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 2751–2775 of 10817 papers

Title	Date	Tasks	Status	Score
Learning to Generalize for Cross-domain QA	May 14, 2023	Data AugmentationDomain Generalization	CodeCode Available	5
Beyond Language: Learning Commonsense from Images for Reasoning	Oct 10, 2020	Language ModelingLanguage Modelling	CodeCode Available	5
Learning to Exploit Structured Resources for Lexical Inference	Jul 1, 2015	Question Answering	CodeCode Available	5
Learning to Follow Object-Centric Image Editing Instructions Faithfully	Oct 29, 2023	ObjectQuestion Answering	CodeCode Available	5
Learning to Compose Neural Networks for Question Answering	Jan 7, 2016	Question Answeringreinforcement-learning	CodeCode Available	5
Learning to Attend On Essential Terms: An Enhanced Retriever-Reader Model for Open-domain Question Answering	Aug 28, 2018	AI2 Reasoning ChallengeARC	CodeCode Available	5
Learning to Deceive Knowledge Graph Augmented Models via Targeted Perturbation	Oct 24, 2020	Knowledge GraphsQuestion Answering	CodeCode Available	5
Beyond Bilinear: Generalized Multimodal Factorized High-order Pooling for Visual Question Answering	Aug 10, 2017	Question AnsweringVisual Question Answering	CodeCode Available	5
Learning to Perform Role-Filler Binding with Schematic Knowledge	Feb 24, 2019	Question AnsweringSentence	CodeCode Available	5
Beyond Accuracy Optimization: Computer Vision Losses for Large Language Model Fine-Tuning	Sep 20, 2024	Language ModelingLanguage Modelling	CodeCode Available	5
Beyond Accuracy: A Consolidated Tool for Visual Question Answering Benchmarking	Oct 11, 2021	BenchmarkingQuestion Answering	CodeCode Available	5
Beyond 512 Tokens: Siamese Multi-depth Transformer-based Hierarchical Encoder for Long-Form Document Matching	Apr 26, 2020	ClusteringForm	CodeCode Available	5
Learning Semantic Textual Similarity from Conversations	Apr 20, 2018	Community Question AnsweringNatural Language Inference	CodeCode Available	5
Learning the meanings of function words from grounded language using a visual question answering model	Aug 16, 2023	Logical ReasoningQuestion Answering	CodeCode Available	5
Better RAG using Relevant Information Gain	Jul 16, 2024	DiversityQuestion Answering	CodeCode Available	5
Learning Representation Mapping for Relation Detection in Knowledge Base Question Answering	Jul 17, 2019	Knowledge Base Question AnsweringQuestion Answering	CodeCode Available	5
Annotating and Characterizing Clinical Sentences with Explicit Why-QA Cues	Jun 1, 2019	DiversityQuestion Answering	CodeCode Available	5
Better Explain Transformers by Illuminating Important Information	Jan 18, 2024	Question Answering	CodeCode Available	5
Learning Relation Entailment with Structured and Textual Information	Feb 14, 2020	Question AnsweringRelation	CodeCode Available	5
Learning Representations of Sets through Optimized Permutations	Dec 10, 2018	General ClassificationQuestion Answering	CodeCode Available	5
Learning from Explanations with Neural Execution Tree	Nov 4, 2019	Data AugmentationMulti-hop Question Answering	CodeCode Available	5
Learning Intrinsic Sparse Structures within Long Short-Term Memory	Sep 15, 2017	Language ModelingLanguage Modelling	CodeCode Available	5
Sentence Embeddings for Russian NLU	Oct 29, 2019	Multiple-choiceParaphrase Identification	CodeCode Available	5
Learning Musical Representations for Music Performance Question Answering	Feb 10, 2025	Question Answering	CodeCode Available	5
Annobot: Platform for Annotating and Creating Datasets through Conversation with a Chatbot	Dec 1, 2020	ChatbotMachine Translation	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