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 8876–8900 of 10817 papers

TitleStatusHype
Multimodal Neural Machine Translation for Low-resource Language Pairs using Synthetic Data—0
A Framework for Developing and Evaluating Word Embeddings of Drug-named Entity—0
Keyphrases Extraction from User-Generated Contents in Healthcare Domain Using Long Short-Term Memory Networks—0
Natural Language Inference with Definition Embedding Considering Context On the Fly—0
A Multi-Stage Memory Augmented Neural Network for Machine Reading Comprehension—0
BioAMA: Towards an End to End BioMedical Question Answering System—0
Proceedings of the Workshop on Machine Reading for Question Answering—0
Phrase2VecGLM: Neural generalized language model--based semantic tagging for complex query reformulation in medical IR—0
A Simple End-to-End Question Answering Model for Product Information—0
Affordances in Grounded Language Learning—0
Neural Models for Key Phrase Extraction and Question Generation—0
A Hybrid Learning Scheme for Chinese Word Embedding—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
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
Semantically Equivalent Adversarial Rules for Debugging NLP modelsCode0
The price of debiasing automatic metrics in natural language evalaution—0
To Attend or not to Attend: A Case Study on Syntactic Structures for Semantic RelatednessCode0
Trick Me If You Can: Adversarial Writing of Trivia Challenge Questions—0
Syntax for Semantic Role Labeling, To Be, Or Not To BeCode0
Visual Attention Model for Name Tagging in Multimodal Social Media—0
Modeling discourse cohesion for discourse parsing via memory network—0
DeepPavlov: Open-Source Library for Dialogue Systems—0
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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