SOTAVerified

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 2776–2800 of 3687 papers

TitleStatusHype
Select, Answer and Explain: Interpretable Multi-hop Reading Comprehension over Multiple DocumentsCode0
TUPA at MRP 2019: A Multi-Task Baseline System—0
Keeping Consistency of Sentence Generation and Document Classification with Multi-Task Learning—0
Multi-Task, Multi-Channel, Multi-Input Learning for Mental Illness Detection using Social Media Text—0
Generalizing Question Answering System with Pre-trained Language Model Fine-tuning—0
CLER: Cross-task Learning with Expert Representation to Generalize Reading and Understanding—0
DeepGeneMD: A Joint Deep Learning Model for Extracting Gene Mutation-Disease Knowledge from PubMed Literature—0
Deconstructing Supertagging into Multi-Task Sequence Prediction—0
Trigger Word Detection and Thematic Role Identification via BERT and Multitask Learning—0
D-NET: A Pre-Training and Fine-Tuning Framework for Improving the Generalization of Machine Reading ComprehensionCode0
A Multi-Task Learning Framework for Extracting Bacteria Biotope Information—0
Bag-of-Words Transfer: Non-Contextual Techniques for Multi-Task Learning—0
Syntax-aware Multi-task Graph Convolutional Networks for Biomedical Relation Extraction—0
Neural Multi-Task Learning for Stance Prediction—0
Reevaluating Argument Component Extraction in Low Resource Settings—0
DiaNet: BERT and Hierarchical Attention Multi-Task Learning of Fine-Grained Dialect—0
LIMIT-BERT : Linguistic Informed Multi-Task BERT—0
When MAML Can Adapt Fast and How to Assist When It Cannot—0
Comprehensive Video Understanding: Video summarization with content-based video recommender design—0
Region-based Convolution Neural Network Approach for Accurate Segmentation of Pelvic Radiograph—0
Dr.VOT : Measuring Positive and Negative Voice Onset Time in the WildCode0
Human Keypoint Detection by Progressive Context RefinementCode0
Weakly Supervised Multi-Task Learning for Cell Detection and Segmentation—0
FineText: Text Classification via Attention-based Language Model Fine-tuning—0
Stem-driven Language Models for Morphologically Rich Languages—0
Show:102550
← PrevPage 112 of 148Next →
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