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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

92.1% yes7.9% no

Most aligned model

openai/gpt-4.1-mini

Least aligned models

17-way tie

openai/o3-pro

qwen/qwen3.5-397b-a17b

google/gemini-2.5-pro+14 more

At a glance

How this photo split the room

Human distribution

59.4% yes, 40.6% no over 655 explicit votes.

Model average distribution

92.1% yes, 7.9% no across the current model set.

Closest current model

70.3% yes.

openai/gpt-4.1-mini

Least aligned models

40.6 point gap.

17-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

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.

google/gemini-3-flash-preview

65.8% no34.2% yes

Rank #32Gap 25.2%

openai/gpt-5.4-pro

62.5% no37.5% yes

Rank #8Gap 21.9%

openai/gpt-4.1-mini

29.7% no70.3% yes

Rank #18Gap 10.9%

x-ai/grok-4-fast

25.3% no74.8% yes

Rank #5Gap 15.4%

meta-llama/llama-3.2-11b-vision-instruct

22.9% no77.1% yes

Rank #1Gap 17.8%

openai/gpt-4o-2024-11-20

10.4% no89.6% yes

Rank #25Gap 30.2%

amazon/nova-lite-v1

7.0% no93.0% yes

Rank #17Gap 33.6%

amazon/nova-pro-v1

5.8% no94.2% yes

Rank #30Gap 34.8%

google/gemini-3.1-pro-preview

5.0% no95.0% yes

Rank #10Gap 35.6%

openai/o3

3.9% no96.1% yes

Rank #24Gap 36.7%

minimax/minimax-01

1.9% no98.0% yes

Rank #29Gap 38.7%

moonshotai/kimi-k2.5

1.6% no98.4% yes

Rank #4Gap 39.0%

openai/gpt-4o

1.0% no99.0% yes

Rank #9Gap 39.6%

qwen/qwen-2-vl-72b-instruct

1.0% no99.0% yes

Rank #12Gap 39.6%

anthropic/claude-opus-4.6

0.0% no100.0% yes

Rank #23Gap 40.6%

anthropic/claude-sonnet-4.6

0.0% no100.0% yes

Rank #22Gap 40.6%

baidu/ernie-4.5-vl-28b-a3b

0.0% no100.0% yes

Rank #27Gap 40.6%

google/gemini-2.5-pro

0.0% no100.0% yes

Rank #7Gap 40.6%

google/gemma-3-12b-it

0.0% no100.0% yes

Rank #11Gap 40.6%

google/gemma-3-27b-it

0.0% no100.0% yes

Rank #15Gap 40.6%

meta-llama/llama-4-maverick

0.0% no100.0% yes

Rank #26Gap 40.6%

meta-llama/llama-4-scout

0.0% no100.0% yes

Rank #13Gap 40.6%

mistralai/pixtral-large-2411

0.0% no100.0% yes

Rank #16Gap 40.6%

openai/gpt-4.1

0.0% no100.0% yes

Rank #31Gap 40.6%

openai/gpt-4o-mini

0.0% no100.0% yes

Rank #21Gap 40.6%

openai/gpt-5.4

0.0% no100.0% yes

Rank #20Gap 40.6%

openai/o3-pro

0.0% no100.0% yes

Rank #3Gap 40.6%

qwen/qwen2.5-vl-32b-instruct

0.0% no100.0% yes

Rank #14Gap 40.6%

qwen/qwen2.5-vl-72b-instruct

0.0% no100.0% yes

Rank #28Gap 40.6%

qwen/qwen3.5-397b-a17b

0.0% no100.0% yes

Rank #6Gap 40.6%

z-ai/glm-4.6v

0.0% no100.0% yes

Rank #19Gap 40.6%

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

Hashbrown Sandwich

How this photo split the room

How models line up against the crowd

Selected human comments

openai/gpt-4.1-mini comments

openai/gpt-4.1 comments

Generated summary for this photo