False Positives

Subcategory of Hallucination. 89 models scored.

Model Leaderboard

All models ranked by their False Positives subcategory score.

# Model False Positives Hallucination Overall
1 o4 Mini High 97.19% 99.06% 90.29%
2 Grok 4.1 Fast 97.08% 99.02% 89.55%
3 o4 Mini 96.25% 98.75% 88.35%
4 GPT-5.1 95.31% 98.44% 92.54%
5 Claude Opus 4.6 (Reasoning) 94.38% 98.13% 95.02%
6 ByteDance Seed 1.6 Flash 94.11% 94.52% 73.27%
7 Z.AI GLM 5 93.23% 97.74% 91.23%
8 GPT-5 Mini 93.12% 97.71% 92.62%
9 GPT-5 Nano 92.50% 93.53% 82.60%
10 Gemini 2.5 Flash Lite (Reasoning) 91.56% 95.59% 85.75%
11 Aion 2.0 87.81% 93.57% 89.21%
12 Gemini 2.5 Flash (Reasoning) 86.87% 95.60% 86.51%
13 GPT-4.1 85.76% 95.24% 88.68%
14 ByteDance Seed 1.6 85.42% 95.14% 90.70%
15 GPT-5.2 85.28% 95.09% 90.26%
16 Claude Sonnet 4.6 (Reasoning) 81.88% 93.96% 93.66%
17 Claude Opus 4.6 80.81% 93.60% 92.35%
18 Minimax M2.5 79.32% 92.94% 88.71%
19 Ministral 3 8B 77.55% 92.52% 71.76%
20 Z.AI GLM 4.7 Flash 76.72% 89.86% 84.82%
21 GPT-5 75.52% 91.84% 91.93%
22 Arcee AI: Trinity Mini 73.37% 91.12% 70.90%
23 Grok 4 Fast 73.28% 91.09% 86.15%
24 LFM2 24B 71.58% 90.53% 58.77%
25 Z.AI GLM 4.6 71.35% 90.08% 89.11%
26 Claude Sonnet 4.6 69.98% 89.99% 91.15%
27 Grok 4 68.35% 89.45% 88.12%
28 Ministral 8B 67.57% 89.19% 64.87%
29 Gemini 3.1 Pro (Preview) 67.19% 89.06% 94.37%
30 Z.AI GLM 4.7 65.47% 88.47% 88.69%
31 Gemini 3 Pro (Preview) 64.69% 88.23% 88.79%
32 MoonshotAI: Kimi K2.5 64.06% 88.02% 91.04%
33 GPT-4.1 Nano 63.25% 87.73% 71.94%
34 Z.AI GLM 4.5 62.31% 87.05% 86.27%
35 Qwen 3.5 122B 59.74% 86.58% 91.53%
36 Qwen 3.5 27B 59.73% 86.58% 90.85%
37 Gemini 2.5 Pro 58.32% 86.11% 88.53%
38 Gemini 3 Flash (Preview, Reasoning) 55.98% 85.32% 90.50%
39 Cohere Command R+ (Aug. 2024) 55.29% 64.40% 69.03%
40 Claude Haiku 4.5 51.59% 83.86% 85.14%
41 Qwen 3.5 35B 49.74% 80.87% 88.00%
42 Qwen 3.5 Flash 49.01% 80.63% 86.38%
43 Qwen 3.5 397B A17B 46.35% 82.10% 91.73%
44 Mistral Medium 3.1 46.27% 82.09% 77.83%
45 Claude Opus 4.5 46.19% 82.06% 89.69%
46 GPT-4.1 Mini 43.42% 81.14% 83.20%
47 Hermes 3 70B 42.95% 67.05% 72.57%
48 Qwen 2.5 72B 40.41% 79.56% 75.46%
49 Claude Sonnet 4 40.23% 80.08% 88.72%
50 Ministral 3 14B 39.97% 79.99% 72.54%
51 Hermes 3 405B 39.09% 79.70% 82.86%
52 GPT-4o, Aug. 6th (temp=1) 38.76% 79.53% 82.62%
53 Mistral Large 3 34.52% 78.17% 85.43%
54 Mistral Large 2 33.60% 77.87% 82.41%
55 Mistral Large 32.50% 77.50% 80.15%
56 GPT-4o Mini (temp=1) 30.35% 76.78% 79.08%
57 WizardLM 2 8x22b 29.74% 70.24% 71.07%
58 Arcee AI: Trinity Large (Preview) 29.41% 76.47% 73.33%
59 Llama 3.1 70B 29.26% 69.78% 78.40%
60 Claude 3.5 Sonnet 28.94% 76.31% 84.24%
61 Llama 3.1 Nemotron 70B 28.79% 74.99% 74.70%
62 Mistral Small 3.2 24B 28.78% 75.83% 78.60%
63 Gemini 2.5 Flash Lite 28.56% 76.17% 81.08%
64 Rocinante 12B 27.40% 52.09% 54.55%
65 Claude Opus 4 27.04% 75.68% 87.69%
66 Claude Sonnet 4.5 26.70% 75.57% 88.03%
67 Ministral 3B 26.52% 70.75% 61.29%
68 Claude 3.7 Sonnet 25.54% 75.18% 83.39%
69 Mistral Small Creative 23.38% 74.46% 73.27%
70 Writer: Palmyra X5 23.27% 72.04% 79.57%
71 Ministral 3 3B 22.08% 70.45% 67.22%
72 GPT-4o Mini (temp=0) 20.67% 73.56% 78.29%
73 Qwen 3.5 Plus (2026-02-15) 20.40% 73.35% 85.96%
74 GPT-4o, May 13th (temp=1) 20.21% 73.40% 83.80%
75 GPT-4o, Aug. 6th (temp=0) 20.06% 73.35% 82.45%
76 Claude 3 Haiku 19.94% 60.81% 71.19%
77 DeepSeek V3 (2024-12-26) 19.33% 73.11% 83.68%
78 DeepSeek V3 (2025-03-24) 18.55% 67.07% 81.99%
79 DeepSeek V3.1 18.52% 72.80% 82.39%
80 Llama 3.1 8B 18.43% 43.41% 63.37%
81 DeepSeek-V2 Chat 17.97% 69.48% 84.83%
82 DeepSeek V3.2 17.51% 72.50% 82.25%
83 Gemini 2.5 Flash 16.03% 71.70% 80.60%
84 Gemini 3 Flash (Preview) 13.77% 71.24% 85.35%
85 Mistral NeMO 11.73% 62.63% 65.04%
86 GPT-4o, May 13th (temp=0) 9.29% 69.76% 85.36%
87 Gemma 3 12B 7.45% 69.15% 78.41%
88 Gemma 3 27B 6.23% 68.74% 77.85%
89 Gemma 3 4B 2.80% 67.60% 68.57%