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 6351–6375 of 10817 papers

Title	Date	Tasks	Status	Hype
Neural Unification for Logic Reasoning over Natural Language	Sep 17, 2021	Automated Theorem ProvingQuestion Answering	CodeCode Available	1
Task-adaptive Pre-training of Language Models with Word Embedding Regularization	Sep 17, 2021	Domain AdaptationQuestion Answering	—Unverified	0
Language Models as a Knowledge Source for Cognitive Agents	Sep 17, 2021	Language ModellingNatural Language Inference	—Unverified	0
Simple Entity-Centric Questions Challenge Dense Retrievers	Sep 17, 2021	Data AugmentationOpen-Domain Question Answering	CodeCode Available	1
RnG-KBQA: Generation Augmented Iterative Ranking for Knowledge Base Question Answering	Sep 17, 2021	Entity LinkingKnowledge Base Question Answering	CodeCode Available	1
Deep Algorithmic Question Answering: Towards a Compositionally Hybrid AI for Algorithmic Reasoning	Sep 16, 2021	image-classificationImage Classification	—Unverified	0
Phrase Retrieval Learns Passage Retrieval, Too	Sep 16, 2021	Entity LinkingOpen-Domain Question Answering	CodeCode Available	1
Improving Unsupervised Question Answering via Summarization-Informed Question Generation	Sep 16, 2021	ArticlesDependency Parsing	—Unverified	0
Image Captioning for Effective Use of Language Models in Knowledge-Based Visual Question Answering	Sep 15, 2021	Image CaptioningKnowledge Graphs	CodeCode Available	0
Can Edge Probing Tasks Reveal Linguistic Knowledge in QA Models?	Sep 15, 2021	Question Answering	—Unverified	0
Transformer-based Language Models for Factoid Question Answering at BioASQ9b	Sep 15, 2021	Question Answering	CodeCode Available	0
Topic Transferable Table Question Answering	Sep 15, 2021	Question AnsweringQuestion Generation	CodeCode Available	0
Will this Question be Answered? Question Filtering via Answer Model Distillation for Efficient Question Answering	Sep 14, 2021	Question Answering	—Unverified	0
Adaptive Information Seeking for Open-Domain Question Answering	Sep 14, 2021	Open-Domain Question AnsweringQuestion Answering	CodeCode Available	1
End-to-end argumentation knowledge graph construction	Sep 13, 2021	16kFake News Detection	—Unverified	0
AliMe MKG: A Multi-modal Knowledge Graph for Live-streaming E-commerce	Sep 13, 2021	Multi-modal Knowledge GraphQuestion Answering	—Unverified	0
Expanding End-to-End Question Answering on Differentiable Knowledge Graphs with Intersection	Sep 13, 2021	Knowledge GraphsQuestion Answering	CodeCode Available	0
End-to-End Entity Resolution and Question Answering Using Differentiable Knowledge Graphs	Sep 13, 2021	Entity ResolutionKnowledge Graphs	—Unverified	0
xGQA: Cross-Lingual Visual Question Answering	Sep 13, 2021	Cross-Lingual TransferLanguage Modeling	CodeCode Available	1
Discovering the Unknown Knowns: Turning Implicit Knowledge in the Dataset into Explicit Training Examples for Visual Question Answering	Sep 13, 2021	Data AugmentationQuestion Answering	CodeCode Available	0
Question Answering over Electronic Devices: A New Benchmark Dataset and a Multi-Task Learning based QA Framework	Sep 13, 2021	Community Question AnsweringMulti-Task Learning	CodeCode Available	1
Semantic Categorization of Social Knowledge for Commonsense Question Answering	Sep 11, 2021	Question Answering	CodeCode Available	0
What's in a Name? Answer Equivalence For Open-Domain Question Answering	Sep 11, 2021	Natural QuestionsOpen-Domain Question Answering	CodeCode Available	0
Entity-Based Knowledge Conflicts in Question Answering	Sep 10, 2021	HallucinationOut-of-Distribution Generalization	CodeCode Available	1
Refocusing on Relevance: Personalization in NLG	Sep 10, 2021	Information RetrievalOpen-Domain Question Answering	—Unverified	0

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All datasets SQuAD2.0 SQuAD1.1 HotpotQA PIQA BoolQ COPA TriviaQA SQuAD1.1 dev Natural Questions OpenBookQA TruthfulQA MultiRC

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	IE-Net (ensemble)	EM	90.94	—	Unverified
2	FPNet (ensemble)	EM	90.87	—	Unverified
3	IE-NetV2 (ensemble)	EM	90.86	—	Unverified
4	SA-Net on Albert (ensemble)	EM	90.72	—	Unverified
5	SA-Net-V2 (ensemble)	EM	90.68	—	Unverified
6	FPNet (ensemble)	EM	90.6	—	Unverified
7	Retro-Reader (ensemble)	EM	90.58	—	Unverified
8	EntitySpanFocusV2 (ensemble)	EM	90.52	—	Unverified
9	TransNets + SFVerifier + SFEnsembler (ensemble)	EM	90.49	—	Unverified
10	EntitySpanFocus+AT (ensemble)	EM	90.45	—	Unverified