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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 6001–6025 of 10817 papers

Title	Date	Tasks	Status	Hype
LongT5: Efficient Text-To-Text Transformer for Long Sequences	Dec 15, 2021	Abstractive Text SummarizationLong-range modeling	CodeCode Available	1
3D Question Answering	Dec 15, 2021	3D geometryQuestion Answering	—Unverified	0
Learning to Transpile AMR into SPARQL	Dec 15, 2021	Abstract Meaning RepresentationKnowledge Base Question Answering	—Unverified	0
Few-shot Multi-hop Question Answering over Knowledge Base	Dec 14, 2021	Few-Shot LearningKnowledge Base Question Answering	—Unverified	0
Learning to Retrieve Passages without Supervision	Dec 14, 2021	Contrastive LearningOpen-Domain Question Answering	CodeCode Available	1
Bilateral Cross-Modality Graph Matching Attention for Feature Fusion in Visual Question Answering	Dec 14, 2021	Graph MatchingQuestion Answering	CodeCode Available	1
Tackling Query-Focused Summarization as A Knowledge-Intensive Task: A Pilot Study	Dec 14, 2021	Open-Domain Question AnsweringPassage Retrieval	—Unverified	0
CoCo-BERT: Improving Video-Language Pre-training with Contrastive Cross-modal Matching and Denoising	Dec 14, 2021	Cross-Modal RetrievalDecoder	—Unverified	0
You Only Need One Model for Open-domain Question Answering	Dec 14, 2021	Hard AttentionNatural Questions	—Unverified	0
Dual-Key Multimodal Backdoors for Visual Question Answering	Dec 14, 2021	Question AnsweringVisual Question Answering	CodeCode Available	1
Multi-Row, Multi-Span Distant Supervision For Table+Text Question	Dec 14, 2021	Question AnsweringReading Comprehension	—Unverified	0
Explanation Container in Case-Based Biomedical Question-Answering	Dec 13, 2021	Question Answering	—Unverified	0
Improving and Diagnosing Knowledge-Based Visual Question Answering via Entity Enhanced Knowledge Injection	Dec 13, 2021	Common Sense ReasoningKnowledge Graph Embeddings	—Unverified	0
GLaM: Efficient Scaling of Language Models with Mixture-of-Experts	Dec 13, 2021	Common Sense ReasoningIn-Context Learning	—Unverified	0
Change Detection Meets Visual Question Answering	Dec 12, 2021	Answer GenerationChange Detection	CodeCode Available	1
Video as Conditional Graph Hierarchy for Multi-Granular Question Answering	Dec 12, 2021	Question AnsweringVideo Question Answering	CodeCode Available	1
Injecting Numerical Reasoning Skills into Knowledge Base Question Answering Models	Dec 12, 2021	Data AugmentationKnowledge Base Question Answering	CodeCode Available	0
Findings on Conversation Disentanglement	Dec 10, 2021	Conversational Question AnsweringConversation Disentanglement	—Unverified	0
TempoQR: Temporal Question Reasoning over Knowledge Graphs	Dec 10, 2021	Entity EmbeddingsGraph Question Answering	CodeCode Available	1
Improving the Question Answering Quality using Answer Candidate Filtering based on Natural-Language Features	Dec 10, 2021	Question Answering	—Unverified	0
Unified Multimodal Pre-training and Prompt-based Tuning for Vision-Language Understanding and Generation	Dec 10, 2021	Image-text matchingImage-text Retrieval	—Unverified	0
VUT: Versatile UI Transformer for Multi-Modal Multi-Task User Interface Modeling	Dec 10, 2021	object-detectionObject Detection	—Unverified	0
Semantic Search as Extractive Paraphrase Span Detection	Dec 9, 2021	Extractive Question-AnsweringQuestion Answering	CodeCode Available	0
KGE-CL: Contrastive Learning of Tensor Decomposition Based Knowledge Graph Embeddings	Dec 9, 2021	Contrastive LearningGraph Embedding	CodeCode Available	1
Scaling Language Models: Methods, Analysis & Insights from Training Gopher	Dec 8, 2021	Abstract AlgebraAnachronisms	CodeCode Available	2

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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