Revisiting the Role of Label Smoothing in Enhanced Text Sentiment Classification
Fuente:
arXiv
Saved in:
| Main Authors: | Gao, Yijie, Si, Shijing, Luo, Hua, Sun, Haixia, Zhang, Yugui |
|---|---|
| Format: | Preprint |
| Published: |
2023
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Evaluating the Performance of ChatGPT for Spam Email Detection
by: Si, Shijing, et al.
Published: (2024)
by: Si, Shijing, et al.
Published: (2024)
Divide (Text) and Conquer (Sentiment): Improved Sentiment Classification by Constituent Conflict Resolution
by: Kościałkowski, Jan, et al.
Published: (2025)
by: Kościałkowski, Jan, et al.
Published: (2025)
Enhance Multi-domain Sentiment Analysis of Review Texts through Prompting Strategies
by: Wang, Yajing, et al.
Published: (2023)
by: Wang, Yajing, et al.
Published: (2023)
Revisiting Prompt Sensitivity in Large Language Models for Text Classification: The Role of Prompt Underspecification
by: Pecher, Branislav, et al.
Published: (2026)
by: Pecher, Branislav, et al.
Published: (2026)
Instances and Labels: Hierarchy-aware Joint Supervised Contrastive Learning for Hierarchical Multi-Label Text Classification
by: Yu, Simon, et al.
Published: (2023)
by: Yu, Simon, et al.
Published: (2023)
Bayesian WeakS-to-Strong from Text Classification to Generation
by: Cui, Ziyun, et al.
Published: (2024)
by: Cui, Ziyun, et al.
Published: (2024)
DKEC: Domain Knowledge Enhanced Multi-Label Classification for Diagnosis Prediction
by: Ge, Xueren, et al.
Published: (2023)
by: Ge, Xueren, et al.
Published: (2023)
Exploring the Capabilities of ChatGPT in Ancient Chinese Translation and Person Name Recognition
by: Si, Shijing, et al.
Published: (2023)
by: Si, Shijing, et al.
Published: (2023)
Multi-level Conflict-Aware Network for Multi-modal Sentiment Analysis
by: Gao, Yubo, et al.
Published: (2025)
by: Gao, Yubo, et al.
Published: (2025)
Comparing Specialised Small and General Large Language Models on Text Classification: 100 Labelled Samples to Achieve Break-Even Performance
by: Pecher, Branislav, et al.
Published: (2024)
by: Pecher, Branislav, et al.
Published: (2024)
An Enhanced Dual Transformer Contrastive Network for Multimodal Sentiment Analysis
by: Dao, Phuong Q., et al.
Published: (2025)
by: Dao, Phuong Q., et al.
Published: (2025)
Label-free Node Classification on Graphs with Large Language Models (LLMS)
by: Chen, Zhikai, et al.
Published: (2023)
by: Chen, Zhikai, et al.
Published: (2023)
Hierarchical Multi-Label Classification of Online Vaccine Concerns
by: Zhu, Chloe Qinyu, et al.
Published: (2024)
by: Zhu, Chloe Qinyu, et al.
Published: (2024)
LLM-Guided Semantic Bootstrapping for Interpretable Text Classification with Tsetlin Machines
by: Gao, Jiechao, et al.
Published: (2026)
by: Gao, Jiechao, et al.
Published: (2026)
Enhancing Hyperspace Analogue to Language (HAL) Representations via Attention-Based Pooling for Text Classification
by: Sakour, Ali, et al.
Published: (2026)
by: Sakour, Ali, et al.
Published: (2026)
Improving Classification Performance With Human Feedback: Label a few, we label the rest
by: Vidra, Natan, et al.
Published: (2024)
by: Vidra, Natan, et al.
Published: (2024)
Interpretable Discriminative Text Representations via Agreement and Label Disentanglement
by: Wang, Tong, et al.
Published: (2026)
by: Wang, Tong, et al.
Published: (2026)
Enhancing Multilingual Sentiment Analysis with Explainability for Sinhala, English, and Code-Mixed Content
by: Rizvi, Azmarah, et al.
Published: (2025)
by: Rizvi, Azmarah, et al.
Published: (2025)
Alert-ME: An Explainability-Driven Defense Against Adversarial Examples in Transformer-Based Text Classification
by: Sabir, Bushra, et al.
Published: (2023)
by: Sabir, Bushra, et al.
Published: (2023)
From Haystack to Needle: Label Space Reduction for Zero-shot Classification
by: Vandemoortele, Nathan, et al.
Published: (2025)
by: Vandemoortele, Nathan, et al.
Published: (2025)
Label-semantics Aware Generative Approach for Domain-Agnostic Multilabel Classification
by: Khatuya, Subhendu, et al.
Published: (2025)
by: Khatuya, Subhendu, et al.
