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Multi-Task Learning

955 directly classified papers

Papers per year

Papers

Calvados at MEDIQA-Chat 2023: Improving Clinical Note Generation with Multi-Task Instruction Finetuning ACL 2023
HyperPELT: Unified Parameter-Efficient Language Model Tuning for Both Language and Vision-and-Language Tasks ACL 2023
KWJA: A Unified Japanese Analyzer Based on Foundation Models ACL 2023
Balancing the Effect of Training Dataset Distribution of Multiple Styles for Multi-Style Text Transfer ACL 2023
Lego-MT: Learning Detachable Models for Massively Multilingual Machine Translation ACL 2023
A Facial Expression-Aware Multimodal Multi-task Learning Framework for Emotion Recognition in Multi-party Conversations ACL 2023
Understanding and Bridging the Modality Gap for Speech Translation ACL 2023
Few-Shot Data-to-Text Generation via Unified Representation and Multi-Source Learning ACL 2023
Learning New Skills after Deployment: Improving open-domain internet-driven dialogue with human feedback ACL 2023
On the Compositional Generalization in Versatile Open-domain Dialogue ACL 2023
Distractor Generation based on Text2Text Language Models with Pseudo Kullback-Leibler Divergence Regulation ACL 2023
Multitask Multimodal Prompted Training for Interactive Embodied Task Completion EMNLP 2023
Score It All Together: A Multi-Task Learning Study on Automatic Scoring of Argumentative Essays ACL 2023
Contrastive Multi-Task Dense Prediction AAAI 2023
LibMTL: A Python Library for Deep Multi-Task Learning JMLR 2023
Tagging-Assisted Generation Model with Encoder and Decoder Supervision for Aspect Sentiment Triplet Extraction EMNLP 2023
Matching Is Not Enough: A Two-Stage Framework for Category-Agnostic Pose Estimation CVPR 2023
Text2Tree: Aligning Text Representation to the Label Tree Hierarchy for Imbalanced Medical Classification EMNLP 2023
Blind Image Quality Assessment via Vision-Language Correspondence: A Multitask Learning Perspective CVPR 2023
RexUIE: A Recursive Method with Explicit Schema Instructor for Universal Information Extraction EMNLP 2023
Boosting Natural Language Generation from Instructions with Meta-Learning EMNLP 2022
Helping the Weak Makes You Strong: Simple Multi-Task Learning Improves Non-Autoregressive Translators EMNLP 2022
PACIFIC: Towards Proactive Conversational Question Answering over Tabular and Textual Data in Finance EMNLP 2022
Improving Chinese Spelling Check by Character Pronunciation Prediction: The Effects of Adaptivity and Granularity EMNLP 2022
A Span-level Bidirectional Network for Aspect Sentiment Triplet Extraction EMNLP 2022