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 3551–3575 of 10817 papers

Title	Date	Tasks	Status	Score
Identifying Query-Relevant Neurons in Large Language Models for Long-Form Texts	Jun 16, 2024	DecoderForm	CodeCode Available	5
Incorporating Probing Signals into Multimodal Machine Translation via Visual Question-Answering Pairs	Oct 26, 2023	AttributeMachine Translation	CodeCode Available	5
In-Context Principle Learning from Mistakes	Feb 8, 2024	GSM8KIn-Context Learning	CodeCode Available	5
COSMO: Conditional SEQ2SEQ-based Mixture Model for Zero-Shot Commonsense Question Answering	Nov 2, 2020	Question Answering	CodeCode Available	5
QuASE: Question-Answer Driven Sentence Encoding	Sep 1, 2019	named-entity-recognitionNamed Entity Recognition	CodeCode Available	5
Incorporating brain-inspired mechanisms for multimodal learning in artificial intelligence	May 15, 2025	Computational EfficiencyContinual Learning	CodeCode Available	5
Incremental and Iterative Learning of Answer Set Programs from Mutually Distinct Examples	Feb 22, 2018	BIG-bench Machine LearningHandwritten Digit Recognition	CodeCode Available	5
Evaluating Search Engines and Large Language Models for Answering Health Questions	Jul 17, 2024	MisinformationNavigate	CodeCode Available	5
Inducing Temporal Relations from Time Anchor Annotation	Jun 1, 2018	ArticlesInformativeness	CodeCode Available	5
CoSaTa: A Constraint Satisfaction Solver and Interpreted Language for Semi-Structured Tables of Sentences	Oct 1, 2020	Question Answering	CodeCode Available	5
A Question-Entailment Approach to Question Answering	Jan 23, 2019	Information RetrievalQuestion Answering	CodeCode Available	5
Attention-Based Bidirectional Long Short-Term Memory Networks for Relation Classification	Aug 1, 2016	General ClassificationQuestion Answering	CodeCode Available	5
Examining Gender and Racial Bias in Large Vision-Language Models Using a Novel Dataset of Parallel Images	Feb 8, 2024	Image CaptioningQuestion Answering	CodeCode Available	5
A Question-Focused Multi-Factor Attention Network for Question Answering	Jan 25, 2018	Open-Domain Question AnsweringQuestion Answering	CodeCode Available	5
Correct after Answer: Enhancing Multi-Span Question Answering with Post-Processing Method	Oct 22, 2024	Question Answering	CodeCode Available	5
A Deep Relevance Matching Model for Ad-hoc Retrieval	Nov 23, 2017	Ad-Hoc Information RetrievalParaphrase Identification	CodeCode Available	5
Improving Retrieval-Based Question Answering with Deep Inference Models	Dec 7, 2018	Information RetrievalNatural Language Inference	CodeCode Available	5
Improving Question Answering with External Knowledge	Feb 3, 2019	ARCMultiple-choice	CodeCode Available	5
CAST: Cross-modal Alignment Similarity Test for Vision Language Models	Sep 17, 2024	cross-modal alignmentQuestion Answering	CodeCode Available	5
Improving Question Answering over Incomplete KBs with Knowledge-Aware Reader	May 17, 2019	Question Answering	CodeCode Available	5
Improving Question Answering Performance Using Knowledge Distillation and Active Learning	Sep 26, 2021	Active LearningKnowledge Distillation	CodeCode Available	5
Expanding End-to-End Question Answering on Differentiable Knowledge Graphs with Intersection	Sep 13, 2021	Knowledge GraphsQuestion Answering	CodeCode Available	5
Improving Retrieval Augmented Open-Domain Question-Answering with Vectorized Contexts	Apr 2, 2024	In-Context LearningLanguage Modeling	CodeCode Available	5
Attend What You Need: Motion-Appearance Synergistic Networks for Video Question Answering	Jun 19, 2021	AI AgentQuestion Answering	CodeCode Available	5
Core Tokensets for Data-efficient Sequential Training of Transformers	Oct 8, 2024	Image Captioningimage-classification	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