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3core concepts, with 14equations isolated for LLM breakdown
Math Extraction
We isolate complex formulas from the PDF layout, rendering them cleanly so they can be parsed, copied, or queried individually.
PE(pos, 2i) = sin(pos / 100002i/dmodel)
Equation 1: Positional Encoding
Guided Walkthroughs
Don't understand an extracted section? Our integrated model explains the logic, variables, and implications in plain English.
Explain what pos means in this context.
In this formula, pos stands for the position of the word in the sequence.
Because the model processes all words at once, it uses this sine wave formula to inject a unique “time stamp” for each word's location.
Because the model processes all words at once, it uses this sine wave formula to inject a unique “time stamp” for each word's location.