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 3811–3820 of 10817 papers

Title	Date	Tasks	Status	Score
Context Transformer with Stacked Pointer Networks for Conversational Question Answering over Knowledge Graphs	Mar 13, 2021	Conversational Question AnsweringKnowledge Graphs	CodeCode Available	5
HyTE: Hyperplane-based Temporally aware Knowledge Graph Embedding	Oct 1, 2018	Graph EmbeddingInformation Retrieval	CodeCode Available	5
A Survey on Deep Learning for Named Entity Recognition	Dec 22, 2018	DecoderDeep Learning	CodeCode Available	5
Tip of the Tongue Query Elicitation for Simulated Evaluation	Feb 25, 2025	Community Question AnsweringQuestion Answering	CodeCode Available	5
Hyperbolic Representation Learning for Fast and Efficient Neural Question Answering	Jul 25, 2017	Efficient Neural NetworkFeature Engineering	CodeCode Available	5
Hybrid Autoregressive Inference for Scalable Multi-hop Explanation Regeneration	Jul 25, 2021	Multi-hop Question AnsweringNatural Language Inference	CodeCode Available	5
Context Independent Term Mapper for European Languages	Sep 1, 2013	Information RetrievalMachine Translation	CodeCode Available	5
Hypercube-RAG: Hypercube-Based Retrieval-Augmented Generation for In-domain Scientific Question-Answering	May 25, 2025	Question AnsweringRAG	CodeCode Available	5
How Well Do Multi-hop Reading Comprehension Models Understand Date Information?	Oct 11, 2022	Data AugmentationMulti-Hop Reading Comprehension	CodeCode Available	5
HRIBench: Benchmarking Vision-Language Models for Real-Time Human Perception in Human-Robot Interaction	Jun 25, 2025	BenchmarkingPerson Identification	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