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 8551–8600 of 10817 papers

TitleStatusHype
Multi-style Generative Reading Comprehension—0
Supervised Transfer Learning for Product Information Question Answering—0
What Should I Do Now? Marrying Reinforcement Learning and Symbolic Planning—0
Coarse-grain Fine-grain Coattention Network for Multi-evidence Question Answering—0
CLEVR-Ref+: Diagnosing Visual Reasoning with Referring ExpressionsCode0
Identifying Participation of Individual Verbs or VerbNet Classes in the Causative Alternation—0
The meaning of "most" for visual question answering models—0
Learning to Selectively Transfer: Reinforced Transfer Learning for Deep Text Matching—0
Knowledge Representation Learning: A Quantitative ReviewCode2
Scene Graph Reasoning with Prior Visual Relationship for Visual Question Answering—0
A Survey on Deep Learning for Named Entity RecognitionCode0
Mining Interpretable AOG Representations from Convolutional Networks via Active Question Answering—0
From FiLM to Video: Multi-turn Question Answering with Multi-modal Context—0
Siamese Networks for Semantic Pattern Similarity—0
Visual Dialogue without Vision or DialogueCode0
Focal Visual-Text Attention for Memex Question AnsweringCode0
Dynamic Fusion with Intra- and Inter- Modality Attention Flow for Visual Question Answering—0
TextBugger: Generating Adversarial Text Against Real-world ApplicationsCode0
Learning What to Remember: Long-term Episodic Memory Networks for Learning from Streaming Data—0
Learning Representations of Sets through Optimized PermutationsCode0
Spatial Knowledge Distillation to aid Visual Reasoning—0
SDNet: Contextualized Attention-based Deep Network for Conversational Question AnsweringCode0
Improving Retrieval-Based Question Answering with Deep Inference ModelsCode0
Recursive Visual Attention in Visual DialogCode0
Multi-Task Learning with Multi-View Attention for Answer Selection and Knowledge Base Question AnsweringCode0
Evaluating Architectural Choices for Deep Learning Approaches for Question Answering over Knowledge Bases—0
Graph based Question Answering System—0
A Knowledge Graph Based Solution for Entity Discovery and Linking in Open-Domain Questions—0
Are you tough enough? Framework for Robustness Validation of Machine Comprehension SystemsCode0
Playing Text-Adventure Games with Graph-Based Deep Reinforcement LearningCode0
Multi-task Learning of Hierarchical Vision-Language Representation—0
How to Make a BLT Sandwich? Learning to Reason towards Understanding Web Instructional Videos—0
Towards an Automatic Text Comprehension for the Arabic Question-Answering: Semantic and Logical Representation of Texts—0
Dialog-to-Action: Conversational Question Answering Over a Large-Scale Knowledge BaseCode0
Learning to Specialize with Knowledge Distillation for Visual Question Answering—0
GLoMo: Unsupervised Learning of Transferable Relational Graphs—0
Chain of Reasoning for Visual Question Answering—0
QADiver: Interactive Framework for Diagnosing QA Models—0
TF-Ranking: Scalable TensorFlow Library for Learning-to-RankCode0
From Known to the Unknown: Transferring Knowledge to Answer Questions about Novel Visual and Semantic Concepts—0
Multi-granularity hierarchical attention fusion networks for reading comprehension and question answeringCode0
Visual Question Answering as Reading Comprehension—0
Counterfactual Learning from Human Proofreading Feedback for Semantic ParsingCode0
A Deep Cascade Model for Multi-Document Reading Comprehension—0
Embedding Uncertain Knowledge GraphsCode0
CLEAR: A Dataset for Compositional Language and Elementary Acoustic ReasoningCode0
Visual Entailment Task for Visually-Grounded Language Learning—0
HCqa: Hybrid and Complex Question Answering on Textual Corpus and Knowledge GraphCode0
A dataset of clinically generated visual questions and answers about radiology images—0
Explicit Bias Discovery in Visual Question Answering Models—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