Multi-Task Learning

Evolutionary Classifier Chain for Multi-Dimensional Classification AAAI 2025 Evolving Chinese Spelling Correction with Corrector-Verifier Collaboration EMNLP 2025 EXCGEC: A Benchmark for Edit-Wise Explainable Chinese Grammatical Error Correction AAAI 2025 Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging ACL 2025 Exploring Multimodal Relation Extraction of Hierarchical Tabular Data with Multi-task Learning ACL 2025 Exploring the Application of 7B LLMs for Named Entity Recognition in Chinese Ancient Texts NAACL 2025 Facilitating Cognitive Accessibility with LLMs: A Multi-Task Approach to Easy-to-Read Text Generation EMNLP 2025 FCKT: Fine-Grained Cross-Task Knowledge Transfer with Semantic Contrastive Learning for Targeted Sentiment Analysis IJCAI 2025 Feature Decomposition-Augmentation Network for Multimodal Sentiment Analysis IJCNLP 2025 Few-Shot Incremental Learning via Foreground Aggregation and Knowledge Transfer for Audio-Visual Semantic Segmentation AAAI 2025 Fin-DBQA Shared-task: Database Querying and Reasoning COLING 2025 Fine-Tuning Language Models with Collaborative and Semantic Experts AAAI 2025 Fine-Tuning Large Language Models with Sequential Instructions NAACL 2025 From Holistic to Localized: Local Enhanced Adapters for Efficient Visual Instruction Fine-Tuning ICCV 2025 From In-Distribution to Out-of-Distribution: Joint Loss for Improving Generalization in Software Mention and Relation Extraction ACL 2025 Fuse Before Transfer: Knowledge Fusion for Heterogeneous Distillation ICCV 2025 FW-Merging: Scaling Model Merging with Frank-Wolfe Optimization ICCV 2025 GEMS: Generation-Based Event Argument Extraction via Multi-perspective Prompts and Ontology Steering ACL 2025 Glider: Global and Local Instruction-Driven Expert Router EMNLP 2025 GLiNER2: Schema-Driven Multi-Task Learning for Structured Information Extraction EMNLP 2025 GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning ICLR 2025 Guiding Vision-Language Model Selection for Visual Question-Answering Across Tasks, Domains, and Knowledge Types COLING 2025 HAMoBE: Hierarchical and Adaptive Mixture of Biometric Experts for Video-based Person ReID ICCV 2025 Handling Spatial-Temporal Data Heterogeneity for Federated Continual Learning via Tail Anchor CVPR 2025 HeMeNet: Heterogeneous Multichannel Equivariant Network for Protein Multi-task Learning AAAI 2025