Exploring aspect-based sentiment quadruple extraction with implicit aspects, opinions, and ChatGPT: a comprehensive survey

H Zhang, YN Cheah, OM Alyasiri, J An - Artificial Intelligence Review, 2024 - Springer
In contrast to earlier ABSA studies primarily concentrating on individual sentiment
components, recent research has ventured into more complex ABSA tasks encompassing …

Building Accurate Translation-Tailored LLMs with Language Aware Instruction Tuning

C Zan, L Ding, L Shen, Y Zhen, W Liu, D Tao - arXiv preprint arXiv …, 2024 - arxiv.org
Translation-tailored Large language models (LLMs) exhibit remarkable translation
capabilities, even competing with supervised-trained commercial translation systems …

MEMD-ABSA: a multi-element multi-domain dataset for aspect-based sentiment analysis

H Cai, N Song, Z Wang, Q Xie, Q Zhao, K Li… - arXiv preprint arXiv …, 2023 - arxiv.org
Aspect-based sentiment analysis is a long-standing research interest in the field of opinion
mining, and in recent years, researchers have gradually shifted their focus from simple …

[HTML][HTML] A Hybrid Approach to Dimensional Aspect-Based Sentiment Analysis Using BERT and Large Language Models

Y Zhang, H Xu, D Zhang, R Xu - Electronics, 2024 - mdpi.com
Dimensional aspect-based sentiment analysis (dimABSA) aims to recognize aspect-level
quadruples from reviews, offering a fine-grained sentiment description for user opinions. A …

Adaptive data augmentation for aspect sentiment quad prediction

W Zhang, X Zhang, S Cui, K Huang… - ICASSP 2024-2024 …, 2024 - ieeexplore.ieee.org
Aspect sentiment quad prediction (ASQP) aims to predict the quad sentiment elements for a
given sentence, which is a critical task in the field of aspect-based sentiment analysis …

Medical Text Simplification: Optimizing for Readability with Unlikelihood Training and Reranked Beam Search Decoding

LJY Flores, H Huang, K Shi, S Chheang… - arXiv preprint arXiv …, 2023 - arxiv.org
Text simplification has emerged as an increasingly useful application of AI for bridging the
communication gap in specialized fields such as medicine, where the lexicon is often …

A survey on aspect-based sentiment quadruple extraction with implicit aspects and opinions

H Zhang, YN Cheah, OM Alyasiri, J An - 2023 - researchsquare.com
Quadruple sentiment analysis is an essential task in aspect-based sentiment analysis that
aims to understand people's viewpoints by analyzing four elements in text: category, aspect …

Pinpointing Diffusion Grid Noise to Enhance Aspect Sentiment Quad Prediction

L Zhu, X Chen, X Guo, C Zhang, Z Zhu… - Findings of the …, 2024 - aclanthology.org
Aspect sentiment quad prediction (ASQP) has garnered significant attention in aspect-based
sentiment analysis (ABSA). Current ASQP research primarily relies on pre-trained …

End-to-End Aspect Based Sentiment Analysis Using Graph Attention Network

A Chakraborty - Proceedings of the 33rd ACM International Conference …, 2024 - dl.acm.org
In this work we investigate the capability of Graph Attention Network for extracting aspect
and opinion terms. Aspect and opinion term extraction is posed as a token-level …

[HTML][HTML] A Dual-Template Prompted Mutual Learning Generative Model for Implicit Aspect-Based Sentiment Analysis

Z Lei, Y Zhang, S Chen - Applied Sciences, 2024 - mdpi.com
Generative models have shown excellent results in aspect-based sentiment analysis tasks
by predicting quadruples by setting specific template formats. The existing research predicts …