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 4141–4150 of 10817 papers

Title	Date	Tasks	Status	Hype
GPT-3 Models are Few-Shot Financial Reasoners	Jul 25, 2023	Financial AnalysisPrompt Engineering	—Unverified	0
Keyword-Aware Relative Spatio-Temporal Graph Networks for Video Question Answering	Jul 25, 2023	graph constructionQuestion Answering	—Unverified	0
Analyzing Chain-of-Thought Prompting in Large Language Models via Gradient-based Feature Attributions	Jul 25, 2023	Question Answering	—Unverified	0
3D-LLM: Injecting the 3D World into Large Language Models	Jul 24, 2023	3D Object Captioning3D Question Answering (3D-QA)	CodeCode Available	3
CommonsenseVIS: Visualizing and Understanding Commonsense Reasoning Capabilities of Natural Language Models	Jul 23, 2023	Question AnsweringRelational Reasoning	—Unverified	0
Fast Knowledge Graph Completion using Graphics Processing Units	Jul 22, 2023	Graph EmbeddingKnowledge Graph Completion	—Unverified	0
Expert Knowledge-Aware Image Difference Graph Representation Learning for Difference-Aware Medical Visual Question Answering	Jul 22, 2023	Graph Representation LearningLanguage Modeling	CodeCode Available	1
Discovering Spatio-Temporal Rationales for Video Question Answering	Jul 22, 2023	Question AnsweringVideo Question Answering	CodeCode Available	1
A Zero-shot and Few-shot Study of Instruction-Finetuned Large Language Models Applied to Clinical and Biomedical Tasks	Jul 22, 2023	named-entity-recognitionNamed Entity Recognition	—Unverified	0
Psy-LLM: Scaling up Global Mental Health Psychological Services with AI-based Large Language Models	Jul 22, 2023	ArticlesQuestion Answering	—Unverified	0

Show:10 25 50

← PrevPage 415 of 1082Next →

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