.50%
129 GPT-4o Mini (temp=1) 55.83% 85.28% 77.82%
130 Mistral Large 3 55.54% 85.18% 84.29%
131 Hermes 3 70B 53.99% 70.71% 69.74%
132 GPT-4o, Aug. 6th (temp=0) 50.00% 83.33% 82.18%
133 Ministral 3 14B 49.57% 83.19% 70.45%
134 Writer: Palmyra X5 48.62% 80.49% 78.11%
135 DeepSeek V3 (2025-03-24) 47.98% 76.88% 79.93%
136 GPT-4o Mini (temp=0) 46.70% 82.23% 76.86%
137 GPT-5.4 Mini 45.55% 81.85% 80.45%
138 Mistral Small 4 45.50% 81.83% 75.23%
139 Qwen3 235B A22B Instruct 2507 43.34% 76.34% 78.07%
140 Gemma 3 27B 41.59% 80.53% 75.70%
141 Grok 4.20 41.45% 80.48% 81.21%
142 Ministral 3 3B 36.00% 75.10% 65.02%
143 Ministral 3B 35.66% 73.79% 59.25%
144 Mistral NeMO 31.81% 69.32% 63.80%
145 Gemma 3 12B 31.38% 77.13% 76.07%
146 Gemma 3 4B 27.83% 75.94% 66.33%