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Papers
MADE: A Living Benchmark for Multi-Label Text Classification with Uncertainty Quantification of Medical Device Adverse Events
ACL 2026
HebID: Detecting Social Identities in Hebrew-language Political Text
EMNLP 2025
Multi-Label Text Classification with Label Attention Aware and Correlation Aware Contrastive Learning
IJCAI 2025
Preserving Zero-shot Capability in Supervised Fine-tuning for Multi-label Text Classification
NAACL 2025
A multi-level multi-label text classification dataset of 19th century Ottoman and Russian literary and critical texts
ACL 2024
Enhancing Multi-Label Text Classification under Label-Dependent Noise: A Label-Specific Denoising Framework
EMNLP 2024
Exploring Space Efficiency in a Tree-based Linear Model for Extreme Multi-label Classification
EMNLP 2024
Harnessing the Power of Beta Scoring in Deep Active Learning for Multi-Label Text Classification
AAAI 2024
Mao-Zedong at SemEval-2023 Task 4: Label Represention Multi-Head Attention Model with Contrastive Learning-Enhanced Nearest Neighbor Mechanism for Multi-Label Text Classification
SemEval 2023
Text2Topic: Multi-Label Text Classification System for Efficient Topic Detection in User Generated Content with Zero-Shot Capabilities
EMNLP 2023
Towards Better Representations for Multi-Label Text Classification with Multi-granularity Information
EMNLP 2023
BERT-Flow-VAE: A Weakly-supervised Model for Multi-Label Text Classification
COLING 2022
Evaluating Pre-Trained Sentence-BERT with Class Embeddings in Active Learning for Multi-Label Text Classification
AACL 2022
Even the Simplest Baseline Needs Careful Re-investigation: A Case Study on XML-CNN
NAACL 2022
Structural Contrastive Representation Learning for Zero-shot Multi-label Text Classification
EMNLP 2022
Differential Evaluation: a Qualitative Analysis of Natural Language Processing System Behavior Based Upon Data Resistance to Processing
EMNLP 2021
Does Head Label Help for Long-Tailed Multi-Label Text Classification
AAAI 2021
Label-Specific Dual Graph Neural Network for Multi-Label Text Classification
ACL 2021
Meta-LMTC: Meta-Learning for Large-Scale Multi-Label Text Classification
EMNLP 2021
An Empirical Study on Large-Scale Multi-Label Text Classification Including Few and Zero-Shot Labels
EMNLP 2020
Hierarchical Transfer Learning for Multi-label Text Classification
ACL 2019
Label-Specific Document Representation for Multi-Label Text Classification
EMNLP 2019
Large-Scale Multi-Label Text Classification on EU Legislation
ACL 2019
Towards Scalable and Reliable Capsule Networks for Challenging NLP Applications
ACL 2019
Semantic-Unit-Based Dilated Convolution for Multi-Label Text Classification
EMNLP 2018