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 4851–4875 of 10817 papers

Title	Date	Tasks	Status	Hype
Exploring the Effect of Primitives for Compositional Generalization in Vision-and-Language	Jan 1, 2023	Question AnsweringSelf-Supervised Learning	CodeCode Available	0
Discovering the Real Association: Multimodal Causal Reasoning in Video Question Answering	Jan 1, 2023	Question AnsweringVideo Question Answering	—Unverified	0
VQACL: A Novel Visual Question Answering Continual Learning Setting	Jan 1, 2023	Continual LearningQuestion Answering	CodeCode Available	1
Image as a Foreign Language: BEiT Pretraining for Vision and Vision-Language Tasks	Jan 1, 2023	Cross-Modal RetrievalImage Captioning	—Unverified	0
Context-Aware Alignment and Mutual Masking for 3D-Language Pre-Training	Jan 1, 2023	3D dense captioning3D visual grounding	CodeCode Available	1
Rethinking with Retrieval: Faithful Large Language Model Inference	Dec 31, 2022	Language ModelingLanguage Modelling	CodeCode Available	1
GPTR: Gestalt-Perception Transformer for Diagram Object Detection	Dec 29, 2022	DecoderObject	—Unverified	0
Hungry Hungry Hippos: Towards Language Modeling with State Space Models	Dec 28, 2022	8kCoreference Resolution	CodeCode Available	2
Demonstrate-Search-Predict: Composing retrieval and language models for knowledge-intensive NLP	Dec 28, 2022	In-Context LearningLanguage Modelling	CodeCode Available	7
A Survey on Table-and-Text HybridQA: Concepts, Methods, Challenges and Future Directions	Dec 27, 2022	Question AnsweringSurvey	—Unverified	0
Large Language Models Encode Clinical Knowledge	Dec 26, 2022	Clinical KnowledgeMedQA	CodeCode Available	1
Improving Complex Knowledge Base Question Answering via Question-to-Action and Question-to-Question Alignment	Dec 26, 2022	Knowledge Base Question AnsweringLanguage Modeling	CodeCode Available	0
TextBox 2.0: A Text Generation Library with Pre-trained Language Models	Dec 26, 2022	Abstractive Text SummarizationData-to-Text Generation	CodeCode Available	3
STRUDEL: Structured Dialogue Summarization for Dialogue Comprehension	Dec 24, 2022	Abstractive Dialogue SummarizationGraph Neural Network	—Unverified	0
OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization	Dec 22, 2022	Language ModelingLanguage Modelling	CodeCode Available	1
When are Lemons Purple? The Concept Association Bias of Vision-Language Models	Dec 22, 2022	Attributeimage-classification	—Unverified	0
From Images to Textual Prompts: Zero-shot VQA with Frozen Large Language Models	Dec 21, 2022	Question AnsweringVisual Question Answering	CodeCode Available	0
ZEROTOP: Zero-Shot Task-Oriented Semantic Parsing using Large Language Models	Dec 21, 2022	Extractive Question-AnsweringLanguage Modeling	—Unverified	0
Parallel Context Windows for Large Language Models	Dec 21, 2022	In-Context LearningPlaying the Game of 2048	CodeCode Available	1
Analyzing Semantic Faithfulness of Language Models via Input Intervention on Question Answering	Dec 21, 2022	Conversational Question AnsweringNegation	CodeCode Available	0
UnICLAM:Contrastive Representation Learning with Adversarial Masking for Unified and Interpretable Medical Vision Question Answering	Dec 21, 2022	Data AugmentationDecision Making	—Unverified	0
Language models are better than humans at next-token prediction	Dec 21, 2022	Question Answering	CodeCode Available	0
MULTI3NLU++: A Multilingual, Multi-Intent, Multi-Domain Dataset for Natural Language Understanding in Task-Oriented Dialogue	Dec 20, 2022	Intent DetectionMachine Translation	—Unverified	0
Towards Unsupervised Visual Reasoning: Do Off-The-Shelf Features Know How to Reason?	Dec 20, 2022	Question AnsweringRepresentation Learning	—Unverified	0
Extrinsic Evaluation of Machine Translation Metrics	Dec 20, 2022	Dialogue State TrackingMachine Translation	—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