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 3661–3670 of 10817 papers

Title	Date	Tasks	Status	Hype
Tailoring Self-Rationalizers with Multi-Reward Distillation	Nov 6, 2023	DiversityQuestion Answering	CodeCode Available	0
CoVLM: Composing Visual Entities and Relationships in Large Language Models Via Communicative Decoding	Nov 6, 2023	CoLAQuestion Answering	—Unverified	0
In-Context Learning for Knowledge Base Question Answering for Unmanned Systems based on Large Language Models	Nov 6, 2023	In-Context LearningKnowledge Base Question Answering	—Unverified	0
ChEF: A Comprehensive Evaluation Framework for Standardized Assessment of Multimodal Large Language Models	Nov 5, 2023	HallucinationIn-Context Learning	—Unverified	0
GPT-4V-AD: Exploring Grounding Potential of VQA-oriented GPT-4V for Zero-shot Anomaly Detection	Nov 5, 2023	Anomaly DetectionQuestion Answering	CodeCode Available	1
Divide & Conquer for Entailment-aware Multi-hop Evidence Retrieval	Nov 5, 2023	Information RetrievalMulti-hop Question Answering	—Unverified	0
AI-TA: Towards an Intelligent Question-Answer Teaching Assistant using Open-Source LLMs	Nov 5, 2023	Question AnsweringRAG	CodeCode Available	0
Causal Question Answering with Reinforcement Learning	Nov 5, 2023	Fact CheckingLink Prediction	CodeCode Available	0
FloodBrain: Flood Disaster Reporting by Web-based Retrieval Augmented Generation with an LLM	Nov 5, 2023	HumanitarianQuestion Answering	—Unverified	0
Perturbation-based Active Learning for Question Answering	Nov 4, 2023	Active LearningDiversity	—Unverified	0

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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