Equation 5 · Part 1 · How Multimodal Models Actually Handle Video, Audio, and Space
Symbol T
What this part means
T is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.
Its job in the formula
T is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.
Full expression→Symbol T→Article meaning
The passage around this formula
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 variable is a named place for a value. Its letter is a local label: x can mean position in one formula and a data point in another.
Open the illustrated variables: a letter stands for a value guide →
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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.