WORD AMBIGUITY

WORD AMBIGUITY

by HUF03 Tăng Thị Như Ý -
How does a Word Sense Disambiguation (WSD) algorithm determine if "bank" refers to a financial institution or a sloping side of a river, and which specific words in that ...

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How does a Word Sense Disambiguation (WSD) algorithm determine if "bank" refers to a financial institution or a sloping side of a river, and which specific words in that sentence act as the strongest "semantic signals" to help the machine make that choice?

Re: WORD AMBIGUITY

by HUF03 Tăng Thị Như Ý -
My answer is:
In computational linguistics, algorithms resolve word ambiguity by analyzing the "semantic signals" provided by surrounding words, known as collocations. In ...

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My answer is:
In computational linguistics, algorithms resolve word ambiguity by analyzing the "semantic signals" provided by surrounding words, known as collocations. In the fisherman example, the computer weighs the conflicting signals of "deposit" against "fisherman," "catch," and "current." Using Word Sense Disambiguation (WSD) and contextual embeddings, the system calculates which sense has the highest statistical probability within that specific context. Ultimately, the machine selects the "river bank" definition because the collective weight of the geographic terms mathematically overrides the single financial reference.
How about you?