Selective question answering under domain shift

A Kamath, R Jia, P Liang - arXiv preprint arXiv:2006.09462, 2020 - arxiv.org
To avoid giving wrong answers, question answering (QA) models need to know when to
abstain from answering. Moreover, users often ask questions that diverge from the model's …

Read+ verify: Machine reading comprehension with unanswerable questions

M Hu, F Wei, Y Peng, Z Huang, N Yang… - Proceedings of the AAAI …, 2019 - ojs.aaai.org
Abstract Machine reading comprehension with unanswerable questions aims to abstain
from answering when no answer can be inferred. In addition to extract answers, previous …

Unsupervised named-entity extraction from the web: An experimental study

O Etzioni, M Cafarella, D Downey, AM Popescu… - Artificial intelligence, 2005 - Elsevier
The KnowItAll system aims to automate the tedious process of extracting large collections of
facts (eg, names of scientists or politicians) from the Web in an unsupervised, domain …

Web-scale information extraction in knowitall: (preliminary results)

O Etzioni, M Cafarella, D Downey, S Kok… - Proceedings of the 13th …, 2004 - dl.acm.org
Manually querying search engines in order to accumulate a large bodyof factual information
is a tedious, error-prone process of piecemealsearch. Search engines retrieve and rank …

[PDF][PDF] Answer extraction as sequence tagging with tree edit distance

X Yao, B Van Durme, C Callison-Burch… - Proceedings of the …, 2013 - aclanthology.org
Our goal is to extract answers from preretrieved sentences for Question Answering (QA). We
construct a linear-chain Conditional Random Field based on pairs of questions and their …

[PDF][PDF] Methods for using textual entailment in open-domain question answering

S Harabagiu, A Hickl - … of the 21st International Conference on …, 2006 - aclanthology.org
Work on the semantics of questions has argued that the relation between a question and its
answer (s) can be cast in terms of logical entailment. In this paper, we demonstrate how …

[PDF][PDF] Scaling web-based acquisition of entailment relations

I Szpektor, H Tanev, I Dagan… - Proceedings of the 2004 …, 2004 - aclanthology.org
Paraphrase recognition is a critical step for natural language interpretation. Accordingly,
many NLP applications would benefit from high coverage knowledge bases of paraphrases …

[PDF][PDF] A probabilistic model of redundancy in information extraction

D Downey, O Etzioni, S Soderland - IJCAI, 2005 - cs.cmu.edu
Abstract Unsupervised Information Extraction (UIE) is the task of extracting knowledge from
text without using hand-tagged training examples. A fundamental problem for both UIE and …

Open-domain question–answering

J Prager - Foundations and Trends® in Information Retrieval, 2007 - nowpublishers.com
The increasing availability of music in digital format needs to be matched by the
development of tools for music accessing, filtering, classification, and retrieval. The research …

[PDF][PDF] JAIST: Combining multiple features for answer selection in community question answering

QH Tran, DV Tran, T Vu, M Le Nguyen… - Proceedings of the 9th …, 2015 - aclanthology.org
In this paper, we describe our system for SemEval-2015 Task 3: Answer Selection in
Community Question Answering. In this task, the systems are required to identify the good or …