Published: (2025)
BERT-ASC: Auxiliary-Sentence Construction for Implicit Aspect Learning in Sentiment Analysis
by: Ahmed, Murtadha, et al.
Published: (2022)
by: Ahmed, Murtadha, et al.
Published: (2022)
Enhancing Time Series Forecasting via Multi-Level Text Alignment with LLMs
by: Zhao, Taibiao, et al.
Published: (2025)
by: Zhao, Taibiao, et al.
Published: (2025)
Automatically Labeling Clinical Trial Outcomes: A Large-Scale Benchmark for Drug Development
by: Gao, Chufan, et al.
Published: (2024)
by: Gao, Chufan, et al.
Published: (2024)
Multi-Head Encoding for Extreme Label Classification
by: Liang, Daojun, et al.
Published: (2024)
by: Liang, Daojun, et al.
Published: (2024)
A New Method for Cross-Lingual-based Semantic Role Labeling
by: Ebrahimi, Mohammad, et al.
Published: (2024)
by: Ebrahimi, Mohammad, et al.
Published: (2024)
Manual Verbalizer Enrichment for Few-Shot Text Classification
by: Nguyen, Quang Anh, et al.
Published: (2024)
by: Nguyen, Quang Anh, et al.
Published: (2024)
Combating Confirmation Bias: A Unified Pseudo-Labeling Framework for Entity Alignment
by: Ding, Qijie, et al.
Published: (2023)
by: Ding, Qijie, et al.
Published: (2023)
Synthetic vs. Gold: The Role of LLM Generated Labels and Data in Cyberbullying Detection
by: Kazemi, Arefeh, et al.
Published: (2025)
by: Kazemi, Arefeh, et al.
Published: (2025)
Learning to Generalize Unseen Domains via Multi-Source Meta Learning for Text Classification
by: Hu, Yuxuan, et al.
Published: (2024)
by: Hu, Yuxuan, et al.
Published: (2024)
Text Classification Under Class Distribution Shift: A Survey
by: Costache, Adriana Valentina, et al.
Published: (2025)
by: Costache, Adriana Valentina, et al.
Published: (2025)
Revisiting Entropy in Reinforcement Learning for Large Reasoning Models
by: Jin, Renren, et al.
Published: (2025)
by: Jin, Renren, et al.
Published: (2025)
KARL: Mitigating Hallucinations in LLMs via Knowledge-Boundary-Aware Reinforcement Learning
by: Gao, Cheng, et al.
Published: (2026)
by: Gao, Cheng, et al.
Published: (2026)
Code-Mix Sentiment Analysis on Hinglish Tweets
by: Garg, Aashi, et al.
Published: (2026)
by: Garg, Aashi, et al.
Published: (2026)
MAGE: Multi-Head Attention Guided Embeddings for Low Resource Sentiment Classification
by: Vashisht, Varun, et al.
Published: (2025)
by: Vashisht, Varun, et al.
Published: (2025)
RevOrder: A Novel Method for Enhanced Arithmetic in Language Models
by: Shen, Si, et al.
Published: (2024)
by: Shen, Si, et al.
Published: (2024)
SPIN: Sparsifying and Integrating Internal Neurons in Large Language Models for Text Classification
by: Jiao, Difan, et al.
Published: (2023)
by: Jiao, Difan, et al.
Published: (2023)
LaDiR: Latent Diffusion Enhances LLMs for Text Reasoning
by: Kang, Haoqiang, et al.
Published: (2025)
by: Kang, Haoqiang, et al.
Published: (2025)
AI-Generated Text Detection and Classification Based on BERT Deep Learning Algorithm
by: Wang, Hao, et al.
Published: (2024)
by: Wang, Hao, et al.
Published: (2024)
Efficient Detection of LLM-generated Texts with a Bayesian Surrogate Model
by: Miao, Yibo, et al.
Published: (2023)
by: Miao, Yibo, et al.
Published: (2023)
Similar Items
-
Evaluating the Performance of ChatGPT for Spam Email Detection
by: Si, Shijing, et al.
Published: (2024) -
Divide (Text) and Conquer (Sentiment): Improved Sentiment Classification by Constituent Conflict Resolution
by: Kościałkowski, Jan, et al.
Published: (2025) -
Enhance Multi-domain Sentiment Analysis of Review Texts through Prompting Strategies
by: Wang, Yajing, et al.
Published: (2023) -
Revisiting Prompt Sensitivity in Large Language Models for Text Classification: The Role of Prompt Underspecification
by: Pecher, Branislav, et al.
Published: (2026) -
Instances and Labels: Hierarchy-aware Joint Supervised Contrastive Learning for Hierarchical Multi-Label Text Classification
by: Yu, Simon, et al.
Published: (2023)