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Grilled cheese sandwich
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
99.8% yes0.2% no
At a glance

How this photo split the room

Human distribution
95.6% yes, 4.4% no over 655 explicit votes.
Model average distribution
99.8% yes, 0.2% no across the current model set.
Closest current model
99.0% yes.

allenai/molmo-2-8b

Least aligned model
6.6 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
6.6 percentage points on this image.
Current classification
People mostly said yes
Benchmark context
Current classification
People mostly said yes
Models compared
67 current runs
Biggest model gap
6.6 percentage points on this image.
Closest model output
99.0% 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/o1

0.0% no100.0% yes

Human gap4.4%

Rank #2

GPT / OpenAIopenai/o3

0.0% no100.0% yes

Human gap4.4%

Rank #57

Selected human comments

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

allenai/molmo-2-8b comments

  • This is a grilled cheese sandwich, consisting of two slices of bread with melted cheese inside. It meets the basic criteria of a sandwich: two bread slices enclosing a filling.
  • This appears to be a classic grilled cheese sandwich, which meets the general criteria of having two slices of bread with filling in between.

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

Generated summary for this photo

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