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GCSPeople mostly said yes

Benchmark image 05

Grilled Cheese

Grilled cheese sandwich "Sandwich"

A browned grilled cheese sits there radiating the confidence of a unit test with 100% coverage and no hidden mocks. Two bread faces, molten cheese center, zero ontology drama unless you are trying very hard to be annoying.

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

Human

95.6% yes4.4% no

Model average

99.6% yes0.4% no

Most aligned models

30-way tie

openai/o3-pro

moonshotai/kimi-k2.5

x-ai/grok-4-fast+27 more

Least aligned model

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

At a glance

How this photo split the room

Human distribution

95.6% yes, 4.4% no over 655 explicit votes.

Model average distribution

99.6% yes, 0.4% no across the current model set.

Closest current models

100.0% yes.

30-way tie

Least aligned model

7.0 point gap.

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

Legacy GPT-4o baseline

100.0% yes with a 4.4 point gap against humans.

Biggest model gap

7.0 percentage points on this image.

Current classification

People mostly said yes

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.

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

11.4% no88.6% yes

Rank #1Gap 7.0%

amazon/nova-lite-v1

0.0% no100.0% yes

Rank #17Gap 4.4%

amazon/nova-pro-v1

0.0% no100.0% yes

Rank #30Gap 4.4%

anthropic/claude-opus-4.6

0.0% no100.0% yes

Rank #23Gap 4.4%

anthropic/claude-sonnet-4.6

0.0% no100.0% yes

Rank #22Gap 4.4%

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

0.0% no100.0% yes

Rank #27Gap 4.4%

google/gemini-2.5-pro

0.0% no100.0% yes

Rank #7Gap 4.4%

google/gemini-3-flash-preview

0.0% no100.0% yes

Rank #32Gap 4.4%

google/gemini-3.1-pro-preview

0.0% no100.0% yes

Rank #10Gap 4.4%

google/gemma-3-12b-it

0.0% no100.0% yes

Rank #11Gap 4.4%

google/gemma-3-27b-it

0.0% no100.0% yes

Rank #15Gap 4.4%

meta-llama/llama-4-maverick

0.0% no100.0% yes

Rank #26Gap 4.4%

meta-llama/llama-4-scout

0.0% no100.0% yes

Rank #13Gap 4.4%

minimax/minimax-01

0.0% no100.0% yes

Rank #29Gap 4.4%

mistralai/pixtral-large-2411

0.0% no100.0% yes

Rank #16Gap 4.4%

moonshotai/kimi-k2.5

0.0% no100.0% yes

Rank #4Gap 4.4%

openai/gpt-4.1

0.0% no100.0% yes

Rank #31Gap 4.4%

openai/gpt-4.1-mini

0.0% no100.0% yes

Rank #18Gap 4.4%

openai/gpt-4o

0.0% no100.0% yes

Rank #9Gap 4.4%

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

0.0% no100.0% yes

Rank #25Gap 4.4%

openai/gpt-4o-mini

0.0% no100.0% yes

Rank #21Gap 4.4%

openai/gpt-5.4

0.0% no100.0% yes

Rank #20Gap 4.4%

openai/gpt-5.4-pro

0.0% no100.0% yes

Rank #8Gap 4.4%

openai/o3

0.0% no100.0% yes

Rank #24Gap 4.4%

openai/o3-pro

0.0% no100.0% yes

Rank #3Gap 4.4%

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

0.0% no100.0% yes

Rank #12Gap 4.4%

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

0.0% no100.0% yes

Rank #14Gap 4.4%

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

0.0% no100.0% yes

Rank #28Gap 4.4%

qwen/qwen3.5-397b-a17b

0.0% no100.0% yes

Rank #6Gap 4.4%

x-ai/grok-4-fast

0.0% no100.0% yes

Rank #5Gap 4.4%

z-ai/glm-4.6v

0.0% no100.0% yes

Rank #19Gap 4.4%

Selected human comments

No, it is a photo of a sandwich.
yum
Droooooooooool

openai/o3-pro comments

Classic grilled cheese—melted cheese between two slices of toasted bread.
Classic grilled cheese: melted cheese between two slices of toasted bread.

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

A classic example of a sandwich, with bread and fillings.
A grilled cheese sandwich consists of two slices of bread with cheese in between, grilled until melted and crispy

Vote card

Grilled Cheese

How this photo split the room

How models line up against the crowd

Selected human comments

openai/o3-pro comments

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

Generated summary for this photo