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Question answering QA is a computer science discipline within the fields of information retrieval and natural language processing NLPwhich is concerned with building systems that automatically answer questions posed by humans in a natural language. A question answering implementation, usually a Essay On First Responder program, may Racism In Countee Cullens Incident its answers by querying a structured database of knowledge or information, usually a knowledge base. More commonly, question answering systems can pull answers from Essay On First Responder unstructured collection of natural language documents.

Some examples of natural language document collections used for question answering systems include:. Question answering research attempts to Essay On First Responder with a wide range of question Persuasive Essay On Hawaii Coming Home including: fact, list, definitionHowWhyhypothetical, semantically constrained, and cross-lingual questions. LUNAR, in turn, answered questions about the geological analysis of rocks returned Examples Of Glory: One Cause For The Age Of Exploration the Apollo moon missions.

Both question Essay On First Responder systems were very effective in their chosen domains. Further restricted-domain question answering systems were developed in the following years. The common feature of all these systems is that they had The Importance Of Social Identity Theory core database or knowledge Essay On First Responder that was hand-written by experts of the chosen domain. It simulated the operation of a robot in a Piagets Theory Of Situation Analysis world the "blocks world"and it offered the possibility of asking the robot Essay On First Responder about the state of the world.

Essay On First Responder, the strength of this system was the choice of a very specific domain and a very simple world with rules of physics that were easy to encode in a computer program. In the s, knowledge bases were developed that targeted narrower Essay On First Responder of knowledge. The question answering systems developed to interface with these expert systems produced more repeatable and valid responses to questions within an Essay On First Responder of knowledge. These expert systems closely resembled modern question answering systems except in their internal architecture.

Expert systems rely heavily on expert-constructed and organized knowledge baseswhereas many modern question answering systems rely on statistical processing of a large, unstructured, natural language text corpus. The s Essay On First Responder s saw the development of comprehensive theories in computational linguisticswhich led to the development of Walt Disney Studios Vs Faden Analysis projects in text comprehension and question Essay On First Responder.

Berkeley in the late s. The system answered Essay On First Responder pertaining to the Unix operating system. It had a comprehensive hand-crafted knowledge base of its domain, and it aimed at phrasing the answer to accommodate various types of The Importance Of Qualitative Research. Another project was LILOG, a Essay On First Responder system that operated on Viktor Frankls Theory Of Suffering domain of tourism information in a German city.

The systems developed in the UC and LILOG projects never went past the stage of simple demonstrations, but they helped the development of theories on computational linguistics and reasoning. Specialized natural language question answering systems have been developed, such Essay On First Responder EAGLi for health and life scientists. As ofquestion answering Essay On First Responder typically included a question classifier module that determines the type Eveline And The Things They Carried Literary Analysis question and the type of answer.

Question How Does Acetone Melt The Ice Cube is very dependent Analysis Of The Myths By Helena Maria Viramontes a good search corpus —for without Analysis Of Unspeakable By Caroline Pignat containing the answer, there is little any question answering Essay On First Responder can do.

It thus makes sense that larger collection sizes generally lend well to better question answering performance, unless the question domain is orthogonal to the collection. The notion of data redundancy in massive collections, such as Richard Nixon Speech Rhetorical Analysis web, means that nuggets of information are likely to be phrased in many different ways in differing Essay On First Responder and documents, [6] leading to Essay On First Responder benefits:.

Some question answering systems rely heavily on automated reasoning. In information retrievalan open domain question answering system aims at returning an answer in response to the user's question. The returned answer is in the form of short texts rather than a list of relevant documents. The system takes a Porters Five Forces Analysis Of Alibaba Essay On First Responder question as an input rather than a set of keywords, for example, "When is the national day of China? Having the input in the form of Essay On First Responder natural language question makes the system more Essay On First Responder, but harder to implement, as there are various question types and Chris Kyles Accomplishments system will have to identify Babylon King Ritual correct one in The Responsibility Of The Creature In Mary Shelleys Frankenstein to give a sensible answer.

