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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

99.0% yes1.1% no

Most aligned model

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

Least aligned models

29-way tie

openai/o3-pro

moonshotai/kimi-k2.5

x-ai/grok-4-fast+26 more

At a glance

How this photo split the room

Human distribution

79.4% yes, 20.6% no over 654 explicit votes.

Model average distribution

99.0% yes, 1.1% no across the current model set.

Closest current model

68.6% yes.

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

Least aligned models

20.6 point gap.

29-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

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

31.4% no68.6% yes

Rank #1Gap 10.8%

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

1.0% no99.0% yes

Rank #27Gap 19.6%

amazon/nova-lite-v1

0.0% no100.0% yes

Rank #17Gap 20.6%

amazon/nova-pro-v1

0.0% no100.0% yes

Rank #30Gap 20.6%

anthropic/claude-opus-4.6

0.0% no100.0% yes

Rank #23Gap 20.6%

anthropic/claude-sonnet-4.6

0.0% no100.0% yes

Rank #22Gap 20.6%

google/gemini-2.5-pro

0.0% no100.0% yes

Rank #7Gap 20.6%

google/gemini-3-flash-preview

0.0% no100.0% yes

Rank #32Gap 20.6%

google/gemini-3.1-pro-preview

0.0% no100.0% yes

Rank #10Gap 20.6%

google/gemma-3-12b-it

0.0% no100.0% yes

Rank #11Gap 20.6%

google/gemma-3-27b-it

0.0% no100.0% yes

Rank #15Gap 20.6%

meta-llama/llama-4-maverick

0.0% no100.0% yes

Rank #26Gap 20.6%

meta-llama/llama-4-scout

0.0% no100.0% yes

Rank #13Gap 20.6%

minimax/minimax-01

0.0% no100.0% yes

Rank #29Gap 20.6%

mistralai/pixtral-large-2411

0.0% no100.0% yes

Rank #16Gap 20.6%

moonshotai/kimi-k2.5

0.0% no100.0% yes

Rank #4Gap 20.6%

openai/gpt-4.1

0.0% no100.0% yes

Rank #31Gap 20.6%

openai/gpt-4.1-mini

0.0% no100.0% yes

Rank #18Gap 20.6%

openai/gpt-4o

0.0% no100.0% yes

Rank #9Gap 20.6%

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

0.0% no100.0% yes

Rank #25Gap 20.6%

openai/gpt-4o-mini

0.0% no100.0% yes

Rank #21Gap 20.6%

openai/gpt-5.4

0.0% no100.0% yes

Rank #20Gap 20.6%

openai/gpt-5.4-pro

0.0% no100.0% yes

Rank #8Gap 20.6%

openai/o3

0.0% no100.0% yes

Rank #24Gap 20.6%

openai/o3-pro

0.0% no100.0% yes

Rank #3Gap 20.6%

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

0.0% no100.0% yes

Rank #12Gap 20.6%

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

0.0% no100.0% yes

Rank #14Gap 20.6%

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

0.0% no100.0% yes

Rank #28Gap 20.6%

qwen/qwen3.5-397b-a17b

0.0% no100.0% yes

Rank #6Gap 20.6%

x-ai/grok-4-fast

0.0% no100.0% yes

Rank #5Gap 20.6%

z-ai/glm-4.6v

0.0% no100.0% yes

Rank #19Gap 20.6%

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

Sloppy Joe

How this photo split the room

How models line up against the crowd

Selected human comments

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

google/gemini-3-flash-preview comments

Generated summary for this photo