Equation 4 · Part 6 · How Multimodal Models Actually Handle Video, Audio, and Space
fraction
fraction
What this part means
Divide the expression above the line by the one below it.
Its job in the formula
The expression above the fraction bar is divided by the complete expression below it. The denominator must not be zero.
Full expression→fraction→Article meaning
The passage around this formula
The image-text tokenization scheme has an exact, well-understood cost. An image of height H and width W , cut into square patches of size P , produces . tokens. Video adds a third factor. If a model attends over T sampled frames, each cut into the same spatial grid, and groups consecutive frames per temporal patch, the token count becomes
Learn the underlying idea
A fraction a/b means a divided by b. The top number is the numerator; the bottom number is the denominator, and it cannot be zero.
Open the illustrated fractions: division written vertically guide →
Sources cited in the article section
- [1] Video generation models as world simulators ↗
- [3] Language Model Beats Diffusion: Tokenizer is Key to Visual Generation ↗
- [2] VideoPoet: A Large Language Model for Zero-Shot Video Generation ↗
These citations provide research context; check each source for the exact claim it supports.