SOTAVerified

Question Answering

Question answering can be segmented into domain-specific tasks like community question answering and knowledge-base question answering. Popular benchmark datasets for evaluation question answering systems include SQuAD, HotPotQA, bAbI, TriviaQA, WikiQA, and many others. Models for question answering are typically evaluated on metrics like EM and F1. Some recent top performing models are T5 and XLNet.

( Image credit: SQuAD )

Papers

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Showing 9776–9800 of 10817 papers

TitleStatusHype
KSAnswer: Question-answering System of Kangwon National University and Sogang University in the 2016 BioASQ Challenge—0
Evaluating and Combining Name Entity Recognition Systems—0
LABDA at the 2016 BioASQ challenge task 4a: Semantic Indexing by using ElasticSearch—0
MED: The LMU System for the SIGMORPHON 2016 Shared Task on Morphological Reinflection—0
Results of the 4th edition of BioASQ Challenge—0
An End-to-End Chinese Discourse Parser with Adaptation to Explicit and Non-explicit Relation Recognition—0
Adding Context to Semantic Data-Driven Paraphrasing—0
Proceedings of the Fourth BioASQ workshop—0
Attention-Based Bidirectional Long Short-Term Memory Networks for Relation ClassificationCode0
Natural Solution to FraCaS Entailment Problems—0
A Discourse-Annotated Corpus of Conjoined VPs—0
Learning to Jointly Predict Ellipsis and Comparison Structures—0
Constructing a Japanese Basic Named Entity Corpus of Various Genres—0
Finding the Middle Ground - A Model for Planning Satisficing Answers—0
Find the word that does not belong: A Framework for an Intrinsic Evaluation of Word Vector Representations—0
Easy Questions First? A Case Study on Curriculum Learning for Question Answering—0
Improved Representation Learning for Question Answer Matching—0
Large-Scale Semantic Indexing and Question Answering in Biomedicine—0
Character based String Kernels for Bio-Entity Relation Detection—0
Inner Attention based Recurrent Neural Networks for Answer Selection—0
QA-It: Classifying Non-Referential It for Question Answer PairsCode0
Mining Paraphrasal Typed Templates from a Plain Text Corpus—0
Focused Evaluation for Image Description with Binary Forced-Choice Tasks—0
Learning to Answer Biomedical Questions: OAQA at BioASQ 4BCode0
Learning Semantic Relatedness in Community Question Answering Using Neural Models—0
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All datasetsSQuAD2.0SQuAD1.1HotpotQAPIQABoolQCOPATriviaQASQuAD1.1 devNatural QuestionsOpenBookQATruthfulQAMultiRC

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94—Unverified
2FPNet (ensemble)EM90.87—Unverified
3IE-NetV2 (ensemble)EM90.86—Unverified
4SA-Net on Albert (ensemble)EM90.72—Unverified
5SA-Net-V2 (ensemble)EM90.68—Unverified
6FPNet (ensemble)EM90.6—Unverified
7Retro-Reader (ensemble)EM90.58—Unverified
8EntitySpanFocusV2 (ensemble)EM90.52—Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49—Unverified
10EntitySpanFocus+AT (ensemble)EM90.45—Unverified