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Human 55.7% yes44.3% no Model average 65.2% yes34.8% no Most aligned model openai/gpt-5.4 openai/gpt-5.4 Least aligned models 5-way tie openai/o3-proopenai/gpt-5.4-progoogle/gemini-3.1-pro-preview+2 more Human distribution 55.7% yes, 44.3% no over 655 explicit votes. Model average distribution 65.2% yes, 34.8% no across the current model set. Closest current model 54.0% yes. Least aligned models 55.7 point gap. Legacy GPT-4o baseline 36.0% yes with a 19.7 point gap against humans. Biggest model gap 55.7 percentage points on this image. Current classification Human knife-edge 

KFCHuman knife-edge
Benchmark image 19
KFC Double Down
KFC Double-Down "Sandwich"
The Double Down replaces bread with fried chicken fillets and dares the classifier to explain why outer layers must be grain-based. It is a sandwich-shaped act of aggression from the late-capitalist frontier.
Under development: this benchmark and its published results are provisional, not final.
At a glance
How this photo split the room
openai/gpt-5.4
5-way tie
Why this page matters
This is the compact read on where humans, models, and comments start disagreeing about the same image.
Model spread
How models line up against the crowd
Bars run from more no on the left to more yes on the right. The marker shows the human yes rate.
baidu/ernie-4.5-vl-28b-a3b
google/gemini-3-flash-preview
google/gemini-3.1-pro-preview
openai/gpt-5.4-pro
openai/o3-pro
google/gemini-2.5-pro
openai/gpt-4.1
openai/o3
openai/gpt-4o-2024-11-20
meta-llama/llama-3.2-11b-vision-instruct
openai/gpt-5.4
openai/gpt-4.1-mini
openai/gpt-4o
moonshotai/kimi-k2.5
qwen/qwen3.5-397b-a17b
qwen/qwen-2-vl-72b-instruct
qwen/qwen2.5-vl-72b-instruct
amazon/nova-lite-v1
anthropic/claude-sonnet-4.6
mistralai/pixtral-large-2411
amazon/nova-pro-v1
anthropic/claude-opus-4.6
google/gemma-3-12b-it
google/gemma-3-27b-it
meta-llama/llama-4-maverick
meta-llama/llama-4-scout
minimax/minimax-01
openai/gpt-4o-mini
qwen/qwen2.5-vl-32b-instruct
x-ai/grok-4-fast
z-ai/glm-4.6v
Vote card
Generated summary for this photo



Selected human comments
openai/gpt-5.4 comments
google/gemini-3-flash-preview comments