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 4026–4050 of 10817 papers

Title	Date	Tasks	Status	Score
FriendsQA: A New Large-Scale Deep Video Understanding Dataset with Fine-grained Topic Categorization for Story Videos	Dec 22, 2024	Language ModellingLarge Language Model	CodeCode Available	5
Scaling Reasoning can Improve Factuality in Large Language Models	May 16, 2025	Knowledge GraphsLarge Language Model	CodeCode Available	5
Comparing Humans and Models on a Similar Scale: Towards Cognitive Gender Bias Evaluation in Coreference Resolution	May 24, 2023	coreference-resolutionCoreference Resolution	CodeCode Available	5
Visual Question Answering: Datasets, Algorithms, and Future Challenges	Oct 5, 2016	Question AnsweringVisual Question Answering	CodeCode Available	5
Comparing Attention-based Convolutional and Recurrent Neural Networks: Success and Limitations in Machine Reading Comprehension	Aug 27, 2018	Machine Reading ComprehensionQuestion Answering	CodeCode Available	5
AmazonQA: A Review-Based Question Answering Task	Aug 12, 2019	Answer GenerationInformation Retrieval	CodeCode Available	5
Comparative Study of Machine Learning Models and BERT on SQuAD	May 22, 2020	BIG-bench Machine LearningQuestion Answering	CodeCode Available	5
Graph Learning in the Era of LLMs: A Survey from the Perspective of Data, Models, and Tasks	Dec 17, 2024	Domain GeneralizationGraph Learning	CodeCode Available	5
A mathematical model for universal semantics	Jul 29, 2019	modelQuestion Answering	CodeCode Available	5
GraphextQA: A Benchmark for Evaluating Graph-Enhanced Large Language Models	Oct 12, 2023	Answer GenerationHallucination	CodeCode Available	5
From Feature Importance to Natural Language Explanations Using LLMs with RAG	Jul 30, 2024	counterfactualCounterfactual Reasoning	CodeCode Available	5
A Mathematical Framework, a Taxonomy of Modeling Paradigms, and a Suite of Learning Techniques for Neural-Symbolic Systems	Jul 12, 2024	image-classificationImage Classification	CodeCode Available	5
Compact Trilinear Interaction for Visual Question Answering	Sep 26, 2019	BenchmarkingKnowledge Distillation	CodeCode Available	5
Graph-Based Reasoning over Heterogeneous External Knowledge for Commonsense Question Answering	Sep 9, 2019	Common Sense ReasoningGraph Attention	CodeCode Available	5
Grounding Answers for Visual Questions Asked by Visually Impaired People	Feb 4, 2022	Question AnsweringVisual Question Answering	CodeCode Available	5
CommVQA: Situating Visual Question Answering in Communicative Contexts	Feb 22, 2024	Question AnsweringVisual Question Answering	CodeCode Available	5
Community Question Answering Entity Linking via Leveraging Auxiliary Data	May 24, 2022	Community Question AnsweringEntity Linking	CodeCode Available	5
A Little Human Data Goes A Long Way	Oct 17, 2024	Fact VerificationQuestion Answering	CodeCode Available	5
Gold: A Global and Local-aware Denoising Framework for Commonsense Knowledge Graph Noise Detection	Oct 18, 2023	DenoisingKnowledge Graphs	CodeCode Available	5
GNN2R: Weakly-Supervised Rationale-Providing Question Answering over Knowledge Graphs	Dec 4, 2023	Explanation GenerationGraph Neural Network	CodeCode Available	5
Gotta: Generative Few-shot Question Answering by Prompt-based Cloze Data Augmentation	Jun 7, 2023	Data AugmentationQuestion Answering	CodeCode Available	5
GradBias: Unveiling Word Influence on Bias in Text-to-Image Generative Models	Aug 29, 2024	Bias DetectionFairness	CodeCode Available	5
Commonsense Properties from Query Logs and Question Answering Forums	May 27, 2019	Question Answering	CodeCode Available	5
Commonsense Knowledge Mining from Term Definitions	Feb 1, 2021	Knowledge GraphsNatural Language Understanding	CodeCode Available	5
A Dataset for Spatiotemporal-Sensitive POI Question Answering	May 16, 2025	Question AnsweringRAG	CodeCode Available	5

Show:10 25 50

← PrevPage 162 of 433Next →

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