Equation 4 · Part 7 · How Multimodal Models Actually Handle Video, Audio, and Space
multiplication
multiplication
What this part means
Multiply the quantities on either side.
Its job in the formula
Multiply the quantities on either side.
Full expression→multiplication→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
Multiplication scales one quantity by another. A dot, a cross, or adjacent symbols can indicate a product.
Open the illustrated multiplication: combining factors 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.