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Multi-Task Learning

2,582 papers

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Papers

Less, but Better: Efficient Multilingual Expansion for LLMs via Layer-wise Mixture-of-Experts ACL 2025
Mixture of Ordered Scoring Experts for Cross-prompt Essay Trait Scoring ACL 2025
Impartial Multi-task Representation Learning via Variance-invariant Probabilistic Decoding ACL 2025
AutoMixAlign: Adaptive Data Mixing for Multi-Task Preference Optimization in LLMs ACL 2025
PerSphere: A Comprehensive Framework for Multi-Faceted Perspective Retrieval and Summarization ACL 2025
Typology-Guided Adaptation in Multilingual Models ACL 2025
Not All Terms Matter: Recall-Oriented Adaptive Learning for PLM-aided Query Expansion in Open-Domain Question Answering ACL 2025
ProMALex: Progressive Modular Adapters for Multi-Jurisdictional Legal Language Modeling ACL 2025
Exploring Multimodal Relation Extraction of Hierarchical Tabular Data with Multi-task Learning ACL 2025
Bone Soups: A Seek-and-Soup Model Merging Approach for Controllable Multi-Objective Generation ACL 2025
Just a Scratch: Enhancing LLM Capabilities for Self-harm Detection through Intent Differentiation and Emoji Interpretation ACL 2025
Parameter-Aware Contrastive Knowledge Editing: Tracing and Rectifying based on Critical Transmission Paths ACL 2025
Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement ACL 2025
TaxoAdapt: Aligning LLM-Based Multidimensional Taxonomy Construction to Evolving Research Corpora ACL 2025
Principled Content Selection to Generate Diverse and Personalized Multi-Document Summaries ACL 2025
Enhancing NER by Harnessing Multiple Datasets with Conditional Variational Autoencoders ACL 2025
NeKo: Cross-Modality Post-Recognition Error Correction with Tasks-Guided Mixture-of-Experts Language Model ACL 2025
To Chat or Task: a Multi-turn Dialogue Generation Framework for Task-Oriented Dialogue Systems ACL 2025
MoRE: A Mixture of Low-Rank Experts for Adaptive Multi-Task Learning ACL 2025
A Unified Taxonomy-Guided Instruction Tuning Framework for Entity Set Expansion and Taxonomy Expansion ACL 2025
HyperCRS: Hypergraph-Aware Multi-Grained Preference Learning to Burst Filter Bubbles in Conversational Recommendation System ACL 2025
Lemmatisation & Morphological Analysis of Unedited Greek: Do Simple Tasks Need Complex Solutions? ACL 2025
Multi-Hop Question Generation via Dual-Perspective Keyword Guidance ACL 2025
Self-Improvement Towards Pareto Optimality: Mitigating Preference Conflicts in Multi-Objective Alignment ACL 2025
Spatial Coordinates as a Cell Language: A Multi-Sentence Framework for Imaging Mass Cytometry Analysis ACL 2025