[PDF] Top 20 Annotating Question Decomposition on Complex Medical Questions

... we use binary SVM classifiers, with bag-of-words and bag-of-bigrams features, to identify the seven attributes. For Q UESTION sentence splitting, we use a rule-based method based on the syntactic parse tree to identify ... See full document

... Allowing nested entity annotation, all three entities above, lung ( ANATOMY ), cancer ( PROBLEM ), and lung cancer ( PROBLEM ), can be annotated in the reference standard, in- dicating that the former two are ... See full document

... of questions about patient data in electronic health records ...EHR questions into a structured ...First, questions are syntactically analyzed to identify multi-part ...Second, medical ... See full document

... dynamic decomposition of questions, we have integrated a certain dynamics of ...to questions, in the planning of the next questions to ...possible questions that the agent can ask, due ... See full document

... by the overt contrast that follows. Finally, (1c) and (1d) both show something more complex; in (1c) the scalar quantifier some is not in the scope of negation (lest it mean no shows impress), and thus cannot be a ... See full document

... processing complex questions that relies on a combination of (a) question decompositions; (b) fac- toid QA techniques; and (c) Multi-Document Sum- marization (MDS) ...The question decom- ... See full document

... Complex questions often include multiple requests for in- formation in the same ...plex questions taken from the 2004 AQUAINT Relation- ship Q/A Pilot, the 2005 TREC Q/A Track Relationship Task and ... See full document

... better question decomposer and infor- mation extractor and generates more accurate sub- questions and key information, which help HSP semantic parser to obtain better logical form re- ... See full document

... The Question Decomposition Unit is a prepro- cessing unit which performs three main ...the question. Sec- ondly, there are different types of questions, according to the taxonomy shown in ... See full document

... domain, complex science questions into an Easy Set and a Chal- lenge ...100 questions with respect to the types of knowledge and reasoning required to answer ...science question-answer pairs ... See full document

... online question preferences in the present course were reflective of instructor ...of questions that were subsequently asked by students, particularly for those students who were new to online ...asking ... See full document

... technological complex in the service of different military objectives, it is possible to see that scientific endeavour has been linked to adventurism, the shock of the new, and military goals throughout its ... See full document

... All of this, of course, will require some physicians to develop better communication skills and a willingness to use them, even in circumstances that are emotionally challenging for physician, patient, and family. ... See full document

... Clarification Identification. As shown in Ta- ble 7, the structured models have the best perfor- mance, with a 86.6% accuracy on single-turn cases and a 80.5% accuracy on multi-turn cases. Com- pared to the ... See full document

... This paper describes our work to allow players in a virtual world to pose ques- tions without relying on textual input. Our approach is to create enhanced vir- tual photographs by annotating them with semantic ... See full document

... ing questions, ...importing question-answer (QA) pairs from the validation split of VQA1 and ...plex questions are scarce in these datasets. Simple questions can be solved using solely an ... See full document

... Once in B one can use an INPQ to have a confirmation of not-p, and it will come back again to B. As noticed before a state updated with p, where p is good news, no other state can be reached by continuing to ask ... See full document

... In addition to rou- tine demographic and medical questions, the question- naires contained standard screening instruments for sub- stance abuse, depression, self-esteem, and social suppo[r] ... See full document

... To develop the power of evaluation. Evaluation is one phase of the true thinking, though more prominent in some types of thought than in others. The teacher can, by the use of discriminating questions, lead the ... See full document

... Early detection and treatment of diseases that onset after a patient is admitted to a hospital, such as pneumonia, is critical to improving and reducing costs in healthcare. Previous studies (Tepper et al., 2013) showed ... See full document