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 3701–3725 of 10817 papers

Title	Date	Tasks	Status	Score
An Adaptive Framework for Generating Systematic Explanatory Answer in Online Q&A Platforms	Oct 23, 2024	Answer GenerationInformation Retrieval	CodeCode Available	5
SemEval-2019 Task 8: Fact Checking in Community Question Answering Forums	May 25, 2019	Community Question AnsweringFact Checking	CodeCode Available	5
Improving QA Generalization by Concurrent Modeling of Multiple Biases	Oct 7, 2020	Extractive Question-AnsweringQuestion Answering	CodeCode Available	5
Improved RAMEN: Towards Domain Generalization for Visual Question Answering	Sep 6, 2021	Domain GeneralizationQuestion Answering	CodeCode Available	5
Improved Word Sense Disambiguation Using Pre-Trained Contextualized Word Representations	Oct 1, 2019	named-entity-recognitionNamed Entity Recognition	CodeCode Available	5
Addressing Semantic Drift in Question Generation for Semi-Supervised Question Answering	Sep 13, 2019	ArticlesQuestion Answering	CodeCode Available	5
Awakening Augmented Generation: Learning to Awaken Internal Knowledge of Large Language Models for Question Answering	Mar 22, 2024	Open-Domain Question AnsweringOut-of-Distribution Generalization	CodeCode Available	5
Contrastive Representation Learning for Conversational Question Answering over Knowledge Graphs	Oct 9, 2022	Conversational Question AnsweringInformation Retrieval	CodeCode Available	5
Exploring the zero-shot limit of FewRel	Dec 1, 2020	Language ModelingLanguage Modelling	CodeCode Available	5
SynTQA: Synergistic Table-based Question Answering via Mixture of Text-to-SQL and E2E TQA	Sep 25, 2024	Answer SelectionQuestion Answering	CodeCode Available	5
Image Question Answering using Convolutional Neural Network with Dynamic Parameter Prediction	Nov 18, 2015	Image Retrieval with Multi-Modal QueryParameter Prediction	CodeCode Available	5
Imitation Learning of Agenda-based Semantic Parsers	Jan 1, 2015	Imitation LearningQuestion Answering	CodeCode Available	5
Improve Query Focused Abstractive Summarization by Incorporating Answer Relevance	May 27, 2021	Abstractive Text SummarizationQuery-focused Summarization	CodeCode Available	5
IMAD: IMage-Augmented multi-modal Dialogue	May 17, 2023	Dialogue GenerationQuestion Answering	CodeCode Available	5
Contrastive Learning for Task-Independent SpeechLLM-Pretraining	Dec 20, 2024	Contrastive LearningQuestion Answering	CodeCode Available	5
Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks	Aug 22, 2022	AllCross-Modal Retrieval	CodeCode Available	5
A Mutual Information Maximization Approach for the Spurious Solution Problem in Weakly Supervised Question Answering	Jun 14, 2021	Question Answering	CodeCode Available	5
Illusory VQA: Benchmarking and Enhancing Multimodal Models on Visual Illusions	Dec 11, 2024	BenchmarkingQuestion Answering	CodeCode Available	5
Image Captioning for Effective Use of Language Models in Knowledge-Based Visual Question Answering	Sep 15, 2021	Image CaptioningKnowledge Graphs	CodeCode Available	5
IIU: Independent Inference Units for Knowledge-based Visual Question Answering	Aug 15, 2024	Question AnsweringVisual Question Answering	CodeCode Available	5
Attacking Open-domain Question Answering by Injecting Misinformation	Oct 15, 2021	MisinformationOpen-Domain Question Answering	CodeCode Available	5
TAB-VCR: Tags and Attributes based Visual Commonsense Reasoning Baselines	Oct 31, 2019	AttributeQuestion Answering	CodeCode Available	5
AMUSE: Multilingual Semantic Parsing for Question Answering over Linked Data	Feb 26, 2018	FormKnowledge Base Question Answering	CodeCode Available	5
Are Red Roses Red? Evaluating Consistency of Question-Answering Models	Jul 1, 2019	Question Answeringvalid	CodeCode Available	5
ILLUME: Rationalizing Vision-Language Models through Human Interactions	Aug 17, 2022	Image CaptioningQuestion Answering	CodeCode Available	5

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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