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hierarchical text classification

49 papers

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Also known as

MLHTC HTC

Co-occurring keywords

label hierarchy (36) multi-label classification (1004) contrastive learning (3979) hierarchical classification (240) representation learning (6174) large language model (12755) multi-task learning (2556) zero-shot learning (3637) label embedding (63) pre-trained language model (1514)

Papers

Hierarchical Text Classification with LLM-Refined Taxonomies EACL 2026
Ensembling Prompting Strategies for Zero-Shot Hierarchical Text Classification with Large Language Models EMNLP 2025
cocoa at SemEval-2025 Task 10: Prompting vs. Fine-Tuning: A Multilevel Approach to Propaganda Classification ACL 2025
HYDRA: A Multi-Head Encoder-only Architecture for Hierarchical Text Classification EMNLP 2025
HierPrompt: Zero-Shot Hierarchical Text Classification with LLM-Enhanced Prototypes EMNLP 2025
A Novel Negative Sample Generation Method for Contrastive Learning in Hierarchical Text Classification COLING 2025
HyILR: Hyperbolic Instance-Specific Local Relationships for Hierarchical Text Classification ACL 2025
Team INSAntive at SemEval-2025 Task 10: Hierarchical Text Classification using BERT SEMEVAL 2025
Team INSAntive at SemEval-2025 Task 10: Hierarchical Text Classification using BERT ACL 2025
Hierarchy-aware Biased Bound Margin Loss Function for Hierarchical Text Classification ACL 2024
Domain-Hierarchy Adaptation via Chain of Iterative Reasoning for Few-shot Hierarchical Text Classification IJCAI 2024
Label Augmentation for Zero-Shot Hierarchical Text Classification ACL 2024
HierarchyEverywhere at SemEval-2024 Task 4: Detection of Persuasion Techniques in Memes Using Hierarchical Text Classifier SEMEVAL 2024
HierarchyEverywhere at SemEval-2024 Task 4: Detection of Persuasion Techniques in Memes Using Hierarchical Text Classifier NAACL 2024
NER-guided Comprehensive Hierarchy-aware Prompt Tuning for Hierarchical Text Classification COLING 2024
Dual Prompt Tuning based Contrastive Learning for Hierarchical Text Classification ACL 2024
Revisiting Hierarchical Text Classification: Inference and Metrics CONLL 2024
HiGen: Hierarchy-Aware Sequence Generation for Hierarchical Text Classification EACL 2024
Utilizing Local Hierarchy with Adversarial Training for Hierarchical Text Classification COLING 2024
Well Begun Is Half Done: An Implicitly Augmented Generative Framework with Distribution Modification for Hierarchical Text Classification COLING 2024
HILL: Hierarchy-aware Information Lossless Contrastive Learning for Hierarchical Text Classification NAACL 2024
Prompt-Tuned Muti-Task Taxonomic Transformer (PTMTTaxoFormer) EMNLP 2024
Revisiting Hierarchical Text Classification: Inference and Metrics EMNLP 2024
Fralak at SemEval-2024 Task 4: combining RNN-generated hierarchy paths with simple neural nets for hierarchical multilabel text classification in a multilingual zero-shot setting SEMEVAL 2024
HiTIN: Hierarchy-aware Tree Isomorphism Network for Hierarchical Text Classification ACL 2023