Refining Automatic Text Classification with Synonyms and Phrases

Synonyms and phrases tend to be domain specific. In general, these lists should be compiled by subject matter experts. These experts must decide what words to ...

4. Text Classification - Practical Natural Language Processing [Book]

Text classification is used in language identification, like identifying the language of new tweets or posts. For example, Google Translate has an automatic ...

A linguistics-based approach to refining automatic intent detection in ...

They train the Natural Language Inference (NLI) model and then perform multilingual unknown intent classification in a zero-shot setting. To achieve this, they ...

Text Classification is Your New Secret Weapon | by Adam Geitgey

The algorithm is looking for statistical relationships between input phrases and outputs. If writing ಠ_ಠ correlates more heavily with 1-star and ...

Text Classification using Machine Learning | SMC Tech Blog

The Bag of Words model consists of a vector representation where each textual content is transformed into a V-dimensional vector, with V representing the ...

Addressing synonyms in Supervised Learning for Text Classification

A possible improvement is to represent each word with a dense vector of lets say dimension 300, in such a way that words with similar meaning ...

Text Classification | AI Chronicles: Insights & Innovations in ...

Text classification is the process of categorizing text into specific groups. By using Natural Language Processing (NLP), text classifiers automatically ...

approach to classify text with natural language processing methods

You could take a generative pertained language model and feed it a dummy sentence fragment including the phrase you want to classify (e.g. “dog ...

Synonym discovery and aggregation with Natural Language ...

This repository provides various Python methods for finding and aggregating synonyms for an individual word or a list of words.

Text Classification: AI Techniques and Real-World Applications

Want to play with the technology yourself? Explore our interactive demo → https://ibm.biz/BdaDDk Learn more about the technology ...

Text and Document Mining, Web Crawling

A feature selection method based on synonym merging in text ...

This paper mainly studies the influence of feature selection and synonym merging on the accuracy of classification in automatic text classification.

End to End TEXT CLASSIFICATION

Text classification is a natural language processing (NLP) task that involves automatically categorizing or assigning predefined labels to text documents based ...

Automatic Text Standardisation by Synonym Mapping

However, this is only possible if a domain-specific conceptual model is available and if the different meanings that words can take, can be recognised in the ...

Natural Language Processing – Best Practice | IntraFind

These are frequently occurring words (e.g., articles, prepositions, pronouns, conjunctions, etc.) that do not add much information to the text.

Improving in-text citation reason extraction and classification using ...

We have worked on Association for Computational Linguistics Corpus with over 7000 in-text citations, randomly annotated by experts in CCRO classes. Afterwards, ...

Word synonym relationships for text analysis: A graph-based approach

Automatic keyword extraction refers to the process of detecting the most relevant terms and expressions from a given text in a timely manner.

Unsupervised Label Refinement Improves Dataless Text Classification

Automatically identifying words that can serve as labels for few-shot text classification. In. COLING. Lei Shu, Hu Xu, and Bing Liu. 2017 ...

All about Lexicons In NLP. Introduction | by Mohamed Bakrey

These models are trained on large amounts of text and can learn to represent the meanings of words and phrases in a dense vector space. By ...

Text Classification using Word Similarity | by Noah Muluberhan-Berhe

Potential Strategies: 1. Word similarity: scanning the passage of text for keywords (e.g. furlough) or their synonyms. 2. Bag-of-Words: ...