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cs.CL2026

Constraint-Aware Counterfactual Editing for Aspect-Based Sentiment Analysis

S M Rafiuddin, Vamsi Krishna Pavuluri, Atriya Sen

The paper introduces CAVE-ABSA, a framework that generates and validates aspect-level counterfactual sentences for aspect‑based sentiment analysis, ensuring the target aspect’s sen…

cs.CL2025

Learning What to Remember: Adaptive Probabilistic Memory Retention for Memory-Efficient Language Models

S M Rafiuddin, Muntaha Nujat Khan

Transformer attention scales quadratically with sequence length O(n^2), limiting long-context use. We propose Adaptive Retention, a probabilistic, layer-wise token selection mechan…

cs.CL2025

A Long Short-Term Memory (LSTM) Model for Business Sentiment Analysis Based on Recurrent Neural Network

Md. Jahidul Islam Razin, Md. Abdul Karim, M. F. Mridha +2

Business sentiment analysis (BSA) is one of the significant and popular topics of natural language processing. It is one kind of sentiment analysis techniques for business purposes…

cs.CL2025

Ranking of Bangla Word Graph using Graph-based Ranking Algorithms

S M Rafiuddin

Ranking words is an important way to summarize a text or to retrieve information. A word graph is a way to represent the words of a sentence or a text as the vertices of a graph an…

cs.CL2025

Performance Analysis of Supervised Machine Learning Algorithms for Text Classification

Sadia Zaman Mishu, S M Rafiuddin

The demand for text classification is growing significantly in web searching, data mining, web ranking, recommendation systems, and so many other fields of information and technolo…

cs.CL2025

AdaptiSent: Context-Aware Adaptive Attention for Multimodal Aspect-Based Sentiment Analysis

S M Rafiuddin, Sadia Kamal, Mohammed Rakib +2

We introduce AdaptiSent, a new framework for Multimodal Aspect-Based Sentiment Analysis (MABSA) that uses adaptive cross-modal attention mechanisms to improve sentiment classificat…