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 3426–3450 of 10817 papers

Title	Date	Tasks	Status	Score
A Distributional and Orthographic Aggregation Model for English Derivational Morphology	Jul 1, 2018	abstractive question answeringMachine Translation	CodeCode Available	5
Interpretable Natural Language Segmentation Based on Link Grammar	Nov 14, 2020	Question AnsweringRetrieval	CodeCode Available	5
InterroLang: Exploring NLP Models and Datasets through Dialogue-based Explanations	Oct 9, 2023	Dialogue Act ClassificationHate Speech Detection	CodeCode Available	5
Interactive Text Ranking with Bayesian Optimisation: A Case Study on Community QA and Summarisation	Nov 22, 2019	Bayesian OptimisationCommunity Question Answering	CodeCode Available	5
Leveraging QA Datasets to Improve Generative Data Augmentation	May 25, 2022	Common Sense ReasoningData Augmentation	CodeCode Available	5
Interactive Machine Comprehension with Information Seeking Agents	Aug 27, 2019	Decision MakingInformation Retrieval	CodeCode Available	5
Interactive Instance-based Evaluation of Knowledge Base Question Answering	Nov 1, 2018	Entity LinkingKnowledge Base Question Answering	CodeCode Available	5
Interactive Natural Language-based Person Search	Feb 19, 2020	Person SearchQuestion Answering	CodeCode Available	5
IntKB: A Verifiable Interactive Framework for Knowledge Base Completion	Dec 1, 2020	Knowledge Base CompletionQuestion Answering	CodeCode Available	5
Intent Classification in Question-Answering Using LSTM Architectures	Jan 25, 2020	ClassificationGeneral Classification	CodeCode Available	5
Integrating Semantic Knowledge into Lexical Embeddings Based on Information Content Measurement	Apr 1, 2017	Document ClassificationInformation Retrieval	CodeCode Available	5
Integrating question answering and text-to-SQL in Portuguese	Feb 8, 2022	Question AnsweringText to SQL	CodeCode Available	5
Intelligent Assistant for People with Low Vision Abilities	Nov 20, 2017	Question Answering	CodeCode Available	5
Instruction Makes a Difference	Feb 1, 2024	HallucinationInstruction Following	CodeCode Available	5
Integrating Image Features with Convolutional Sequence-to-sequence Network for Multilingual Visual Question Answering	Mar 22, 2023	Question AnsweringVisual Question Answering	CodeCode Available	5
Audiopedia: Audio QA with Knowledge	Dec 29, 2024	Audio Question AnsweringEntity Linking	CodeCode Available	5
Injecting Numerical Reasoning Skills into Knowledge Base Question Answering Models	Dec 12, 2021	Data AugmentationKnowledge Base Question Answering	CodeCode Available	5
CROPE: Evaluating In-Context Adaptation of Vision and Language Models to Culture-Specific Concepts	Oct 20, 2024	Question AnsweringVisual Question Answering	CodeCode Available	5
Intrinsic Subgraph Generation for Interpretable Graph based Visual Question Answering	Mar 26, 2024	Decision MakingExplainable artificial intelligence	CodeCode Available	5
Joint Visual and Text Prompting for Improved Object-Centric Perception with Multimodal Large Language Models	Apr 6, 2024	MMEObject	CodeCode Available	5
CRiskEval: A Chinese Multi-Level Risk Evaluation Benchmark Dataset for Large Language Models	Jun 7, 2024	Multiple-choicePhilosophy	CodeCode Available	5
CRIPP-VQA: Counterfactual Reasoning about Implicit Physical Properties via Video Question Answering	Nov 7, 2022	Add - POAdd - PQ	CodeCode Available	5
Inexpensive Domain Adaptation of Pretrained Language Models: Case Studies on Biomedical NER and Covid-19 QA	Apr 7, 2020	Domain Adaptationnamed-entity-recognition	CodeCode Available	5
Inducing Temporal Relations from Time Anchor Annotation	Jun 1, 2018	ArticlesInformativeness	CodeCode Available	5
Inferring Implicit Relations in Complex Questions with Language Models	Apr 28, 2022	Implicit RelationsQuestion 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