Cover Image

Semantic Consistency Regularization with Large Language Models for Semi-supervised Sentiment Analysis

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Li, Kunrong, Liu, Xinyu, Chen, Zhen
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

On the Impact of Language Nuances on Sentiment Analysis with Large Language Models: Paraphrasing, Sarcasm, and Emojis
by: Bhargava, Naman, et al.
Published: (2025)

CREAM: Consistency Regularized Self-Rewarding Language Models
by: Wang, Zhaoyang, et al.
Published: (2024)

Found in the Middle: Permutation Self-Consistency Improves Listwise Ranking in Large Language Models
by: Tang, Raphael, et al.
Published: (2023)

CROW: Eliminating Backdoors from Large Language Models via Internal Consistency Regularization
by: Min, Nay Myat, et al.
Published: (2024)

ESI: Epistemic Uncertainty Quantification via Semantic-preserving Intervention for Large Language Models
by: Li, Mingda, et al.
Published: (2025)

Better Call SAUL: Fluent and Consistent Language Model Editing with Generation Regularization
by: Wang, Mingyang, et al.
Published: (2024)

ProxSparse: Regularized Learning of Semi-Structured Sparsity Masks for Pretrained LLMs
by: Liu, Hongyi, et al.
Published: (2025)

Enhancing Granular Sentiment Classification with Chain-of-Thought Prompting in Large Language Models
by: Miriyala, Vihaan, et al.
Published: (2025)

Sentiment Classification of Gaza War Headlines: A Comparative Analysis of Large Language Models and Arabic Fine-Tuned BERT Models
by: Eleraqi, Amr, et al.
Published: (2026)

Uncertainty-Aware Collaborative System of Large and Small Models for Multimodal Sentiment Analysis
by: Han, Shiqin, et al.
Published: (2025)

Additive Large Language Models for Semi-Structured Text
by: K, Karthikeyan, et al.
Published: (2025)

SODA: Semi On-Policy Black-Box Distillation for Large Language Models
by: Chen, Xiwen, et al.
Published: (2026)

Temporally Consistent Factuality Probing for Large Language Models
by: Bajpai, Ashutosh, et al.
Published: (2024)

Sentiment Analysis of German Sign Language Fairy Tales
by: Nunnari, Fabrizio, et al.
Published: (2026)

Model-Agnostic Sentiment Distribution Stability Analysis for Robust LLM-Generated Texts Detection
by: Li, Siyuan, et al.
Published: (2025)

CAST: Continuous and Differentiable Semi-Structured Sparsity-Aware Training for Large Language Models
by: Huang, Weiyu, et al.
Published: (2025)

Ensemble Language Models for Multilingual Sentiment Analysis
by: Hasan, Md Arid
Published: (2024)

Let's Rectify Step by Step: Improving Aspect-based Sentiment Analysis with Diffusion Models
by: Liu, Shunyu, et al.
Published: (2024)

Flaming-hot Initiation with Regular Execution Sampling for Large Language Models
by: Chen, Weizhe, et al.
Published: (2024)

Block Circulant Adapter for Large Language Models
by: Ding, Xinyu, et al.
Published: (2025)

Rethinking Entropy Regularization in Large Reasoning Models
by: Jiang, Yuxian, et al.
Published: (2025)

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models
by: Qi, Zhen, et al.
Published: (2024)

Semantic Structure of Feature Space in Large Language Models
by: Kozlowski, Austin C., et al.
Published: (2026)

ANUBHUTI: A Comprehensive Corpus For Sentiment Analysis In Bangla Regional Languages
by: Kundu, Swastika, et al.
Published: (2025)

Enhancing BERT Fine-Tuning for Sentiment Analysis in Lower-Resourced Languages
by: Kubík, Jozef, et al.
Published: (2025)

Task-Specific Efficiency Analysis: When Small Language Models Outperform Large Language Models
by: Cao, Jinghan, et al.
Published: (2026)

Graph Contrastive Learning via Cluster-refined Negative Sampling for Semi-supervised Text Classification
by: Ai, Wei, et al.
Published: (2024)

Text Sentiment Analysis and Classification Based on Bidirectional Gated Recurrent Units (GRUs) Model
by: Xu, Wei, et al.
Published: (2024)

LLM-PS: Empowering Large Language Models for Time Series Forecasting with Temporal Patterns and Semantics
by: Tang, Jialiang, et al.
Published: (2025)

DFA-RAG: Conversational Semantic Router for Large Language Model with Definite Finite Automaton
by: Sun, Yiyou, et al.
Published: (2024)

To Know or Not To Know? Analyzing Self-Consistency of Large Language Models under Ambiguity
by: Sedova, Anastasiia, et al.
Published: (2024)

On the Thinking-Language Modeling Gap in Large Language Models
by: Liu, Chenxi, et al.
Published: (2025)

Syntax Without Semantics: Teaching Large Language Models to Code in an Unseen Language
by: Kumar, Vinayshekhar Bannihatti, et al.
Published: (2026)

Proxy Compression for Language Modeling
by: Zheng, Lin, et al.
Published: (2026)

Analyzing the Role of Semantic Representations in the Era of Large Language Models
by: Jin, Zhijing, et al.
Published: (2024)

DLF: Disentangled-Language-Focused Multimodal Sentiment Analysis
by: Wang, Pan, et al.
Published: (2024)

Robust and Scalable Model Editing for Large Language Models
by: Chen, Yingfa, et al.
Published: (2024)

Question-Aware Knowledge Graph Prompting for Enhancing Large Language Models
by: Liu, Haochen, et al.
Published: (2025)

SORSA: Singular Values and Orthonormal Regularized Singular Vectors Adaptation of Large Language Models
by: Cao, Yang, et al.
Published: (2024)

Geometry-Aware Decoding with Wasserstein-Regularized Truncation and Mass Penalties for Large Language Models
by: Davoodi, Arash Gholami, et al.
Published: (2026)