QA Is the New KR: Question-Answer Pairs as Knowledge Bases

نویسندگان

چکیده

We propose a new knowledge representation (KR) based on bases (KBs) derived from text, question generation and entity linking. argue that the proposed type of KB has many key advantages traditional symbolic KB: in particular, it consists small modular components, which can be combined compositionally to answer complex queries, including relational queries involving ``multi-hop'' inferences. However, unlike KB, this information store is well-aligned with common user needs. present one such called QEDB, give qualitative evidence atomic components are high-quality meaningful, ways similar triples KB. also show experimentally questions reflective typical more easily answered QEDB than

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

QA-It: Classifying Non-Referential It for Question Answer Pairs

This paper introduces a new corpus, QA-It, for the classification of non-referential it. Our dataset is unique in a sense that it is annotated on question answer pairs collected from multiple genres, useful for developing advanced QA systems. Our annotation scheme makes clear distinctions between 4 types of it, providing guidelines for many erroneous cases. Several statistical models are built ...

متن کامل

KBQA: Learning Question Answering over QA Corpora and Knowledge Bases

Question answering (QA) has become a popular way for humans to access billion-scale knowledge bases. Unlike web search, QA over a knowledge base gives out accurate and concise results, provided that natural language questions can be understood and mapped precisely to structured queries over the knowledge base. The challenge, however, is that a human can ask one question in many different ways. ...

متن کامل

A Question-answer Distance Measure to Investigate QA System Progress

The performance of question answering system is evaluated through successive evaluations campaigns. A set of questions are given to the participating systems which are to find the correct answer in a collection of documents. The creation process of the questions may change from one evaluation to the next. This may entail an uncontroled question difficulty shift. For the QAst 2009 evaluation cam...

متن کامل

Using Question-Answer Pairs in Extractive Summarization of Email Conversations

While sentence extraction as an approach to summarization has been shown to work in documents of certain genres, because of the conversational nature of email communication, sentence extraction may not result in a coherent summary. In this paper, we present our work on augmenting extractive summaries of threads of email conversations with automatically detected question-answer pairs. We compare...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Proceedings of the ... AAAI Conference on Artificial Intelligence

سال: 2023

ISSN: ['2159-5399', '2374-3468']

DOI: https://doi.org/10.1609/aaai.v37i13.26794