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 75017550 of 10817 papers

TitleStatusHype
Transferability of Natural Language Inference to Biomedical Question AnsweringCode1
DocVQA: A Dataset for VQA on Document ImagesCode1
Latent Compositional Representations Improve Systematic Generalization in Grounded Question AnsweringCode1
COVID-19 Literature Knowledge Graph Construction and Drug Repurposing Report Generation0
Open-Domain Question Answering0
SimsterQ: A Similarity based Clustering Approach to Opinion Question Answering0
Answering Complex Questions by Combining Information from Curated and Extracted Knowledge Bases0
Developing a How-to Tip Machine Comprehension Dataset and its Evaluation in Machine Comprehension by BERT0
Towards Visual Dialog for Radiology0
CopyBERT: A Unified Approach to Question Generation with Self-Attention0
Aligned Dual Channel Graph Convolutional Network for Visual Question Answering0
On the Importance of Diversity in Question Generation for QA0
Evaluating and Enhancing the Robustness of Neural Network-based Dependency Parsing Models with Adversarial Examples0
Multi-source Meta Transfer for Low Resource Multiple-Choice Question Answering0
Multimodal Neural Graph Memory Networks for Visual Question Answering0
DoQA - Accessing Domain-Specific FAQs via Conversational QA0
Learning to Identify Follow-Up Questions in Conversational Question Answering0
Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base EmbeddingsCode1
CorefQA: Coreference Resolution as Query-based Span PredictionCode1
GLUECoS: An Evaluation Benchmark for Code-Switched NLP0
BERTERS: Multimodal Representation Learning for Expert Recommendation System with Transformer0
Ontology-guided Semantic Composition for Zero-Shot LearningCode1
Correction of Faulty Background Knowledge based on Condition Aware and Revise Transformer for Question Answering0
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph CompletionCode1
Knowledge-Aware Language Model Pretraining0
Answering Questions on COVID-19 in Real-TimeCode1
Answer Ranking for Product-Related Questions via Multiple Semantic Relations Modeling0
Improving VQA and its Explanations \\ by Comparing Competing Explanations0
Does the Whole Exceed its Parts? The Effect of AI Explanations on Complementary Team Performance0
Graph Optimal Transport for Cross-Domain AlignmentCode1
Self-Segregating and Coordinated-Segregating Transformer for Focused Deep Multi-Modular Network for Visual Question Answering0
AutoKnow: Self-Driving Knowledge Collection for Products of Thousands of Types0
NLPContributions: An Annotation Scheme for Machine Reading of Scholarly Contributions in Natural Language Processing LiteratureCode0
ReCO: A Large Scale Chinese Reading Comprehension Dataset on OpinionCode1
Match^2: A Matching over Matching Model for Similar Question Identification0
Neuro-Symbolic Visual Reasoning: Disentangling "Visual" from "Reasoning"0
Memory TransformerCode0
IQA: Interactive Query Construction in Semantic Question Answering SystemsCode0
SqueezeBERT: What can computer vision teach NLP about efficient neural networks?Code0
A Qualitative Evaluation of Language Models on Automatic Question-Answering for COVID-19Code1
Exploring the BERT Cross-Lingual Transferability: a Case Study in Reading Comprehension0
SPARQL query generation for complex question answering with BERT and BiLSTM-based model0
CO-Search: COVID-19 Information Retrieval with Semantic Search, Question Answering, and Abstractive Summarization0
Selective Question Answering under Domain ShiftCode0
Results of the seventh edition of the BioASQ Challenge0
Mucko: Multi-Layer Cross-Modal Knowledge Reasoning for Fact-based Visual Question Answering0
ORD: Object Relationship Discovery for Visual Dialogue Generation0
Mining Implicit Relevance Feedback from User Behavior for Web Question Answering0
Sparse and Continuous Attention MechanismsCode1
Video Understanding as Machine Translation0
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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