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Multi-Task Learning

Multi-task learning aims to learn multiple different tasks simultaneously while maximizing performance on one or all of the tasks.

( Image credit: Cross-stitch Networks for Multi-task Learning )

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2276–2300 of 3687 papers

TitleStatusHype
A Large-Scale Corpus of E-mail Conversations with Standard and Two-Level Dialogue Act Annotations—0
Multi-Task Learning for Knowledge Graph Completion with Pre-trained Language ModelsCode1
TableGPT: Few-shot Table-to-Text Generation with Table Structure Reconstruction and Content MatchingCode1
NUT-RC: Noisy User-generated Text-oriented Reading ComprehensionCode0
Modeling Local Contexts for Joint Dialogue Act Recognition and Sentiment Classification with Bi-channel Dynamic Convolutions—0
Joint Entity and Relation Extraction for Legal Documents with Legal Feature Enhancement—0
Syntactic Graph Convolutional Network for Spoken Language Understanding—0
Automatic Charge Identification from Facts: A Few Sentence-Level Charge Annotations is All You NeedCode1
Transformer-based Approach for Predicting Chemical Compound Structures—0
English-to-Chinese Transliteration with Phonetic Auxiliary Task—0
Multi-task Learning for Automated Essay Scoring with Sentiment Analysis—0
Named Entity Recognition in Multi-level Contexts—0
All-in-One: A Deep Attentive Multi-task Learning Framework for Humour, Sarcasm, Offensive, Motivation, and Sentiment on Memes—0
Kungfupanda at SemEval-2020 Task 12: BERT-Based Multi-TaskLearning for Offensive Language DetectionCode1
LT3 at SemEval-2020 Task 8: Multi-Modal Multi-Task Learning for Memotion Analysis—0
CLaC at SemEval-2020 Task 5: Muli-task Stacked Bi-LSTMs—0
Warren at SemEval-2020 Task 4: ALBERT and Multi-Task Learning for Commonsense Validation—0
Gorynych Transformer at SemEval-2020 Task 6: Multi-task Learning for Definition Extraction—0
NTU\_NLP at SemEval-2020 Task 12: Identifying Offensive Tweets Using Hierarchical Multi-Task Learning Approach—0
A convex optimization formulation for multivariate regression—0
Towards Robust Partially Supervised Multi-Structure Medical Image Segmentation on Small-Scale Data—0
A Recurrent Vision-and-Language BERT for NavigationCode1
Distribution Conditional Denoising: A Flexible Discriminative Image Denoiser—0
Latent Group Structured Multi-task Learning—0
Multi-task Language Modeling for Improving Speech Recognition of Rare Words—0
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All datasetsQM9Cityscapes testNYUv2OMNIGLOTCelebAUTKFacewireframe dataset

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PCGrad∆m%125.7—Unverified
2CAGrad∆m%112.8—Unverified
3IMTL-G∆m%77.2—Unverified
4Nash-MTL∆m%62—Unverified
5BayesAgg-MTL∆m%53.7—Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLmIoU76.41—Unverified
2Nash-MTLmIoU75.41—Unverified
3MultiObjectiveOptimizationmIoU66.63—Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLMean IoU58.14—Unverified
2Nash-MTLMean IoU40.13—Unverified
#ModelMetricClaimedVerifiedStatus
1Gumbel-Matrix RoutingAverage Accuracy93.52—Unverified
2Mixture-of-ExpertsAverage Accuracy92.19—Unverified
#ModelMetricClaimedVerifiedStatus
1MGDA-UBError8.25—Unverified
#ModelMetricClaimedVerifiedStatus
1BayesAgg-MTLdelta_m-2.23—Unverified
#ModelMetricClaimedVerifiedStatus
1LETRFH83.3—Unverified