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 995110000 of 10817 papers

TitleStatusHype
Sentence Similarity Learning by Lexical Decomposition and CompositionCode0
Contextual LSTM (CLSTM) models for Large scale NLP tasks0
A Comprehensive Comparative Study of Word and Sentence Similarity Measures0
Question Answering on Linked Data: Challenges and Future Directions0
Attention-Based Convolutional Neural Network for Machine Comprehension0
Science Question Answering using Instructional Materials0
TabMCQ: A Dataset of General Knowledge Tables and Multiple-choice Questions0
Attentive Pooling NetworksCode0
End-to-End Goal-Driven Web NavigationCode0
Paraphrase Generation from Latent-Variable PCFGs for Semantic Parsing0
Basic Reasoning with Tensor Product Representations0
Learning to Compose Neural Networks for Question AnsweringCode0
A picture is worth a thousand words: Using OpenClipArt library for enriching IndoWordNet0
Arabic WordNet: New Content and New Applications0
Improving Question Classification by Feature Extraction and Selection0
Discrete-State Variational Autoencoders for Joint Discovery and Factorization of RelationsCode0
Generating Training Data for Semantic Role Labeling based on Label Transfer from Linked Lexical Resources0
Learning to Make Inferences in a Semantic Parsing Task0
A Bayesian Model of Diachronic Meaning Change0
A Joint Model for Answer Sentence Ranking and Answer Extraction0
Transforming Dependency Structures to Logical Forms for Semantic ParsingCode0
Utilizing Temporal Information for Taxonomy Construction0
Backward and Forward Language Modeling for Constrained Sentence Generation0
A Method of Passage-Based Document Retrieval in Question Answering System0
Semi-supervised Question Retrieval with Gated ConvolutionsCode0
Neural Self Talk: Image Understanding via Continuous Questioning and Answering0
MovieQA: Understanding Stories in Movies through Question-AnsweringCode0
A Restricted Visual Turing Test for Deep Scene and Event Understanding0
Neural Generative Question AnsweringCode0
Let Sense Bags Do Talking: Cross Lingual Word Semantic Similarity for English and Hindi0
Dialogue Act Recognition for Text-based Sinhala0
Dependency Extraction for Knowledge-based Domain Classification0
A temporal expression recognition system for medical documents by0
Visual Madlibs: Fill in the Blank Description Generation and Question Answering0
Are You Talking to a Machine? Dataset and Methods for Multilingual Image Question0
A Deep Architecture for Semantic Matching with Multiple Positional Sentence RepresentationsCode0
Where To Look: Focus Regions for Visual Question Answering0
Ask Me Anything: Free-form Visual Question Answering Based on Knowledge from External Sources0
Adding Gradient Noise Improves Learning for Very Deep NetworksCode0
Dynamic Adaptive Network Intelligence0
Skip-Thought Memory Networks0
Reasoning in Vector Space: An Exploratory Study of Question Answering0
Neural Variational Inference for Text ProcessingCode0
Compositional Memory for Visual Question Answering0
Image Question Answering using Convolutional Neural Network with Dynamic Parameter PredictionCode0
ABC-CNN: An Attention Based Convolutional Neural Network for Visual Question Answering0
Ask, Attend and Answer: Exploring Question-Guided Spatial Attention for Visual Question AnsweringCode0
Yin and Yang: Balancing and Answering Binary Visual Questions0
Neural Programmer: Inducing Latent Programs with Gradient Descent0
Uncovering Temporal Context for Video Question and Answering0
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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