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Natural Language Processing Tasks

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Coreference Resolution

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The task of finding all expressions that refer to the same entity in a text.

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Text Classification

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The process of assigning tags or categories to text according to its content.

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Grammar Checking

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The process of using computer software to identify and correct grammar errors in text.

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Topic Modeling

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A type of statistical model for discovering the abstract 'topics' that occur in a collection of documents.

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Text Summarization

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The process of automatically creating a shortened version of a text that highlights its key points.

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Sentiment Analysis

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Determining the emotional tone behind a series of words to gain an understanding of the attitudes, opinions and emotions expressed within an online mention.

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Question Answering

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Building a system that automatically answers questions posed by humans in a natural language.

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Chatbot Development

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Creating a service, through various forms of messaging, that users can interact with using natural language.

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Dialogue Systems

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Computer systems intended to converse with a human with a coherent structure.

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Part-of-Speech Tagging

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The process of marking up a word in a text as corresponding to a particular part of speech, based on both its definition and its context.

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Text Generation

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The process of generating natural language texts, which may be based on some input data or entirely generated from scratch.

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Lexical Semantics

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The study of word meaning and the relations between words.

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Machine Translation

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The automatic translation of text or speech from one language to another.

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Named Entity Recognition

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The process of detecting the named entities such as the names of persons, organizations, locations, expressions of times, quantities, monetary values, percentages, etc.

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Text-to-Speech

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The process of converting digital text into spoken voice output.

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Information Retrieval

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The task of obtaining information system resources relevant to an information need from a large collection of resources.

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Language Modeling

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The task of assigning a probability to sequences of words, which is the central piece for various NLP tasks.

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Automated Essay Scoring

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The use of specialized computer programs to assign grades to essays written in an educational setting.

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Speech Recognition

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The process of converting spoken words into text.

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Dependency Parsing

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The process of analyzing the grammatical structure of a sentence and establishing relationships between 'head' words and words which modify those heads.

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