An Interactive Online Dictionary Wants to Add a Widget That

question 91

Multiple Choice

An interactive online dictionary wants to add a widget that displays words used in similar contexts. A Machine Learning Specialist is asked to provide word features for the downstream nearest neighbor model powering the widget. What should the Specialist do to meet these requirements?

• A) Create one-hot word encoding vectors.
• B) Produce a set of synonyms for every word using Amazon Mechanical Turk.
• C) Create word embedding vectors that store edit distance with every other word.
• D) Download word embeddings pre-trained on a large corpus.

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Definitions:

Confirmation Bias

The tendency to interpret new evidence as confirmation of one's existing beliefs or theories.

Proposition

A statement or assertion that expresses a judgment or opinion, or in logic, a statement that can be either true or false.

Unit of Meaning

The smallest segment of a sentence or discourse that conveys a specific idea or meaning.

Cognitive Schema

A mental framework that organizes and interprets information in the brain, helping individuals understand the world around them.