Nonsense detection
BullshitBench v2
Given a confidently-worded but nonsensical prompt, does the AI spot that it makes no sense and push back — instead of playing along and inventing an answer? The score is how often it clearly called out the nonsense. Higher is better.
Scores from BullshitBench, which runs the benchmark and publishes the full field.
Rankings
Higher is better#195%
Claude Opus 4.8
#195%
Qwen3.8-Max
391%
Claude Sonnet 4.6
490%
Claude Opus 4.5
587%
Claude Opus 4.6
683%
Claude Opus 4.7
780%
Claude Sonnet 5
780%
Mistral Large 4OW
979%
Claude Sonnet 4.5
979%
Qwen3.8-27BOW
1178%
Qwen3.5OW
1277%
Claude Haiku 4.5
1277%
Claude Fable 5.1
1474%
Kimi K3
1573%
Claude Opus 5
1672%
Qwen3.6-Plus
1672%
Qwen3.7-Max
1672%
GLM-5.3OW
1969%
GPT-6 Astra
2066%
Gemini 3.5 Flash-Lite
2066%
Grok 4.6
2066%
Gemini 4 Argon
2365%
Kimi K2.6
2365%
GPT-6.1 Sol
2563%
Claude Opus 5.5
2660%
Claude Sonnet 5.5
2759%
GPT-6 Sol
2759%
GPT-6 Luna
2957%
DeepSeek-V4.1-FlashOW
2957%
Claude Haiku 5.5
2957%
Muse Wonder
3256%
Grok 4.20 Beta
3256%
Claude Fable 5
3455%
Grok 4.5
3554%
Nemotron 3 SuperOW
3554%
GPT-5.6 Terra
3752%
Kimi K2.5
3850%
Claude 3.5 Haiku
3850%
Grok 4.3 Beta
3850%
Muse Spark 1.2
4149%
Claude 3.7 Sonnet
4149%
Nemotron 3 UltraOW
4348%
Gemini 3.0 Pro
4348%
GPT-5.4
4348%
GPT-5.6 Sol
4647%
GPT-5.5
4746%
Claude 3.5 Sonnet
4843%
Claude Opus 4.1
4941%
GPT-5.6 Luna
5039%
GPT-5-Codex
5039%
Gemini 3.6 Flash
5039%
DeepSeek-V4-Flash-0731OW
5338%
GPT-5.2
5437%
Gemini 3.1 Pro
5536%
GPT-5.5-Pro
5635%
Gemini 3.7 Flash
5635%
DeepSeek-V4-Pro-0813OW
5834%
Claude Opus 4
5932%
GPT-5.4 mini
6031%
GLM-5.2
6130%
Claude Sonnet 4
6229%
LLaMA 4 Maverick
6328%
Nemotron 3 NanoOW
6328%
GLM-5
6526%
o3
6625%
GPT-5.1
6625%
Gemma 4OW
6824%
GPT-5.3-Codex
6922%
GLM-5.1
7021%
GPT-5
7120%
Gemini 2.5 Pro
7120%
LLaMA 4 Scout
7120%
Qwen3-CoderOW
7120%
Gemini 3.5 Flash
7519%
Gemini 2.5 Flash
7519%
Grok 4.1 Fast
7718%
DeepSeek-V4-Flash
7815%
Gemini 2.0 Flash
7914%
LLaMA 3.1
7914%
GPT-4.1
7914%
GPT-5.4 nano
7914%
DeepSeek-V4-Pro
8313%
DeepSeek-V3.2
8412%
GPT-4o
8412%
gpt-oss-120bOW
8611%
Gemini 3.1 Flash-Lite
8710%
Claude 3 Haiku
8710%
Kimi K2
8710%
Gemini 3.0 Flash
908%
o4-mini
908%
DeepSeek R1-0528
908%
GLM-4.5
936%
Qwen3OW
936%
Mistral Small 4OW
955%
Nemotron Nano 2OW
963%
Gemma 3OW
972%
GPT-4o mini
972%
Mistral Large 3
BullshitBench v2 — frequently asked questions
Given a confidently-worded but nonsensical prompt, does the AI spot that it makes no sense and push back — instead of playing along and inventing an answer? The score is how often it clearly called out the nonsense. Higher is better.