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Aligned Data in Sequence Learning

In sequence learning problems such as tagging and parsing, aligned data refers to datasets where the input and output sequences have a direct, one-to-one correspondence. Specifically, the inputs and outputs contain the same number of elements and occur in the exact same order. For example, in part-of-speech tagging, every single word in an input sentence is assigned a corresponding part-of-speech tag in the output sequence.

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Updated 2026-05-01

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