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About Dating Text From Google Ngrams
This document summarizes a project that aims to: 1. Predict the age of text documents using 5-gram distributions from Google's Ngram dataset. 2. Predict how the frequency of an n-gram has varied over time. The researchers use the English Fiction subset of Google's 5-gram data from 1781-2000, normalize the counts to create probability distributions for each 5-gram over time buckets, and classify 5-grams and entire texts into time buckets. They evaluate age prediction using F1 score and distribution prediction using KL-divergence.
Detailed Information
| Author: | ['Deep Ghose'] |
|---|---|
| Publication Year: | 2020 |
| Pages: | 11 |
| Language: | English |
| Format: | |
| Price: | FREE |
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