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 3491–3500 of 10817 papers

Title	Date	Tasks	Status	Hype
LifelongMemory: Leveraging LLMs for Answering Queries in Long-form Egocentric Videos	Dec 7, 2023	EgoSchemaForm	CodeCode Available	1
GYM at Qur’an QA 2023 Shared Task: Multi-Task Transfer Learning for Quranic Passage Retrieval and Question Answering with Large Language Models	Dec 7, 2023	Multi-Task LearningPassage Retrieval	CodeCode Available	0
PCoQA: Persian Conversational Question Answering Dataset	Dec 7, 2023	Conversational Question AnsweringQuestion Answering	CodeCode Available	1
Language Model Knowledge Distillation for Efficient Question Answering in Spanish	Dec 7, 2023	Knowledge DistillationLanguage Modeling	CodeCode Available	0
OneLLM: One Framework to Align All Modalities with Language	Dec 6, 2023	AllQuestion Answering	CodeCode Available	2
Language-Informed Visual Concept Learning	Dec 6, 2023	DisentanglementNovel Concepts	CodeCode Available	1
XAIQA: Explainer-Based Data Augmentation for Extractive Question Answering	Dec 6, 2023	Data AugmentationExtractive Question-Answering	—Unverified	0
Let the LLMs Talk: Simulating Human-to-Human Conversational QA via Zero-Shot LLM-to-LLM Interactions	Dec 5, 2023	BenchmarkingConversational Question Answering	CodeCode Available	1
CLAMP: Contrastive LAnguage Model Prompt-tuning	Dec 4, 2023	Contrastive LearningImage Captioning	—Unverified	0
Evaluating Dependencies in Fact Editing for Language Models: Specificity and Implication Awareness	Dec 4, 2023	knowledge editingLanguage Modeling	CodeCode Available	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