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Hashbrown breakfast sandwich
HSHHuman knife-edge
Benchmark image 09

Hashbrown Sandwich

Hash brown, egg, bacon, egg & cheese "Sandwich"

A breakfast stack uses hash-brown slabs as the outer chassis for bacon, egg, and cheese, like fast-food R&D got too comfortable with category theory. It is handheld, layered, and deeply committed to making 'bread' feel optional.

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

Human
59.4% yes40.6% no
Model average
91.4% yes8.6% no
At a glance

How this photo split the room

Human distribution
59.4% yes, 40.6% no over 655 explicit votes.
Model average distribution
91.4% yes, 8.6% no across the current model set.
Closest current model
70.3% yes.

openai/gpt-4.1-mini

Least aligned models
40.6 point gap.

40-way tie

Legacy GPT-4o baseline
84.0% yes with a 24.6 point gap against humans.
Biggest model gap
40.6 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
40.6 percentage points on this image.
Closest model output
70.3% 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

3.9% no96.1% yes

Human gap36.7%

Rank #57

GPT / OpenAIopenai/o1

0.0% no100.0% yes

Human gap40.6%

Rank #2

Selected human comments

  • I just want you to know that i really think this is a important sawnwhich
  • That is just art
  • No, it is a photo of a hash brown sandwich.

openai/gpt-4.1-mini comments

  • This item uses hash browns as the 'bread' with typical sandwich fillings like egg, bacon, cheese, and meat. While unconventional, it fits the core concept of a sandwich: a filling enclosed by two outer layers.
  • This is a sandwich, though unconventional, as it uses hash browns instead of bread. The key elements—two outer layers enclosing fillings—are present, fulfilling the basic sandwich structure.

openai/gpt-4.1 comments

  • Though the 'bread' appears to be hash browns, the structure—a filling between two separate pieces—fits the broad definition of a sandwich.
  • Though the 'bread' is made of hash browns, it encloses fillings between two flat sides, fitting a broad definition of a sandwich.
Vote card

Generated summary for this photo

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