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 95519600 of 10817 papers

TitleStatusHype
Exploring Question Understanding and Adaptation in Neural-Network-Based Question Answering0
Making Neural QA as Simple as Possible but not SimplerCode1
Tree Memory Networks for Modelling Long-term Temporal Dependencies0
Ask Me Even More: Dynamic Memory Tensor Networks (Extended Model)Code0
End-to-End Prediction of Buffer Overruns from Raw Source Code via Neural Memory NetworksCode0
Towards Monetary Incentives in Social Q&A Services0
Structural Embedding of Syntactic Trees for Machine Comprehension0
Task-driven Visual Saliency and Attention-based Visual Question Answering0
Neural Multi-Step Reasoning for Question Answering on Semi-Structured TablesCode0
Survey of reasoning using Neural networks0
Multitask Learning with Deep Neural Networks for Community Question Answering0
Universal Semantic ParsingCode0
Iterative Multi-document Neural Attention for Multiple Answer Prediction0
Automatic Rule Extraction from Long Short Term Memory Networks0
Semi-Supervised QA with Generative Domain-Adaptive Nets0
Question Answering through Transfer Learning from Large Fine-grained Supervision DataCode0
Structured Attention Networks0
Community Question Answering Platforms vs. Twitter for Predicting Characteristics of Urban Neighbourhoods0
Question Analysis for Arabic Question Answering Systems0
Action Languages and Question Answering0
Dual Embeddings and Metrics for Relational Similarity0
Representation Learning for Answer Selection with LSTM-Based Importance WeightingCode0
Handling Multiword Expressions in Causality Estimation0
Syntactic Semantic Correspondence in Dependency Grammar0
Vision and Language Integration: Moving beyond Objects0
The representation and extraction of qunatitative information0
Skip-Prop: Representing Sentences with One Vector Per Proposition0
Parsing with Traces: An O(n4) Algorithm and a Structural Representation0
Domain-Targeted, High Precision Knowledge Extraction0
A Context-aware Attention Network for Interactive Question Answering0
A deep learning approach for predicting the quality of online health expert question-answering services0
CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual ReasoningCode1
The VQA-Machine: Learning How to Use Existing Vision Algorithms to Answer New Questions0
Mining Compatible/Incompatible Entities from Question and Answering via Yes/No Answer Classification using Distant Label Expansion0
Attentive Explanations: Justifying Decisions and Pointing to the Evidence0
Multi-Perspective Context Matching for Machine ComprehensionCode0
VIBIKNet: Visual Bidirectional Kernelized Network for Visual Question AnsweringCode0
Reading Comprehension using Entity-based Memory Network0
Tracking the World State with Recurrent Entity NetworksCode2
Knowledge Completion for Generics using Guided Tensor Factorization0
MarioQA: Answering Questions by Watching Gameplay Videos0
Probabilistic Neural Programs0
N-ary Biographical Relation Extraction using Shortest Path Dependencies0
Dialog-based Language Learning0
Visual Question Answering with Question Representation Update (QRU)0
Natural Language Processing for Intelligent Access to Scientific Information0
NL2KB: Resolving Vocabulary Gap between Natural Language and Knowledge Base in Knowledge Base Construction and Retrieval0
Different Contexts Lead to Different Word Embeddings0
Hybrid Question Answering over Knowledge Base and Free Text0
Distributional Hypernym Generation by Jointly Learning Clusters and Projections0
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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