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 80018050 of 10817 papers

TitleStatusHype
Learning with Limited Data for Multilingual Reading Comprehension0
Incorporating Contextual and Syntactic Structures Improves Semantic Similarity Modeling0
IFlyLegal: A Chinese Legal System for Consultation, Law Searching, and Document Analysis0
Revisiting the Evaluation of Theory of Mind through Question Answering0
Question Answering Using Hierarchical Attention on Top of BERT Features0
Proceedings of the 2nd Workshop on Machine Reading for Question Answering0
Extractive NarrativeQA with Heuristic Pre-Training0
A Recurrent BERT-based Model for Question GenerationCode0
On Making Reading Comprehension More Comprehensive0
Evaluating Question Answering Evaluation0
TextGraphs 2019 Shared Task on Multi-Hop Inference for Explanation Regeneration0
CALOR-QUEST : generating a training corpus for Machine Reading Comprehension models from shallow semantic annotations0
Answering Naturally: Factoid to Full length Answer GenerationCode0
Team SVMrank: Leveraging Feature-rich Support Vector Machines for Ranking Explanations to Elementary Science Questions0
D-NET: A Pre-Training and Fine-Tuning Framework for Improving the Generalization of Machine Reading ComprehensionCode0
Bend but Don't Break? Multi-Challenge Stress Test for QA Models0
Samvaadhana: A Telugu Dialogue System in Hospital Domain0
Generalizing Question Answering System with Pre-trained Language Model Fine-tuning0
What Question Answering can Learn from Trivia Nerds0
Do Multi-hop Readers Dream of Reasoning Chains?Code0
A neural document language modeling framework for spoken document retrieval0
TAB-VCR: Tags and Attributes based Visual Commonsense Reasoning BaselinesCode0
Ensembling Strategies for Answering Natural Questions0
Let Me Know What to Ask: Interrogative-Word-Aware Question Generation0
Towards Generalizable Neuro-Symbolic Systems for Commonsense Question Answering0
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and ComprehensionCode1
A Heuristically Modified FP-Tree for Ontology Learning with Applications in Education0
Sentence Embeddings for Russian NLUCode0
Learning Rich Image Region Representation for Visual Question Answering0
Multi-Module System for Open Domain Chinese Question Answering over Knowledge Base0
A Survey on Knowledge Graph Embeddings with Literals: Which model links better Literal-ly?0
Thieves on Sesame Street! Model Extraction of BERT-based APIsCode0
QASC: A Dataset for Question Answering via Sentence CompositionCode0
A Survey on Recent Advances in Named Entity Recognition from Deep Learning modelsCode0
On the Cross-lingual Transferability of Monolingual RepresentationsCode0
SpeechBERT: An Audio-and-text Jointly Learned Language Model for End-to-end Spoken Question Answering0
Exploring the Limits of Transfer Learning with a Unified Text-to-Text TransformerCode2
A Novel Approach for Automatic Bengali Question Answering System using Semantic Similarity Analysis0
BanditRank: Learning to Rank Using Contextual Bandits0
KnowIT VQA: Answering Knowledge-Based Questions about Videos0
Relation Module for Non-answerable Prediction on Question Answering0
Capturing Greater Context for Question GenerationCode0
Question Answering over Knowledge Graphs via Structural Query Patterns0
Towards Combinational Relation Linking over Knowledge Graphs0
MRQA 2019 Shared Task: Evaluating Generalization in Reading ComprehensionCode0
Enforcing Reasoning in Visual Commonsense Reasoning0
Domain-agnostic Question-Answering with Adversarial TrainingCode0
Good, Better, Best: Textual Distractors Generation for Multiple-Choice Visual Question Answering via Reinforcement Learning0
Using Local Knowledge Graph Construction to Scale Seq2Seq Models to Multi-Document InputsCode0
Model Compression with Two-stage Multi-teacher Knowledge Distillation for Web Question Answering System0
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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