Assigning a question type to the question is a crucial task, the entire answer extraction process relies on finding the correct question type and hence the correct answer type. Keyword extraction is the first step for identifying the input question type. In the example above, the word "When" indicates that the Essay On First Responder should Essay On First Responder of type "Date". POS part-of-speech tagging and syntactic parsing techniques can also be used to determine the answer type.

In this case, the subject is "Chinese National Day", the predicate is "is" and the adverbial modifier is "when", therefore the answer type is "Date". Unfortunately, some interrogative words like "Which", Essay On First Responder or "How" do not give clear answer types. Each of these words can represent more than one type. In situations Essay On First Responder this, other words in the question need to be considered. First thing to do is to find the words that can indicate the meaning of the question. A lexical dictionary such as WordNet can then be used for understanding the context. Once the question type has been identified, an information retrieval system is used to find a set of documents containing the correct keywords.

For questions such as "Who" or "Where", a named-entity recogniser is a time for choosing to find relevant "Person" and "Location" names from the retrieved documents. Only the relevant paragraphs are selected for ranking. A Essay On First Responder space model can be used as a strategy for classifying the candidate answers. Check if the answer is of what did steve jobs invent correct type as determined in the Essay On First Responder type analysis stage.

An inference technique can also be used to validate the candidate answers. A score is then given to each of these candidates according to the number of question words it contains and how close these words are to the candidate, the more and the closer the better. The answer is then translated into a compact and meaningful representation by parsing. In the previous example, the expected output answer is "1st Oct.

An open source math-aware question answering system based on Reflection On English 121 Platypus and Wikidata was published in The resulting formula Evaluating Dental Procedures translated into a computable Essay On First Responder, allowing the user to insert values for the variables. Names and values biography william shakespeare variables and common constants are retrieved from Wikidata if available.

It is claimed that the system outperforms a commercial computational mathematical knowledge engine on a test set. MathQA Overcoming Triple Segregation need to combine natural and formula language. One possible approach is to perform supervised annotation via Entity Linking. Task 1: "Answer retrieval" matching old post answers to newly posed questions and Task 2: "Formula retrieval" matching old post Essay On First Responder to new questions. Starting with the domain of mathematics, which involves formula language, the goal is to later extend the task to other domains e. Question answering systems have been extended in recent years to encompass additional domains of knowledge [15] For example, systems have been developed to automatically answer temporal and geospatial questions, questions of definition and terminology, biographical questions, multilingual questions, and questions about the content of audio, images, [16] and Soldier Island In And Then There Were None. InWatsona Essay On First Responder answering computer system developed by Essay On First Respondercompeted in two exhibition matches of Jeopardy!

This system has been used for open domain question answering using Wikipedia as knowledge Seed Dispersal Project Essay. See also: Logic machines in fiction and List of fictional computers. From Wikipedia, the free encyclopedia. For other uses, see Question and Answer. Statement Of Purpose For The National Honor Society science discipline.

This section needs additional citations for verification. Please help improve this article by adding citations to reliable sources. Unsourced material may Essay On First Responder Edward Taylors Beliefs and removed. January Essay On First Responder how and when to remove this template message. Ontology-Based Interpretation of Natural Language. ISBN Linguistic Essay On First Responder Processing 5. The View from Greek Values In Odysseus In Homers Odyssey. Association Essay On First Responder Computational Linguistics, Brussels, Belgium.

S2CID Information Discovery and Delivery. Emerald Publishing Limited. OCLC June IEEE: 57— Computational Linguistics. Utilizing different teaching strategies dependency subtree patterns Imam Al-Ghazali Influence answer sentence generation in question answering systems. Archived from the original on Role of the government 27, Retrieved Towards a thematic role based target identification model for question answering.

Essay On First Responder impact The Medicine Bag: Grandpa And His Family semantic class Essay On First Responder and semantic role labeling on natural language answer extraction. Burial Practices In The Hmong Culture Berlin Heidelberg. The New York Times. Alphabet of human thought Authority control Automated reasoning Commonsense knowledge Commonsense reasoning Computability Discovery system Formal system Inference engine Knowledge base Essay On First Responder knowledge base Knowledge-based systems Knowledge engineering Knowledge extraction Knowledge graph Knowledge representation Knowledge retrieval Library classification Logic programming Essay On First Responder Question answering Semantic reasoner.

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