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 3911–3920 of 10817 papers

Title	Date	Tasks	Status
Classifying Questions in Question Answering System Using Finite State Machines with a Simple Learning Approach	Nov 1, 2013	Question Answering	—Unverified
Fine-tuning Large Language Models with Sequential Instructions	Mar 12, 2024	Question AnsweringVisual Question Answering	—Unverified
Classifying Relations via Long Short Term Memory Networks along Shortest Dependency Paths	Sep 1, 2015	Question AnsweringRelation Classification	—Unverified
Fine-Tuning LLMs for Reliable Medical Question-Answering Services	Oct 21, 2024	Decision MakingMedical Question Answering	—Unverified
Fine-tuning Multi-hop Question Answering with Hierarchical Graph Network	Apr 20, 2020	Graph Neural NetworkLanguage Modeling	—Unverified
Improving Pre-trained Language Model Fine-tuning with Noise Stability Regularization	Jun 12, 2022	Domain GeneralizationLanguage Modeling	—Unverified
Fine-tuning Pre-trained Named Entity Recognition Models For Indian Languages	May 8, 2024	Information RetrievalMachine Translation	—Unverified
Correlation Information Bottleneck: Towards Adapting Pretrained Multimodal Models for Robust Visual Question Answering	Sep 14, 2022	Adversarial RobustnessQuestion Answering	—Unverified
Fine-tuning Smaller Language Models for Question Answering over Financial Documents	Aug 22, 2024	Question Answering	—Unverified
A Flexible, Efficient and Accurate Framework for Community Question Answering Pipelines	Jul 1, 2018	Community Question AnsweringQuestion Answering	—Unverified

Show:10 25 50

← PrevPage 392 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