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 9351–9375 of 10817 papers

TitleStatusHype
Learning to Disambiguate by Asking Discriminative Questions—0
Robust Computer Algebra, Theorem Proving, and Oracle AI—0
ISS-MULT: Intelligent Sample Selection for Multi-Task Learning in Question Answering—0
Asking Too Much? The Rhetorical Role of Questions in Political Discourse—0
Automatic Question-Answering Using A Deep Similarity Neural Network—0
Multi-modal Factorized Bilinear Pooling with Co-Attention Learning for Visual Question AnsweringCode0
MemexQA: Visual Memex Question AnsweringCode0
A Simple Loss Function for Improving the Convergence and Accuracy of Visual Question Answering ModelsCode0
Query expansion techniques for information retrieval: A survey—0
Evaluating Natural Language Understanding Services for Conversational Question Answering SystemsCode0
Redundancy Localization for the Conversationalization of Unstructured Responses—0
Results of the fifth edition of the BioASQ Challenge—0
Macquarie University at BioASQ 5b -- Query-based Summarisation Techniques for Selecting the Ideal Answers—0
Modeling Large-Scale Structured Relationships with Shared Memory for Knowledge Base Completion—0
Assessing the performance of Olelo, a real-time biomedical question answering application—0
Evaluating Feature Extraction Methods for Knowledge-based Biomedical Word Sense Disambiguation—0
Mining Social Science Publications for Survey Variables—0
A Biomedical Question Answering System in BioASQ 2017—0
Automatic classification of doctor-patient questions for a virtual patient record query task—0
A Multi-strategy Query Processing Approach for Biomedical Question Answering: USTB\_PRIR at BioASQ 2017 Task 5B—0
Tackling Biomedical Text Summarization: OAQA at BioASQ 5B—0
The Event StoryLine Corpus: A New Benchmark for Causal and Temporal Relation Extraction—0
Spectral Graph-Based Method of Multimodal Word Embedding—0
Towards Harnessing Memory Networks for Coreference Resolution—0
Sentence Alignment using Unfolding Recursive Autoencoders—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