Compare Vocabulary Differences Between Ranking Web Pages On SERP With Python - Search Engine Journal

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Vocabulary size and difference are semantic and linguistic concepts for mathematical and qualitative linguistics.

For example, Heaps’ law claims that the length of the article and vocabulary size are correlative. Still, after a certain threshold, the same words continue to appear without improving vocabulary size.

The Word2Vec uses Continuous Bag of Words (CBOW) and Skip-gram to understand the locally contextually relevant words and their distance to each other. At the same time, GloVe tries to use matrix factorization with context windows.

Zipf’s law is a complementary theory to Heaps’ law. It states that the most frequent and second most frequent words have a regular percentage difference between them.

There are other distributional semantics and linguistic theories in statistical natural language processing.

But “vocabulary comparison” is a fundamental methodology for search engines to understand “topicality differences,” “the main topic of the document,” or overall “expertise of the document.”

Paul Haahr of Google stated that it compares the “query vocabulary” to the “document vocabulary.”

David C. Taylor and his designs for context...

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