Image de couverture de livre

Addressing Data Imbalance in Transformer-Based Multi-Label Emotion Detection with Weighted Loss

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteur principal:	Cui, Xia
Format:	Preprint
Publié:	2025
Sujets:	Computation and Language
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Improving Arabic Multi-Label Emotion Classification using Stacked Embeddings and Hybrid Loss Function
par: Aslam, Muhammad Azeem, et autres
Publié: (2024)

PromotionGo at SemEval-2025 Task 11: A Feature-Centric Framework for Cross-Lingual Multi-Emotion Detection in Short Texts
par: Huang, Ziyi, et autres
Publié: (2025)

Enhancing Multi-Label Emotion Analysis and Corresponding Intensities for Ethiopian Languages
par: Belay, Tadesse Destaw, et autres
Publié: (2025)

Emotion Detection with Transformers: A Comparative Study
par: Rezapour, Mahdi
Publié: (2024)

Addressing Data Scarcity in Bangla Fake News Detection: An LLM-Based Dataset Augmentation Approach
par: Sani, Ahmed Alfey, et autres
Publié: (2026)

Multilingual Multi-Label Emotion Classification at Scale with Synthetic Data
par: Borisov, Vadim
Publié: (2026)

Automatic Differential Diagnosis using Transformer-Based Multi-Label Sequence Classification
par: Sadi, Abu Adnan, et autres
Publié: (2024)

Based on Data Balancing and Model Improvement for Multi-Label Sentiment Classification Performance Enhancement
par: Su, Zijin, et autres
Publié: (2025)

JNLP at SemEval-2025 Task 11: Cross-Lingual Multi-Label Emotion Detection Using Generative Models
par: Xue, Jieying, et autres
Publié: (2025)

HMS-BERT: Hybrid Multi-Task Self-Training for Multilingual and Multi-Label Cyberbullying Detection
par: Feng, Zixin, et autres
Publié: (2026)

Song Emotion Classification of Lyrics with Out-of-Domain Data under Label Scarcity
par: Sakunkoo, Jonathan, et autres
Publié: (2024)

HyperLoader: Integrating Hypernetwork-Based LoRA and Adapter Layers into Multi-Task Transformers for Sequence Labelling
par: Ortiz-Barajas, Jesus-German, et autres
Publié: (2024)

Fine-Grained Emotion Detection on GoEmotions: Experimental Comparison of Classical Machine Learning, BiLSTM, and Transformer Models
par: Harutyunyan, Ani, et autres
Publié: (2026)

Push the Limit of Multi-modal Emotion Recognition by Prompting LLMs with Receptive-Field-Aware Attention Weighting
par: Zhang, Han, et autres
Publié: (2024)

NepEMO: A Multi-Label Emotion and Sentiment Analysis on Nepali Reddit with Linguistic Insights and Temporal Trends
par: Sitoula, Sameer, et autres
Publié: (2025)

LLMs Capture Emotion Labels, Not Emotion Uncertainty: Distributional Analysis and Calibration of Human-LLM Judgment Gaps
par: Inoshita, Keito, et autres
Publié: (2026)

Label Confidence Weighted Learning for Target-level Sentence Simplification
par: Qiu, Xinying, et autres
Publié: (2024)

Mitigating Subgroup Disparities in Multi-Label Speech Emotion Recognition: A Pseudo-Labeling and Unsupervised Learning Approach
par: Lin, Yi-Cheng, et autres
Publié: (2025)

Estimating the Uncertainty in Emotion Class Labels with Utterance-Specific Dirichlet Priors
par: Wu, Wen, et autres
Publié: (2022)

Confidence-Credibility Aware Weighted Ensembles of Small LLMs Outperform Large LLMs in Emotion Detection
par: Elgabry, Menna, et autres
Publié: (2025)

MultiProSE: A Multi-label Arabic Dataset for Propaganda, Sentiment, and Emotion Detection
par: Al-Henaki, Lubna, et autres
Publié: (2025)

EMO-Debias: Benchmarking Gender Debiasing Techniques in Multi-Label Speech Emotion Recognition
par: Lin, Yi-Cheng, et autres
Publié: (2025)

Addressing Emotion Bias in Music Emotion Recognition and Generation with Frechet Audio Distance
par: Li, Yuanchao, et autres
Publié: (2024)

Data Augmentation for Classification of Negative Pregnancy Outcomes in Imbalanced Data
par: Biswas, Md Badsha
Publié: (2025)

University of Indonesia at SemEval-2025 Task 11: Evaluating State-of-the-Art Encoders for Multi-Label Emotion Detection
par: Hanif, Ikhlasul Akmal, et autres
Publié: (2025)

Two Directions for Clinical Data Generation with Large Language Models: Data-to-Label and Label-to-Data
par: Li, Rumeng, et autres
Publié: (2023)

Majority or Minority: Data Imbalance Learning Method for Named Entity Recognition
par: Nemoto, Sota, et autres
Publié: (2024)

Emotion is Not Just a Label: Latent Emotional Factors in LLM Processing
par: Reichman, Benjamin, et autres
Publié: (2026)

Mitigating Confounding in Speech-Based Dementia Detection through Weight Masking
par: Sheng, Zhecheng, et autres
Publié: (2025)

Detecting Emotion Drift in Mental Health Text Using Pre-Trained Transformers
par: Sankpal, Shibani
Publié: (2025)

Improving Low-Resource Sequence Labeling with Knowledge Fusion and Contextual Label Explanations
par: Lai, Peichao, et autres
Publié: (2025)

MONOVAB : An Annotated Corpus for Bangla Multi-label Emotion Detection
par: Banshal, Sumit Kumar, et autres
Publié: (2023)

Optimizing Small Transformer-Based Language Models for Multi-Label Sentiment Analysis in Short Texts
par: Neumann, Julius, et autres
Publié: (2025)

Multi-modal Anchor Gated Transformer with Knowledge Distillation for Emotion Recognition in Conversation
par: Li, Jie, et autres
Publié: (2025)

REDAffectiveLM: Leveraging Affect Enriched Embedding and Transformer-based Neural Language Model for Readers' Emotion Detection
par: Kadan, Anoop, et autres
Publié: (2023)

Learning from Noisy Labels via Self-Taught On-the-Fly Meta Loss Rescaling
par: Heck, Michael, et autres
Publié: (2024)

Emotion Detection for Misinformation: A Review
par: Liu, Zhiwei, et autres
Publié: (2023)

Linguistic Signatures for Enhanced Emotion Detection
par: Lecourt, Florian, et autres
Publié: (2026)

Detecting Emotional Dynamic Trajectories: An Evaluation Framework for Emotional Support in Language Models
par: Tan, Zhouxing, et autres
Publié: (2025)

SemEval-2025 Task 11: Bridging the Gap in Text-Based Emotion Detection
par: Muhammad, Shamsuddeen Hassan, et autres
Publié: (2025)