Multi-Task Learning

LaMP-Val: Large Language Models Empower Personalized Valuation in Auction EMNLP 2025 LaTexBlend: Scaling Multi-concept Customized Generation with Latent Textual Blending CVPR 2025 Learning from Similar Linear Representations: Adaptivity, Minimaxity, and Robustness JMLR 2025 Learning Streaming Video Representation via Multitask Training ICCV 2025 Learn Multi-task Anchor: Joint View Imputation and Label Generation for Incomplete Multi-view Clustering IJCAI 2025 Learn Together: Joint Multitask Finetuning of Pretrained KG-enhanced LLM for Downstream Tasks COLING 2025 Lemmatisation & Morphological Analysis of Unedited Greek: Do Simple Tasks Need Complex Solutions? ACL 2025 Less, but Better: Efficient Multilingual Expansion for LLMs via Layer-wise Mixture-of-Experts ACL 2025 Less is More: Efficient Model Merging with Binary Task Switch CVPR 2025 Let Modalities Teach Each Other: Modal-Collaborative Knowledge Extraction and Fusion for Multimodal Knowledge Graph Completion NAACL 2025 Leveraging LLM for Stuttering Speech: A Unified Architecture Bridging Recognition and Event Detection Interspeech 2025 Leveraging the Dual Capabilities of LLM: LLM-Enhanced Text Mapping Model for Personality Detection AAAI 2025 Leveraging What’s Overfixed: Post-Correction via LLM Grammatical Error Overcorrection EMNLP 2025 LLM-Based Dialogue Labeling for Multiturn Adaptive RAG EMNLP 2025 LLM-Friendly Knowledge Representation for Customer Support COLING 2025 LLM’s Weakness in NER Doesn’t Stop It from Enhancing a Stronger SLM NAACL 2025 LoCt-Instruct: An Automatic Pipeline for Constructing Datasets of Logical Continuous Instructions EMNLP 2025 Long-Tail Crisis in Nearest Neighbor Language Models NAACL 2025 LoRACoE: Improving Large Language Model via Composition-based LoRA Expert EMNLP 2025 LoRA Soups: Merging LoRAs for Practical Skill Composition Tasks COLING 2025 LVFace: Progressive Cluster Optimization for Large Vision Models in Face Recognition ICCV 2025 M2EIT: Multi-Domain Mixture of Experts for Robust Neural Inertial Tracking ICCV 2025 M3Net: Multimodal Multi-task Learning for 3D Detection, Segmentation, and Occupancy Prediction in Autonomous Driving AAAI 2025 MALoRA: Mixture of Asymmetric Low-Rank Adaptation for Enhanced Multi-Task Learning NAACL 2025 Manual-PA: Learning 3D Part Assembly from Instruction Diagrams ICCV 2025