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Methodology
← Learning Types
Machine Learning
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Learning Types
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Multi-Task Learning
2117 directly classified papers
Papers per year
2006: 1
2007: 6
2008: 4
2009: 7
2010: 10
2011: 9
2012: 24
2013: 37
2014: 18
2015: 19
2016: 35
2017: 74
2018: 114
2019: 193
2020: 229
2021: 251
2022: 264
2023: 259
2024: 270
2025: 283
2026: 10
Papers
BioT5+: Towards Generalized Biological Understanding with IUPAC Integration and Multi-task Tuning
ACL 2024
Emergent specialization from participation dynamics and multi-learner retraining
AISTATS 2024
Beyond Text: Leveraging Multi-Task Learning and Cognitive Appraisal Theory for Post-Purchase Intention Analysis
ACL 2024
Automated Essay Scoring Using Grammatical Variety and Errors with Multi-Task Learning and Item Response Theory
NAACL 2024
How does Multi-Task Training Affect Transformer In-Context Capabilities? Investigations with Function Classes
NAACL 2024
Three Heads Are Better than One: Complementary Experts for Long-Tailed Semi-supervised Learning
AAAI 2024
Heterogeneity-Guided Client Sampling: Towards Fast and Efficient Non-IID Federated Learning
NIPS 2024
Democratizing Large Language Models via Personalized Parameter-Efficient Fine-tuning
EMNLP 2024
Automated Label Unification for Multi-Dataset Semantic Segmentation with GNNs
NIPS 2024
How Abilities in Large Language Models are Affected by Supervised Fine-tuning Data Composition
ACL 2024
Temporal Validity Change Prediction
ACL 2024
MindMerger: Efficiently Boosting LLM Reasoning in non-English Languages
NIPS 2024
HiFi-Gas: Hierarchical Federated Learning Incentive Mechanism Enhanced Gas Usage Estimation
AAAI 2024
AnaMeta: A Table Understanding Dataset of Field Metadata Knowledge Shared by Multi-dimensional Data Analysis Tasks
ACL 2023
Global and Local Hierarchy-aware Contrastive Framework for Implicit Discourse Relation Recognition
ACL 2023
StructSP: Efficient Fine-tuning of Task-Oriented Dialog System by Using Structure-aware Boosting and Grammar Constraints
ACL 2023
Contrastive Multi-Task Dense Prediction
AAAI 2023
One Embedder, Any Task: Instruction-Finetuned Text Embeddings
ACL 2023
Task-aware Retrieval with Instructions
ACL 2023
Zemi: Learning Zero-Shot Semi-Parametric Language Models from Multiple Tasks
ACL 2023
Understanding Differential Search Index for Text Retrieval
ACL 2023
CoAD: Automatic Diagnosis through Symptom and Disease Collaborative Generation
ACL 2023
Exploring Self-Distillation Based Relational Reasoning Training for Document-Level Relation Extraction
AAAI 2023
Peeking inside the black box: A Commonsense-aware Generative Framework for Explainable Complaint Detection
ACL 2023
Allophant: Cross-lingual Phoneme Recognition with Articulatory Attributes
INTERSPEECH 2023
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