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 3791–3800 of 10817 papers

Title	Date	Tasks	Status	Score
A Lightweight Method to Generate Unanswerable Questions in English	Oct 30, 2023	Data AugmentationQuestion Answering	CodeCode Available	5
The representation landscape of few-shot learning and fine-tuning in large language models	Sep 5, 2024	Few-Shot LearningIn-Context Learning	CodeCode Available	5
Contextual Dropout: An Efficient Sample-Dependent Dropout Module	Mar 6, 2021	image-classificationImage Classification	CodeCode Available	5
HyTE: Hyperplane-based Temporally aware Knowledge Graph Embedding	Oct 1, 2018	Graph EmbeddingInformation Retrieval	CodeCode Available	5
Identifying relevant common sense information in knowledge graphs	May 1, 2022	Common Sense ReasoningKnowledge Graphs	CodeCode Available	5
Image Captioning for Effective Use of Language Models in Knowledge-Based Visual Question Answering	Sep 15, 2021	Image CaptioningKnowledge Graphs	CodeCode Available	5
Context Transformer with Stacked Pointer Networks for Conversational Question Answering over Knowledge Graphs	Mar 13, 2021	Conversational Question AnsweringKnowledge Graphs	CodeCode Available	5
A Survey on Deep Learning for Named Entity Recognition	Dec 22, 2018	DecoderDeep Learning	CodeCode Available	5
Hyperbolic Representation Learning for Fast and Efficient Neural Question Answering	Jul 25, 2017	Efficient Neural NetworkFeature Engineering	CodeCode Available	5
Context Independent Term Mapper for European Languages	Sep 1, 2013	Information RetrievalMachine 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