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

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Showing 3711–3720 of 10817 papers

Title	Date	Tasks	Status	Score
Image Question Answering using Convolutional Neural Network with Dynamic Parameter Prediction	Nov 18, 2015	Image Retrieval with Multi-Modal QueryParameter Prediction	CodeCode Available	5
Contrastive Representation Learning for Conversational Question Answering over Knowledge Graphs	Oct 9, 2022	Conversational Question AnsweringInformation Retrieval	CodeCode Available	5
Image Content Generation with Causal Reasoning	Dec 12, 2023	Image GenerationQuestion Answering	CodeCode Available	5
Awakening Augmented Generation: Learning to Awaken Internal Knowledge of Large Language Models for Question Answering	Mar 22, 2024	Open-Domain Question AnsweringOut-of-Distribution Generalization	CodeCode Available	5
Improved Word Sense Disambiguation Using Pre-Trained Contextualized Word Representations	Oct 1, 2019	named-entity-recognitionNamed Entity Recognition	CodeCode Available	5
Illusory VQA: Benchmarking and Enhancing Multimodal Models on Visual Illusions	Dec 11, 2024	BenchmarkingQuestion Answering	CodeCode Available	5
Contrastive Learning for Task-Independent SpeechLLM-Pretraining	Dec 20, 2024	Contrastive LearningQuestion Answering	CodeCode Available	5
IMAD: IMage-Augmented multi-modal Dialogue	May 17, 2023	Dialogue GenerationQuestion Answering	CodeCode Available	5
A Mutual Information Maximization Approach for the Spurious Solution Problem in Weakly Supervised Question Answering	Jun 14, 2021	Question Answering	CodeCode Available	5
ILLUME: Rationalizing Vision-Language Models through Human Interactions	Aug 17, 2022	Image CaptioningQuestion Answering	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