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Sentence extraction information


Sentence extraction is a technique used for automatic summarization of a text. In this shallow approach, statistical heuristics are used to identify the most salient sentences of a text. Sentence extraction is a low-cost approach compared to more knowledge-intensive deeper approaches which require additional knowledge bases such as ontologies or linguistic knowledge. In short "sentence extraction" works as a filter that allows only meaningful sentences to pass.

The major downside of applying sentence-extraction techniques to the task of summarization is the loss of coherence in the resulting summary. Nevertheless, sentence extraction summaries can give valuable clues to the main points of a document and are frequently sufficiently intelligible to human readers.

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Sentence extraction

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Sentence extraction is a technique used for automatic summarization of a text. In this shallow approach, statistical heuristics are used to identify the...

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Automatic summarization

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first and last sentences in a paragraph are read before one chooses to read the entire document in detail. Other examples of extraction that include key...

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Sentence boundary disambiguation

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Stanford NLP GExp CogComp-NLP Multiword expression Punctuation Sentence extraction Sentence spacing Speech segmentation Syllabification Text segmentation...

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Information extraction

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Information extraction (IE) is the task of automatically extracting structured information from unstructured and/or semi-structured machine-readable documents...

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Open information extraction

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nested extractions. For example, consider the sentence "The Embassy said that 6,700 Americans were in Pakistan". CSD generates two extractions [i] ("6...

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Outline of natural language processing

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in databases such as PubMed. Decision tree learning – Sentence extraction – Terminology extraction – Latent semantic indexing – Lemmatisation – groups together...

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Sentiment analysis

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a given text at the document, sentence, or feature/aspect level—whether the expressed opinion in a document, a sentence or an entity feature/aspect is...

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Natural language processing

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language's syntax. Sentence breaking (also known as "sentence boundary disambiguation") Given a chunk of text, find the sentence boundaries. Sentence boundaries...

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Knowledge extraction

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Knowledge extraction is the creation of knowledge from structured (relational databases, XML) and unstructured (text, documents, images) sources. The resulting...

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Jabberwocky sentence

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violations in Jabberwocky sentences, however, preschoolers demonstrate activity analogous to a N400, typically associated with the extraction of meaning from words...

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Rada Mihalcea

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computational linguistics. 2007 Graph-based ranking algorithms for sentence extraction, applied to text summarization. R. Mihalcea. Proceedings of the ACL...

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Perplexity

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perplexity of 2190 per sentence. However, it is more common to normalize for sentence length. Thus, if the test sample's sentences comprised a total of...

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Parasitic gap

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gap, appears inside what is normally an extraction island (marked with square brackets). As for the sentences in (9) — which are strongly marginal (indicated...

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Ripping

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Ripping is the extraction of digital content from a container, such as a CD, onto a new digital location. Originally, the term meant to rip music from...

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Semantic Scholar

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publications from all fields of science. Semantic Scholar provides a one-sentence summary of scientific literature. One of its aims was to address the challenge...

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Michael Czugaj

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to the extraction of a wisdom tooth, Judge I Putu Widnya asked Czugaj to proceed to the judges bench and open his mouth to prove tooth extraction had occurred...

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Parallel text

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Comparable Corpora Filtering Methodology for the Extraction of Bi-Lingual Equivalent Data at Sentence Level". Computer Science. 16 (2): 169–184. arXiv:1510...

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Named entity

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In information extraction, a named entity is a real-world object, such as a person, location, organization, product, etc., that can be denoted with a proper...

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Alkaloid

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purified from crude extracts of these organisms by acid-base extraction, or solvent extractions followed by silica-gel column chromatography. Alkaloids have...

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Celtic Britons

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orders of King Alfred the Great in approximately 890, starts with this sentence: "The island Britain is 800 miles long and 200 miles broad. And there are...

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Phrase chunking

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Typically, each subconstituent or chunk is denoted by brackets. Terminology extraction Part-of-speech tagging Constituent (linguistics) TermExtractor TreeTagger...

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Text graph

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condensation term disambiguation (topic-based) text summarization, relation extraction and textual entailment. The semantics of what a text graph's nodes and...

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The Gifted season 1

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attorney Reed Strucker to cooperate with him in exchange for a reduced sentence. Reed's children, Lauren and Andy, go to a school dance that night, where...

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English coordinators

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states that extraction from one conjunct of a coordinate structure is not allowed. This constraint can be seen in the ungrammaticality of sentences like *What...

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Sketch Engine

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multi-word expressions Terminology / Keyword extraction (both monolingual and bilingual) – automatic extraction of key words and multi-word terms from texts...

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