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[PDF] Top 20 Effective Question Answering Techniques and their Evaluation Metrics

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Effective Question Answering Techniques and their Evaluation Metrics

Effective Question Answering Techniques and their Evaluation Metrics

... Question Answering (QA) is a focused way of information ...retrieval. Question Answering system tries to get back the accurate answers to questions posed in natural language provided a set of ... See full document

8

Question Analysis for Polish Question Answering

Question Analysis for Polish Question Answering

... specific techniques for answer finding and remain beyond the scope of this ...the Question Answering for Machine Read- ing Evaluation (QA4MRE) competition (Peñas et ... See full document

7

Evaluating Question Answering Evaluation

Evaluating Question Answering Evaluation

... four evaluation metrics, ME- TEOR aligns closest with human judgements, while leaving considerable room for ...existing metrics do consider- ably worse compared to ...based metrics’ ... See full document

6

Towards Automatic Evaluation of Question/Answering Systems

Towards Automatic Evaluation of Question/Answering Systems

... an effective way for capturing both explicit and implicit information from text ...the question “What is the capital of the USA?” and the answer ...the question and the ... See full document

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Question Answering Evaluation Survey

Question Answering Evaluation Survey

... (Lin and Demner-Fushman, 2005) and recently (Marton, 2006) proposed automatic metrics to replace this final manual evaluation. First authors, presented a measure, traced from ROUGE measure - (Chin-Yew and ... See full document

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Simple and Effective Semi Supervised Question Answering

Simple and Effective Semi Supervised Question Answering

... parameter settings as in prior work. We compare and study four different settings: 1) the Supervised Learning (SL) setting, which is only trained on the supervised data, 2) the best performing GDAN model from Yang et al. ... See full document

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Arabic Question Answering: A Study on Challenges, Systems, and Techniques

Arabic Question Answering: A Study on Challenges, Systems, and Techniques

... (Arabic Question Answering System). AQAS is a Question Answering System, which is based on a structured knowledge ...No evaluation reported for this ...Processing techniques for ... See full document

9

Effective shared representations with Multitask Learning for Community Question Answering

Effective shared representations with Multitask Learning for Community Question Answering

... on question similarity used statistical machine trans- lation techniques, ...for question-question similarity were explored by Cao et ...the question/answers pairs with LDA and used it ... See full document

7

Evaluation of the Clinical Question Answering Presentation

Evaluation of the Clinical Question Answering Presentation

... Question answering is different from infor- mation retrieval in that it attempts to an- swer questions by providing summaries from numerous retrieved documents rather than by simply providing a list of ... See full document

8

Evaluation for Scenario Question Answering Systems

Evaluation for Scenario Question Answering Systems

... In order to make predicate-based evaluation automatic, it is necessary to have quality predicate-matching techniques. The current state-of-the-art in automatic predicate match- ing is crude, but ongoing ... See full document

6

QUESTION ANSWERING SYSTEM USING SIMILARITY AND CLASSIFICATION TECHNIQUES

QUESTION ANSWERING SYSTEM USING SIMILARITY AND CLASSIFICATION TECHNIQUES

... of question answering system is provide correct answers based on users’ ...queries. Question answering system developed to provide answers for various domains or restricted ...the ... See full document

7

Question Answering on Speech Transcriptions: the QAST evaluation in CLEF

Question Answering on Speech Transcriptions: the QAST evaluation in CLEF

... via evaluation campaigns (Ayache et ...the Question-Answering evaluations, the systems handle inde- pendent questions and should provide one answer to each question, extracted from textual ... See full document

5

Building Chatbots from Forum Data: Model Selection Using Question Answering Metrics

Building Chatbots from Forum Data: Model Selection Using Question Answering Metrics

... Many real-world businesses aiming at acquir- ing chatbot technology are associated with cus- tomer services, e.g., helpdesk or forums, where question answering (QA) sections are often pro- vided, sometimes ... See full document

9

An Investigation of Machine Translation Evaluation Metrics in Cross lingual Question Answering

An Investigation of Machine Translation Evaluation Metrics in Cross lingual Question Answering

... tion answering (QA) systems have come to be able to answer questions accurately over a variety of ...translation evaluation metrics and CLQA accuracy by creating a data set using both manual and ... See full document

8

Adaptations of ROUGE and BLEU to Better Evaluate Machine Reading Comprehension Task

Adaptations of ROUGE and BLEU to Better Evaluate Machine Reading Comprehension Task

... each question is more close to real ...based evaluation metrics, these models focus more on text matching to references, which has bias to hu- man ...entity-aware metrics will encourage future ... See full document

7

An Exploration of Data Augmentation and Sampling Techniques for Domain Agnostic Question Answering

An Exploration of Data Augmentation and Sampling Techniques for Domain Agnostic Question Answering

... domain-agnostic question an- swering model for the Machine Reading Ques- tion Answering (MRQA) 2019 Shared Task, we investigate the relative benefits of large pre- trained language models, various data sam- ... See full document

8

Evaluating Question Answering Techniques in Chinese

Evaluating Question Answering Techniques in Chinese

... cross-lingual question answering system is to understand whether techniques developed with English text will also work with other languages, such as ...Chinese question answering system ... See full document

6

Code Mixed Question Answering Challenge: Crowd sourcing Data and Techniques

Code Mixed Question Answering Challenge: Crowd sourcing Data and Techniques

... good evaluation dataset for Factoid QA in CM is wrought with challenges such as a) ensuring that the annotators are unbiased in any- way to artificially use CM b) recruiting a good team of native bi-lingual ... See full document

10

Evaluation Protocol and Tools for Question-Answering on Speech Transcripts

Evaluation Protocol and Tools for Question-Answering on Speech Transcripts

... - The right side displays the documents corresponding to the answers (i.e. where they have been found). On top of the left part, the currently selected question is displayed. Below appears the list of all ... See full document

5

Question Answering on Web Data: The QA Evaluation in Quæro

Question Answering on Web Data: The QA Evaluation in Quæro

... 2009 evaluation are very encour- aging, showing that QA technology is starting to be able to deal with complex and noisy ...any question about the cor- pus and how you can obtain it you may send an email at ... See full document

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