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 1501–1510 of 10817 papers

Title	Date	Tasks	Status	Hype	Score
In-Context Learning with Iterative Demonstration Selection	Oct 15, 2023	Few-Shot LearningIn-Context Learning	CodeCode Available	1	5
Improving Selective Visual Question Answering by Learning from Your Peers	Jun 14, 2023	Question AnsweringVisual Question Answering	CodeCode Available	1	5
3D Vision and Language Pretraining with Large-Scale Synthetic Data	Jul 8, 2024	Dense CaptioningDiversity	CodeCode Available	1	5
Incorporating Relevance Feedback for Information-Seeking Retrieval using Few-Shot Document Re-Ranking	Oct 19, 2022	Argument RetrievalInformation Retrieval	CodeCode Available	1	5
BiMediX: Bilingual Medical Mixture of Experts LLM	Feb 20, 2024	Mixture-of-ExpertsMultiple-choice	CodeCode Available	1	5
EgoVLPv2: Egocentric Video-Language Pre-training with Fusion in the Backbone	Jul 11, 2023	Action RecognitionMoment Queries	CodeCode Available	1	5
CLIP-Guided Vision-Language Pre-training for Question Answering in 3D Scenes	Apr 12, 2023	Question AnsweringVisual Question Answering	CodeCode Available	1	5
EHRNoteQA: An LLM Benchmark for Real-World Clinical Practice Using Discharge Summaries	Feb 25, 2024	Decision MakingQuestion Answering	CodeCode Available	1	5
BioBERT: a pre-trained biomedical language representation model for biomedical text mining	Jan 25, 2019	Drug–drug Interaction ExtractionFew-Shot Learning	CodeCode Available	1	5
Improving Retrieval-Augmented Large Language Models via Data Importance Learning	Jul 6, 2023	ImputationQuestion Answering	CodeCode Available	1	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