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

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Showing 7651–7675 of 10817 papers

TitleStatusHype
Neural Retrieval for Question Answering with Cross-Attention Supervised Data Augmentation—0
MaP: A Matrix-based Prediction Approach to Improve Span Extraction in Machine Reading Comprehension—0
Spatial Attention as an Interface for Image Captioning Models—0
A Survey on Semantic Parsing from the perspective of Compositionality—0
VECO: Variable Encoder-decoder Pre-training for Cross-lingual Understanding and Generation—0
Unsupervised Pre-training for Biomedical Question Answering—0
Hierarchical Deep Multi-modal Network for Medical Visual Question AnsweringCode0
XTE: Explainable Text Entailment—0
AliMe KG: Domain Knowledge Graph Construction and Application in E-commerce—0
Machine Knowledge: Creation and Curation of Comprehensive Knowledge Bases—0
Multiple interaction learning with question-type prior knowledge for constraining answer search space in visual question answeringCode0
SQuARE: Semantics-based Question Answering and Reasoning Engine—0
Using the Hammer Only on Nails: A Hybrid Method for Evidence Retrieval for Question Answering—0
Regularizing Attention Networks for Anomaly Detection in Visual Question Answering—0
Tradeoffs in Sentence Selection Techniques for Open-Domain Question Answering—0
Looking Beyond Sentence-Level Natural Language Inference for Downstream Tasks—0
On the Transferability of Minimal Prediction Preserving Inputs in Question Answering—0
Self-supervised pre-training and contrastive representation learning for multiple-choice video QA—0
ISCAS at SemEval-2020 Task 5: Pre-trained Transformers for Counterfactual Statement ModelingCode0
A Multimodal Memes Classification: A Survey and Open Research Issues—0
Compositional and Lexical Semantics in RoBERTa, BERT and DistilBERT: A Case Study on CoQA—0
Question Directed Graph Attention Network for Numerical Reasoning over TextCode0
Knowledge Graphs for Multilingual Language Translation and Generation—0
Answering Any-hop Open-domain Questions with Iterative Document Reranking—0
Cluster-Former: Clustering-based Sparse Transformer for Long-Range Dependency Encoding—0
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All datasetsSQuAD2.0SQuAD1.1HotpotQAPIQABoolQCOPATriviaQASQuAD1.1 devNatural QuestionsOpenBookQATruthfulQAMultiRC

Benchmark Results

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