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NLP ?

NLP ?. Natural Language is one of fundamental aspects of human behaviors. One of the final aim of human-computer communication. Provide easy interaction with computer Make computer to understand texts. Major Disciplines Studying Language. Graphical UI. Command-line. NL UI. Human.

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NLP ?

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  1. NLP ? • Natural Language is one of fundamental aspects of human behaviors. • One of the final aim of human-computer communication. • Provide easy interaction with computer • Make computer to understand texts.

  2. Major Disciplines Studying Language

  3. Graphical UI Command-line NL UI Human Computer Interaction level Interaction Level • The level that computer and human interact. • NL used for make Interaction level near to human.

  4. Natural Language Processing (NLP) • Natural language processing concerns the development of computational models of aspects of human language processing such as : • Reading and interpreting a textbook • Writing a letter • Holding a conversation • Translating a document • Searching for useful information Such models are useful in order to write computer programs to perform useful tasks involving language processing and in order to develop a better understanding of human communication.

  5. Computational Lingusitics • This is the application of computers to the scientific study of human language. • This definition suggests that there are connections with Cognitive Science, that is to say, the study of how humans produce and understand language.

  6. Computational Lingusitics • Historically, Computational Linguistics has been associated with work in Generative Linguistics and formerly included the study of formal languages (eg finite state automata) and programming languages.

  7. Natural Language Understanding • Distinguish a particular approach to Natural Language Processing. • The people using this title tend to lay much emphasis on the meaning of the language being processed, in particular getting the computer to respond to the input in an apparently intelligent fashion.

  8. Natural Language Understanding • At one time, those who belonged to the Natural Language Understanding camp avoided the use of any syntactic processing, but textbooks that bear this title now include significant sections on syntactic processing, which suggests that the edge of the title has been rather blunted. (For instance, see Allen (1987; part 1).

  9. NLP History (1) • The first recognizable NLP application was a dictionary look-up system developed at Birkbeck College, London in 1948. • NLP from 1966-1980 • Augmented Transition Networks • Case Grammar

  10. NLP History (2) • NLP from 1966-1980 • Semantic representations • Schank and his workers introduced the notion of ConceptualDependency, a method of expressing language in terms of semantic primitives. Systems were written which included no syntactic processing. • QuillianÕs work on memory introduced the idea of the semanticnetwork, which has been used in varying forms for knowledge representation in many systems. • William Woods used the idea of procedural semantics to act as an intermediate representation between a language processing system and a database system.

  11. NLP History (3) • The key systems were: • LUNAR: A database interface system that used ATNs and Woods' Procedural Semantics. • LIFER/LADDER: One of the most impressive of NLP systems. It was designed as a natural language interface to a database of information about US Navy ships. • NLP from 1980 - 1990 - Grammar Formalisms • NLP from 1990- now - Multilinguality and Multimodality

  12. NLP Applications • Applications can be classified in different ways, e.g. medium/modality; depth of analysis; degree of interaction • Text-based applications • NL Understanding • Dialogue Systems • Multimodal

  13. Text-based Applications Processing of written texts such as books, news, papers, reports: • Finding appropriate documents on certain topics from a text database • Extracting information from messages, articles, Web pages, etc.

  14. Text-based Applications • Translating documents from one language to another • Text summarization Note: Not all such applications require NLP Keyword based techniques can used for identifying particular subject areas, e.g. legal, financial, etc.

  15. NL Understanding Other kinds of request require a deeper level of analysis Find me all articles concerning car accidents involving more than two cars in Malta during the first half of 2001 Here the system must extract enough information to determine whether the article meets the criterion defined by the query.

  16. NL- Understanding • A crucial characteristic of an understanding system is that it can compute some representation of the information that can be used for later inference A crucial question for an NLP system is how much understanding is necessary to achieve the purpose of the system.

  17. Dialogue-based Applications Dialogue-based applications involve man-machine communication • NL database query systems • Automated customer services, e.g. banking services

  18. Multimodal Applications Involve two or more modalities of communication • Text • Speech • Gesture • Image Text  speech Speech  text • Multimodal document generation • Spoken translation systems • Spoken dialogue systems

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