[PDF] Top 20 A Machine Learning Approach to Introspection in a Question Answering System
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A Machine Learning Approach to Introspection in a Question Answering System
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1. Review: hindi question answering system using machine learning approach
... done. Question Answering system is an idea to make the access of the system much user friendly and efficient to use as it will be going to work in the natural language which is much more easy ... See full document
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Machine Reading as a Process of Partial Question Answering
... How large must the starting KB be? Although it can be missing (possibly many) axioms, we implic- itly assume that at least the basic ontology and the mapping from words to concepts is reasonably complete (for the types ... See full document
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Classifying Questions in Question Answering System Using Finite State Machines with a Simple Learning Approach
... a question to its appropriate class in an important subtask and plays a substantial role in the Question Answering (QA) ...a question to its relevant class or to a finer subclass of a specific ... See full document
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Full Machine Translation for Factoid Question Answering
... The approach of Echihabi and Marcu (2003) that uses translation proba- bilities to rank the answers achieves higher re- sults on the same data set (an MRR of ...the approach is quite different. In fact, our ... See full document
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Learning to Translate for Multilingual Question Answering
... ranking question-answer pairs, it is required to perform a post-retrieval merge: each approach generates a ranked list of answers, which are then merged into a final ranked ...combination approach ... See full document
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Interactive Language Learning by Question Answering
... large-scale machine reading comprehension and question answering datasets have been pro- posed ...present question-answering corpora har- vested from information retrieval systems, of- ... See full document
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Learning to Paraphrase for Question Answering
... the question and then submit the rewritten version to a QA ...produce question paraphrases, such as rule-based machine translation (Duboue and Chu- Carroll, 2006), lexical and phrasal rules from the ... See full document
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Machine Learning Approach for Question Answering in Information Retrieval
... Global Learning techniques in medical ...Global learning data once user posts a newer Kind of Query to the Answering ...Global learning Comprises a large collection of Medical Related ... See full document
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A Machine Learning Approach to Answering Questions for Reading Comprehension Tests
... To the best of our knowledge, this is the first work that reports t h a t the use of a machine learning approach achieves competitive results on answering questions for reading compre- h[r] ... See full document
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A Noisy Channel Approach to Question Answering
... our system on publicly available components is not ...noisy-channel system is already outperforming a state-of-the-art rule-based system that took many person years to ...statistical machine ... See full document
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QAInfomax: Learning Robust Question Answering System by Mutual Information Maximization
... Question answering tasks are widely used for training and testing machine comprehension and reasoning (Rajpurkar et ...the question from one that merely has words in common with it, where ... See full document
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Learning Named Entity Hyponyms for Question Answering
... a system, KnowItAll, that does not require training examples and is broadly applicable to a variety of classes ...the system identifies class-specific lexical and part-of-speech patterns and builds a ... See full document
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Paraphrase Driven Learning for Open Question Answering
... Open-domain question answering (QA) is a long- standing, unsolved ...QA system construc- tion, including gathering large databases and an- swering questions against these ...of answering ... See full document
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A Ranking Approach to Extracting Relevant Answer for QA System
... different question and get answer to that question by different ...Proposed system will work on to give answer to question within time and provide relevancy in answer by working on Pairwise ... See full document
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Question Answering Using a Large Text Database: A Machine Learning Approach
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Learning surface text patterns for a Question Answering System
... an approach for automatically learning such regular expressions (along with determining their precision) from the web, for given types of ...the machine learning technique of bootstrapping to ... See full document
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Instant Answering By Machine Learning Approach
... A large portion of the present wellbeing suppliers sort out and code the restorative records physically [1]. This work process is greatly costly in light of the fact that just very much prepared specialists are ... See full document
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An Analysis of the AskMSR Question Answering System
... Question answering has recently received attention from the information retrieval, information extrac- tion, machine learning, and natural language proc- essing communities (AAAI, 2002; ... See full document
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Machine Translation Evaluation Meets Community Question Answering
... from machine trans- lation evaluation (MTE) to decide on the qual- ity of a ...of machine translation evaluation measures that have not been explored for the cQA task before, ... See full document
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