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Multi-Task Learning

2117 directly classified papers

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Papers

LoRA Soups: Merging LoRAs for Practical Skill Composition Tasks COLING 2025
Multi-Scale Graph Learning for Anti-Sparse Downscaling AAAI 2025
Unified Automated Essay Scoring and Grammatical Error Correction NAACL 2025
SzegedAI at GenAI Detection Task 1: Beyond Binary - Soft-Voting Multi-Class Classification for Binary Machine-Generated Text Detection Across Diverse Language Models COLING 2025
Neighborhood-Aware Negative Sampling for Student Knowledge and Behavior Modeling AAAI 2025
GLiNER2: Schema-Driven Multi-Task Learning for Structured Information Extraction EMNLP 2025
AICOE at PerAnsSumm 2025: An Ensemble of Large Language Models for Perspective-Aware Healthcare Answer Summarization NAACL 2025
Text Generation Models for Luxembourgish with Limited Data: A Balanced Multilingual Strategy COLING 2025
EXCGEC: A Benchmark for Edit-Wise Explainable Chinese Grammatical Error Correction AAAI 2025
MALoRA: Mixture of Asymmetric Low-Rank Adaptation for Enhanced Multi-Task Learning NAACL 2025
Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models NAACL 2025
Preserving Zero-shot Capability in Supervised Fine-tuning for Multi-label Text Classification NAACL 2025
Position Really Matters: Towards a Holistic Approach for Prompt Tuning NAACL 2025
MoDE: Effective Multi-task Parameter Efficient Fine-Tuning with a Mixture of Dyadic Experts NAACL 2025
Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning ICCV 2025
Beyond the Mode: Sequence-Level Distillation of Multilingual Translation Models for Low-Resource Language Pairs NAACL 2025
ARISE: Iterative Rule Induction and Synthetic Data Generation for Text Classification NAACL 2025
Fin-DBQA Shared-task: Database Querying and Reasoning COLING 2025
Multiple Purchase Chains with Negative Transfer Elimination for Multi-Behavior Recommendation AAAI 2025
Exploring Multimodal Relation Extraction of Hierarchical Tabular Data with Multi-task Learning ACL 2025
Adaptive Multi-Faceted Service Capabilities Co-Prediction for Nationwide Terminal Stations in Logistics AAAI 2025
Mixture of Ordered Scoring Experts for Cross-prompt Essay Trait Scoring ACL 2025
Guiding Vision-Language Model Selection for Visual Question-Answering Across Tasks, Domains, and Knowledge Types COLING 2025
Impartial Multi-task Representation Learning via Variance-invariant Probabilistic Decoding ACL 2025
Feature Decomposition-Augmentation Network for Multimodal Sentiment Analysis IJCNLP 2025