Multi-Task Learning

TeamLoRA: Boosting Low-Rank Adaptation with Expert Collaboration and Competition ACL 2025 Team QUST at SemEval-2025 Task 10: Evaluating Large Language Models in Multiclass Multi-label Classification of News Entity Framing SemEval 2025 Text Generation Models for Luxembourgish with Limited Data: A Balanced Multilingual Strategy COLING 2025 Theory-Inspired Deep Multi-View Multi-Label Learning with Incomplete Views and Noisy Labels CVPR 2025 TimberVision: A Multi-Task Dataset and Framework for Log-Component Segmentation and Tracking in Autonomous Forestry Operations WACV 2025 Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement ACL 2025 To Chat or Task: a Multi-turn Dialogue Generation Framework for Task-Oriented Dialogue Systems ACL 2025 To See a World in a Spark of Neuron: Disentangling Multi-Task Interference for Training-Free Model Merging EMNLP 2025 Towards Attribution of Generators and Emotional Manipulation in Cross-Lingual Synthetic Speech using Geometric Learning IJCNLP 2025 Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models NAACL 2025 Towards Consistent Multi-Task Learning: Unlocking the Potential of Task-Specific Parameters CVPR 2025 Towards Performance Consistency in Multi-Level Model Collaboration ICCV 2025 Tracking Universal Features Through Fine-Tuning and Model Merging NAACL 2025 Training a Utility-based Retriever Through Shared Context Attribution for Retrieval-Augmented Language Models EMNLP 2025 Trucidator: Document-level Event Factuality Identification via Hallucination Enhancement and Cross-Document Inference COLING 2025 TurboTrain: Towards Efficient and Balanced Multi-Task Learning for Multi-Agent Perception and Prediction ICCV 2025 Two Intermediate Translations Are Better Than One: Fine-tuning LLMs for Document-level Translation Refinement ACL 2025 Typology-Guided Adaptation in Multilingual Models ACL 2025 UCTG: A Unified Controllable Text Generation Framework for Query Auto-Completion COLING 2025 Understanding Multi-Task Activities from Single-Task Videos CVPR 2025 Unified Automated Essay Scoring and Grammatical Error Correction NAACL 2025 UniSTD: Towards Unified Spatio-Temporal Learning across Diverse Disciplines CVPR 2025 UniVG: A Generalist Diffusion Model for Unified Image Generation and Editing ICCV 2025 URWKV: Unified RWKV Model with Multi-state Perspective for Low-light Image Restoration CVPR 2025 VA-MoE: Variables-Adaptive Mixture of Experts for Incremental Weather Forecasting ICCV 2025