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 9551–9575 of 10817 papers

TitleStatusHype
On the Need of Cross Validation for Discourse Relation Classification—0
Discriminating between Similar Languages with Word-level Convolutional Neural Networks—0
Effective shared representations with Multitask Learning for Community Question Answering—0
Universal Dependencies for Arabic—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
An Analysis of Visual Question Answering Algorithms—0
Question Answering from Unstructured Text by Retrieval and Comprehension—0
Multimodal Compact Bilinear Pooling for Multimodal Neural Machine Translation—0
Recurrent and Contextual Models for Visual Question Answering—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
Show:102550
← PrevPage 383 of 433Next →
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