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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 8851–8900 of 10817 papers

TitleStatusHype
Fine-grained Structure-based News Genre Categorization—0
Knowledge Representation and Extraction at Scale—0
Paraphrastic Variance between European and Brazilian Portuguese—0
Interpretable Visual Question Answering by Visual Grounding from Attention Supervision Mining—0
Learning Visual Question Answering by Bootstrapping Hard AttentionCode0
Modeling Task Effects in Human Reading with Neural Network-based Attention—0
UH-PRHLT at SemEval-2016 Task 3: Combining Lexical and Semantic-based Features for Community Question Answering—0
Explainable Neural Computation via Stack Neural Module NetworksCode1
Question Relevance in Visual Question Answering—0
Question-Aware Sentence Gating Networks for Question and Answering—0
Using link and content over time for embedding generation in Dynamic Attributed NetworksCode0
Pangloss: Fast Entity Linking in Noisy Text Environments—0
Convolutional Neural Networks for Aerial Multi-Label Pedestrian Detection—0
A Survey on Expert Recommendation in Community Question Answering—0
Latent Alignment and Variational AttentionCode0
NMT-Keras: a Very Flexible Toolkit with a Focus on Interactive NMT and Online Learning—0
Robust and Scalable Differentiable Neural Computer for Question AnsweringCode0
The price of debiasing automatic metrics in natural language evaluationCode0
Natural Language Processing for Information ExtractionCode0
Sanity Check: A Strong Alignment and Information Retrieval Baseline for Question Answering—0
Role play-based question-answering by real users for building chatbots with consistent personalities—0
Introduction method for argumentative dialogue using paired question-answering interchange about personality—0
Fine-Grained Discourse Structures in Continuation Semantics—0
Phrase2VecGLM: Neural generalized language model--based semantic tagging for complex query reformulation in medical IR—0
Neural Models for Key Phrase Extraction and Question Generation—0
RECIPE: Applying Open Domain Question Answering to Privacy Policies—0
Code-Mixed Question Answering Challenge: Crowd-sourcing Data and Techniques—0
Multimodal Neural Machine Translation for Low-resource Language Pairs using Synthetic Data—0
BioAMA: Towards an End to End BioMedical Question Answering System—0
Affordances in Grounded Language Learning—0
A Simple End-to-End Question Answering Model for Product Information—0
Proceedings of the Workshop on Machine Reading for Question Answering—0
Keyphrases Extraction from User-Generated Contents in Healthcare Domain Using Long Short-Term Memory Networks—0
A Framework for Developing and Evaluating Word Embeddings of Drug-named Entity—0
Natural Language Inference with Definition Embedding Considering Context On the Fly—0
A Hybrid Learning Scheme for Chinese Word Embedding—0
A Multi-Stage Memory Augmented Neural Network for Machine Reading Comprehension—0
Tackling Adversarial Examples in QA via Answer Sentence Selection—0
Tackling Code-Switched NER: Participation of CMU—0
Transliteration Better than Translation? Answering Code-mixed Questions over a Knowledge Base—0
The First Multilingual Surface Realisation Shared Task (SR’18): Overview and Evaluation Results—0
Systematic Error Analysis of the Stanford Question Answering Dataset—0
The price of debiasing automatic metrics in natural language evalaution—0
Visual Attention Model for Name Tagging in Multimodal Social Media—0
Semantically Equivalent Adversarial Rules for Debugging NLP modelsCode0
To Attend or not to Attend: A Case Study on Syntactic Structures for Semantic RelatednessCode0
Syntax for Semantic Role Labeling, To Be, Or Not To BeCode0
Trick Me If You Can: Adversarial Writing of Trivia Challenge Questions—0
Automatic Question Generation using Relative Pronouns and Adverbs—0
Question Condensing Networks for Answer Selection in Community Question AnsweringCode0
Show:102550
← PrevPage 178 of 217Next →
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