Benchmarks / Reasoning

BullshitBench v2

Share of 100 nonsense prompts (software, finance, legal, medical, physics) where the model clearly calls out the nonsense instead of confidently answering; 3-judge panel, mean aggregation. Reported per reasoning level.

108models
10%Open Index weight
–last updated
Peter Gostevpublisher

BullshitBench v2

Higher is better · best effort per model

Chart settings
108 of 108 selected

full table below

#ModelEffortScoreCost / taskHarness
1Opus 4.8none95.0%––
2Qwen 3.8 Maxminimal95.0%––
3Sonnet 4.6high91.0%––
4Opus 4.5high90.0%––
5Opus 4.6high87.0%––
6Opus 4.7none83.0%––
7Mistral Large 4.0none80.0%––
8Sonnet 5low80.0%––
9Sonnet 4.5high79.0%––
10Qwen 3.8 27Bnone79.0%––
11Qwen 3.5 397B-A17Bhigh78.0%––
12Fable 5.1low77.0%––
13Haiku 4.5high77.0%––
14Kimi K3xhigh74.0%––
15Opus 5low73.0%––
16GLM 5.3minimal72.0%––
17Qwen 3.7 Maxnone72.0%––
18Qwen 3.6 Plusnone72.0%––
19GPT-6 Astramax69.0%––
20Grok 4.20low67.0%––
21Gemini 3.5 Flash-Liteminimal66.0%––
22Gemini 4low66.0%––
23Grok 4.6minimal66.0%––
24GPT-6.1 Sollow65.0%––
25Kimi K2.6none65.0%––
26MiniMax M3xhigh64.0%––
27Opus 5.5low63.0%––
28Qwen 3 Maxhigh63.0%––
29MiMo V2.5 Proxhigh62.0%––
30Sonnet 5.5low60.0%––
31GPT-6 Luna Promax59.0%––
32GPT-6 Solnone59.0%––
33GPT-6 Lunanone59.0%––
34Haiku 5.5max57.0%––
35GPT-6 Sol Promax57.0%––
36DeepSeek V4.1 Flashmax57.0%––
37Fable 5xhigh56.0%––
38Grok 4.5high55.0%––
39GPT-5.6 Terramax54.0%––
40Kimi K2.5none52.0%––
41Grok 4.3minimal50.0%––
42Muse Spark 1.2minimal50.0%––
43Haiku 3.5medium50.0%––
44Sonnet 3.7medium49.0%––
45Nemotron 3 Ultranone49.0%––
46GPT-5.6 Sollow48.0%––
47GPT-5.4none48.0%––
48Gemini 3 Prolow48.0%––
49GPT-5.5xhigh47.0%––
50Sonnet 3.5medium46.0%––
51GPT-5.2 Codexlow45.0%––
52GPT-5.1medium45.0%––
53Opus 4.1none43.0%––
54GPT-5.6 Lunamax41.0%––
55GPT-5.3medium40.0%––
56DeepSeek V4 Flash 0731xhigh39.0%––
57GPT-5 Codexmedium39.0%––
58Gemini 3.6 Flashminimal39.0%––
59GPT-5.2none38.0%––
60Gemini 3.1 Prolow37.0%––
61GPT-5.5 Proxhigh36.0%––
62DeepSeek V4 Pro 0813max35.0%––
63Gemini 3.7 Flashminimal35.0%––
64MiMo V2.5xhigh35.0%––
65Opus 4medium34.0%––
66GPT-5.4 Minihigh32.0%––
67GPT-5.1 Codexmedium32.0%––
68GLM 5high31.0%––
69GLM 5.2xhigh31.0%––
70Sonnet 4high30.0%––
71Llama 4 Maverickmedium29.0%––
72o3medium26.0%––
73Gemma 4 31B IThigh25.0%––
74GPT-5.3 Codexlow24.0%––
75GLM 5.1xhigh22.0%––
76GPT-5medium21.0%––
77Gemma 4 26Bxhigh21.0%––
78Qwen 3 Codermedium20.0%––
79Gemini 2.5 Promedium20.0%––
80Llama 4 Scoutmedium20.0%––
81Gemini 3.5 Flashxhigh20.0%––
82Grok 4.1 Fasthigh19.0%––
83Gemini 2.5 Flashmedium19.0%––
84DeepSeek V4 Flashnone18.0%––
85MiMo V2 Flashnone16.0%––
86Hy3none16.0%––
87Gemini 2.0 Flashmedium15.0%––
88DeepSeek V4 Proxhigh14.0%––
89Llama 3.1 8bmedium14.0%––
90GPT-5.4 Nanohigh14.0%––
91GPT-4.1medium14.0%––
92DeepSeek V3.2high13.0%––
93GPT-4omedium12.0%––
94gpt-oss-120blow12.0%––
95Gemini 3.1 Flash-Litemedium11.0%––
96Gemini 3 Flashhigh10.0%––
97Haiku 3medium10.0%––
98Kimi K2medium10.0%––
99MiniMax M2.5low9.0%––
100MiniMax M2.7high8.0%––
101DeepSeek R1xhigh8.0%––
102GLM 4.5xhigh8.0%––
103o4 minilow8.0%––
104Mistral Small 2603high6.0%––
105Qwen 3 235B-A22Bnone6.0%––
106Gemma 3 27B ITmedium3.0%––
107Mistral Large 2512medium2.0%––
108GPT-4o minimedium2.0%––