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Cookie and PB sandwich
CPBHuman knife-edge
Benchmark image 14

Cookie PB

Cookie and peanut butter "Sandwich"

Two cookies with peanut-butter filling are stacked into a dessert sandwich that feels like it was greenlit by a startup with no adult in finance. It breaks the bread prior while preserving the sandwich geometry almost too cleanly.

Under development: this benchmark and its published results are provisional, not final.

Human
51.5% yes48.5% no
Model average
34.8% yes65.3% no
At a glance

How this photo split the room

Human distribution
51.5% yes, 48.5% no over 656 explicit votes.
Model average distribution
34.8% yes, 65.3% no across the current model set.
Closest current model
50.0% yes.

qwen/qwen3.5-flash-02-23

Least aligned models
51.5 point gap.

21-way tie

Legacy GPT-4o baseline
46.0% yes with a 5.5 point gap against humans.
Biggest model gap
51.5 percentage points on this image.
Current classification
Human knife-edge
Benchmark context
Current classification
Human knife-edge
Models compared
67 current runs
Biggest model gap
51.5 percentage points on this image.
Closest model output
50.0% yes.
Model spread

How Models Align with Human Responses

This compares each model against human responses to show how closely it aligns with people.Human rate marker

GPT / OpenAIopenai/o3

9.7% no90.3% yes

Human gap38.7%

Rank #57

GPT / OpenAIopenai/o1

0.0% no100.0% yes

Human gap48.5%

Rank #2

Selected human comments

  • No, it is a photo of a cookie sandwich.
  • damn skippy! (was it skippy peanut butter?)
  • This is a tower of sugar.

qwen/qwen3.5-flash-02-23 comments

  • Although it has a filling between two layers, a sandwich typically requires bread. This is a dessert known as a cookie sandwich, which falls under the category of cookies rather than sandwiches.
  • Yes. Structurally, it fits the definition: two pieces of bread-like substance (cookies) with a filling (peanut butter) in between. While often categorized as a dessert, it is technically a cookie sandwich, similar to an ice cream sandwich.

mistralai/mistral-large-2512 comments

  • A sandwich typically consists of fillings between slices of bread or a split roll. These are cookies, not sandwiches.
  • A sandwich typically involves ingredients placed between slices of bread or a split bread-like item. These are cookies, not a sandwich.
Vote card

Generated summary for this photo

Vote card for Cookie PB
Is Cookie PB a Sandwich? Human vs AI Results | opensandwich.ai