opensandwich.ai
Previous photoHashbrown SandwichNext photoPickle Sandwich
Hot dog
DOGSplit concept
Benchmark image 10

Hot Dog

Hot dog "Sandwich"

A hot dog sits in its split bun, the most litigated piece of street food in American semantics. One continuous bread artifact, one sausage, infinite discourse from people who should probably log off.

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

Human
39.8% yes60.2% no
Model average
45.4% yes54.6% no
At a glance

How this photo split the room

Human distribution
39.8% yes, 60.2% no over 653 explicit votes.
Model average distribution
45.4% yes, 54.6% no across the current model set.
Closest current model
40.0% yes.

google/gemini-2.5-flash

Least aligned models
60.2 point gap.

13-way tie

Legacy GPT-4o baseline
82.0% yes with a 42.2 point gap against humans.
Biggest model gap
60.2 percentage points on this image.
Current classification
Split concept
Benchmark context
Current classification
Split concept
Models compared
67 current runs
Biggest model gap
60.2 percentage points on this image.
Closest model output
40.0% 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

27.3% no72.7% yes

Human gap32.9%

Rank #2

GPT / OpenAIopenai/o3

9.7% no90.3% yes

Human gap50.4%

Rank #57

Selected human comments

  • you favorite
  • only if the bun is separated
  • No, it is a photo of a hot dog.

google/gemini-2.5-flash comments

  • While it has a filling in a bun, the single, hinged bread structure and its distinct cultural identity as a 'hot dog' separate it from what is commonly understood as a sandwich.
  • A hot dog is a filling (sausage) served within a split bread product (bun), making it a type of sandwich. Similar to a sub where meat is placed in a split loaf.

google/gemini-3-flash-preview comments

  • Under the 'Cube Rule' of food classification, a hot dog is technically a taco because it is encased on three sides. However, broadly defined as filling between bread, it qualifies. It is a sub-category of sandwich often debated for its unique bun.
  • Under the 'Cube Rule' of food classification, a hot dog is technically a taco because it is enclosed on three sides by a single piece of starch. However, in a broad culinary sense, meat served inside a split bun is a form of sandwich.
Vote card

Generated summary for this photo

Vote card for Hot Dog
Is Hot Dog a Sandwich? Human vs AI Results | opensandwich.ai