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Sloppy joe
SLJSplit concept
Benchmark image 17

Sloppy Joe

Sloppy joe "Sandwich"

A sloppy joe leaks seasoned meat out of a bun with the chaotic confidence of legacy code that somehow still pays revenue. It is clearly sandwich-shaped, even if the change-management story is grim.

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

Human
79.4% yes20.6% no
Model average
99.6% yes0.4% no
At a glance

How this photo split the room

Human distribution
79.4% yes, 20.6% no over 654 explicit votes.
Model average distribution
99.6% yes, 0.4% no across the current model set.
Closest current model
77.0% yes.

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

Least aligned models
20.6 point gap.

63-way tie

Legacy GPT-4o baseline
100.0% yes with a 20.6 point gap against humans.
Biggest model gap
20.6 percentage points on this image.
Current classification
Split concept
Benchmark context
Current classification
Split concept
Models compared
67 current runs
Biggest model gap
20.6 percentage points on this image.
Closest model output
77.0% 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 gap20.6%

Rank #2

GPT / OpenAIopenai/o3

0.0% no100.0% yes

Human gap20.6%

Rank #57

Selected human comments

  • No, it is a photo of a sloppy Joe-wich.
  • A sloppy joe is it's own category. Not a sandwich.
  • A gross one.

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

  • A hamburger is a type of sandwich that consists of a cooked patty of ground meat, typically beef, placed between two slices of bread. The bread may be buttered, and various toppings such as cheese, lettuce, tomato, onion, pickles, and condiments may be added.
  • A sandwich is a food item consisting of two or more slices of bread, often containing fillings such as meats, cheeses, vegetables, and condiments. The definition of a sandwich can vary depending on cultural and personal perspectives, but generally, it refers to a handheld food item with a protein or filling placed between two slices of bread. The term 'sandwich' is often associated with a specific type of sandwich, such as a BLT (bacon, lettuce, and tomato) or a club sandwich, but it can also refer to any type of handheld food item with a filling served between two slices of bread. The sandwich has become a popular food item around the world, with many variations and creative interpretations. Some argue that a sandwich must have meat, while others believe that it can be any type of filling between two slices of bread. Ultimately, the definition of a sandwich is subjective and can vary depending on personal preferences and cultural context.

google/gemini-3-flash-preview comments

  • A Sloppy Joe fits the classic definition of a sandwich: a filling (ground meat sauce) served between two pieces of bread (a bun). While messy, its structural composition is fundamentally sandwich-like.
  • This is a Sloppy Joe. It consists of a filling served between two pieces of a bun, meeting the structural criteria for a sandwich. While the filling is loose, the bread-enclosed delivery method remains consistent with sandwich taxonomy.
Vote card

Generated summary for this photo

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