Question Classification and Answering from Procedural Text in English
نویسندگان
چکیده
Linguistic patterns reflect the regularities of Natural Language and the applicability of such linguistic patterns is acknowledged in several Natural Language Processing tasks. Many question classification systems depend on patterns that are extracted from already framed questions. In this paper, we have investigated possible question categories and question patterns for procedural text documents in English and proposed seven question classes. More than six thousands questions of different domains, e.g., cooking recipes, electronics, home and maintenance, medical etc have been collected from Yahoo answers as experimentation corpus. Annotators reached almost perfect agreement of 94.6% at kappa scale. A procedural question answering system has been developed to verify the proposed question classes. The evaluation reveals that the proposed classes are a good approach to deal with Question Answering for procedural text questions. The procedural question answering system has achieved overall 95.08%, 86.95% and 90.84 precision, recall and F-measure value respectively.
منابع مشابه
ارایه یک پیکره پرسش و پاسخ مذهبی در زبان فارسی
Question answering system is a field in natural language processing and information retrieval noticed by researchers in these decades. Due to a growing interest in this field of research, the need to have appropriate data sources is perceived. Most researches about developing question answering corpus area have been done in English so far, but in other languages as Persian, the lack of these co...
متن کاملOptimizing question answering systems by Accelerated Particle Swarm Optimization (APSO)
One of the most important research areas in natural language processing is Question Answering Systems (QASs). Existing search engines, with Google at the top, have many remarkable capabilities. But there is a basic limitation (search engines do not have deduction capability), a capability which a QAS is expected to have. In this perspective, a search engine may be viewed as a semi-mechanized QA...
متن کاملQuestion Classification Transfer
Question answering systems have been developed for many languages, but most resources were created for English, which can be a problem when developing a system in another language such as French. In particular, for question classification, no labeled question corpus is available for French, so this paper studies the possibility to use existing English corpora and transfer a classification by tr...
متن کاملLearning to Translate for Multilingual Question Answering
In multilingual question answering, either the question needs to be translated into the document language, or vice versa. In addition to direction, there are multiple methods to perform the translation, four of which we explore in this paper: word-based, 10-best, contextbased, and grammar-based. We build a feature for each combination of translation direction and method, and train a model that ...
متن کاملدستهبندی پرسشها با استفاده از ترکیب دستهبندها
Question answering systems are produced and developed to provide exact answers to the question posted in natural language. One of the most important parts of question answering systems is question classification. The purpose of question classification is predicting the kind of answer needed for the question in natural language. The literature works can be categorized as rule-based and learning...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2013