SOTAVerified

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

Showing 83018350 of 10817 papers

TitleStatusHype
ICDAR 2019 Competition on Scene Text Visual Question Answering0
Introducing MathQA -- A Math-Aware Question Answering SystemCode0
Open-Ended Long-Form Video Question Answering via Hierarchical Convolutional Self-Attention Networks0
Interpretable Question Answering on Knowledge Bases and Text0
Deep Modular Co-Attention Networks for Visual Question AnsweringCode0
EQuANt (Enhanced Question Answer Network)Code0
Learning to Interactively Learn and Assist0
RUBi: Reducing Unimodal Biases in Visual Question AnsweringCode0
Integrating Knowledge and Reasoning in Image Understanding0
Adversarial Multimodal Network for Movie Question Answering0
Investigating Biases in Textual Entailment Datasets0
Semantically Driven Auto-completion0
Hindi Question Generation Using Dependency Structures0
Adversarial Regularization for Visual Question Answering: Strengths, Shortcomings, and Side Effects0
XLNet: Generalized Autoregressive Pretraining for Language UnderstandingCode1
Interconnected Question Generation with Coreference Alignment and Conversation Flow ModelingCode1
Avoiding Reasoning Shortcuts: Adversarial Evaluation, Training, and Model Development for Multi-Hop QACode1
Multi-Hop Paragraph Retrieval for Open-Domain Question AnsweringCode0
Microsoft AI Challenge India 2018: Learning to Rank Passages for Web Question Answering with Deep Attention Networks0
IITP at MEDIQA 2019: Systems Report for Natural Language Inference, Question Entailment and Question Answering0
NLProlog: Reasoning with Weak Unification for Question Answering in Natural LanguageCode0
Improving Visual Question Answering by Referring to Generated Paragraph Captions0
Multigrid Neural MemoryCode0
Real-Time Open-Domain Question Answering with Dense-Sparse Phrase IndexCode0
The Replica Dataset: A Digital Replica of Indoor SpacesCode2
Unsupervised Question Answering by Cloze TranslationCode0
Synthetic QA Corpora Generation with Roundtrip ConsistencyCode2
Neural Arabic Question AnsweringCode0
HEAD-QA: A Healthcare Dataset for Complex Reasoning0
Retrieve, Read, Rerank: Towards End-to-End Multi-Document Reading ComprehensionCode0
Psycholinguistics meets Continual Learning: Measuring Catastrophic Forgetting in Visual Question Answering0
Gendered Pronoun Resolution using BERT and an extractive question answering formulationCode0
Question Answering as Global Reasoning over Semantic AbstractionsCode0
Deep Contextualized Biomedical Abbreviation Expansion0
How Does BERT Answer Questions? A Layer-Wise Analysis of Transformer Representations0
RankQA: Neural Question Answering with Answer Re-RankingCode0
Towards Scalable and Reliable Capsule Networks for Challenging NLP ApplicationsCode0
Towards Interpretable Reinforcement Learning Using Attention Augmented AgentsCode0
ActivityNet-QA: A Dataset for Understanding Complex Web Videos via Question AnsweringCode0
Cross-Lingual Training for Automatic Question GenerationCode0
A Neural Named Entity Recognition and Multi-Type Normalization Tool for Biomedical Text MiningCode0
KERMIT: Generative Insertion-Based Modeling for Sequences0
Episodic Memory in Lifelong Language LearningCode0
Generating Question Relevant Captions to Aid Visual Question Answering0
Question Answering as an Automatic Evaluation Metric for News Article SummarizationCode0
CODAH: An Adversarially-Authored Question Answering Dataset for Common SenseCode0
Grounded Word Sense Translation0
Annotating and Characterizing Clinical Sentences with Explicit Why-QA CuesCode0
On Knowledge distillation from complex networks for response prediction0
DOMLIN at SemEval-2019 Task 8: Automated Fact Checking exploiting Ratings in Community Question Answering Forums0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94Unverified
2FPNet (ensemble)EM90.87Unverified
3IE-NetV2 (ensemble)EM90.86Unverified
4SA-Net on Albert (ensemble)EM90.72Unverified
5SA-Net-V2 (ensemble)EM90.68Unverified
6FPNet (ensemble)EM90.6Unverified
7Retro-Reader (ensemble)EM90.58Unverified
8EntitySpanFocusV2 (ensemble)EM90.52Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49Unverified
10EntitySpanFocus+AT (ensemble)EM90.45Unverified