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 9551–9600 of 10817 papers

TitleStatusHype
If No Media Were Allowed inside the Venue, Was Anybody Allowed?—0
ICE: Idiom and Collocation Extractor for Research and Education—0
Generating Natural Language Question-Answer Pairs from a Knowledge Graph Using a RNN Based Question Generation Model—0
Word Similarity Datasets for Indian Languages: Annotation and Baseline Systems—0
Which is the Effective Way for Gaokao: Information Retrieval or Neural Networks?Code0
Universal Dependencies for Arabic—0
An Analysis of Visual Question Answering Algorithms—0
Question Answering from Unstructured Text by Retrieval and Comprehension—0
Recurrent and Contextual Models for Visual Question Answering—0
Multimodal Compact Bilinear Pooling for Multimodal Neural Machine Translation—0
VQABQ: Visual Question Answering by Basic Questions—0
Temporal Information Extraction for Question Answering Using Syntactic Dependencies in an LSTM-based Architecture—0
Legal Question Answering using Ranking SVM and Deep Convolutional Neural Network—0
Exploring Question Understanding and Adaptation in Neural-Network-Based Question Answering—0
Tree Memory Networks for Modelling Long-term Temporal Dependencies—0
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 Services—0
Structural Embedding of Syntactic Trees for Machine Comprehension—0
Task-driven Visual Saliency and Attention-based Visual Question Answering—0
Neural Multi-Step Reasoning for Question Answering on Semi-Structured TablesCode0
Survey of reasoning using Neural networks—0
Multitask Learning with Deep Neural Networks for Community Question Answering—0
Universal Semantic ParsingCode0
Automatic Rule Extraction from Long Short Term Memory Networks—0
Iterative Multi-document Neural Attention for Multiple Answer Prediction—0
Question Answering through Transfer Learning from Large Fine-grained Supervision DataCode0
Semi-Supervised QA with Generative Domain-Adaptive Nets—0
Structured Attention Networks—0
Community Question Answering Platforms vs. Twitter for Predicting Characteristics of Urban Neighbourhoods—0
Question Analysis for Arabic Question Answering Systems—0
Representation Learning for Answer Selection with LSTM-Based Importance WeightingCode0
Domain-Targeted, High Precision Knowledge Extraction—0
Handling Multiword Expressions in Causality Estimation—0
Parsing with Traces: An O(n4) Algorithm and a Structural Representation—0
Action Languages and Question Answering—0
Dual Embeddings and Metrics for Relational Similarity—0
Skip-Prop: Representing Sentences with One Vector Per Proposition—0
Syntactic Semantic Correspondence in Dependency Grammar—0
Vision and Language Integration: Moving beyond Objects—0
The representation and extraction of qunatitative information—0
A Context-aware Attention Network for Interactive Question Answering—0
A deep learning approach for predicting the quality of online health expert question-answering services—0
The VQA-Machine: Learning How to Use Existing Vision Algorithms to Answer New Questions—0
Attentive Explanations: Justifying Decisions and Pointing to the Evidence—0
Mining Compatible/Incompatible Entities from Question and Answering via Yes/No Answer Classification using Distant Label Expansion—0
Multi-Perspective Context Matching for Machine ComprehensionCode0
Reading Comprehension using Entity-based Memory Network—0
Knowledge Completion for Generics using Guided Tensor Factorization—0
VIBIKNet: Visual Bidirectional Kernelized Network for Visual Question AnsweringCode0
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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