A survey of sentiment analysis in social media

L Yue, W Chen, X Li, W Zuo, M Yin - Knowledge and Information Systems, 2019 - Springer
Sentiments or opinions from social media provide the most up-to-date and inclusive
information, due to the proliferation of social media and the low barrier for posting the …

A survey of cutting-edge multimodal sentiment analysis

U Singh, K Abhishek, HK Azad - ACM Computing Surveys, 2024 - dl.acm.org
The rapid growth of the internet has reached the fourth generation, ie, web 4.0, which
supports Sentiment Analysis (SA) in many applications such as social media, marketing, risk …

Relational graph attention network for aspect-based sentiment analysis

K Wang, W Shen, Y Yang, X Quan, R Wang - arxiv preprint arxiv …, 2020 - arxiv.org
Aspect-based sentiment analysis aims to determine the sentiment polarity towards a specific
aspect in online reviews. Most recent efforts adopt attention-based neural network models to …

Aspect-category-opinion-sentiment quadruple extraction with implicit aspects and opinions

H Cai, R **a, J Yu - Proceedings of the 59th annual meeting of the …, 2021 - aclanthology.org
Product reviews contain a large number of implicit aspects and implicit opinions. However,
most of the existing studies in aspect-based sentiment analysis ignored this problem. In this …

Learning span-level interactions for aspect sentiment triplet extraction

L Xu, YK Chia, L Bing - arxiv preprint arxiv:2107.12214, 2021 - arxiv.org
Aspect Sentiment Triplet Extraction (ASTE) is the most recent subtask of ABSA which outputs
triplets of an aspect target, its associated sentiment, and the corresponding opinion term …

Knowing what, how and why: A near complete solution for aspect-based sentiment analysis

H Peng, L Xu, L Bing, F Huang, W Lu, L Si - Proceedings of the AAAI …, 2020 - ojs.aaai.org
Target-based sentiment analysis or aspect-based sentiment analysis (ABSA) refers to
addressing various sentiment analysis tasks at a fine-grained level, which includes but is not …

Position-aware tagging for aspect sentiment triplet extraction

L Xu, H Li, W Lu, L Bing - arxiv preprint arxiv:2010.02609, 2020 - arxiv.org
Aspect Sentiment Triplet Extraction (ASTE) is the task of extracting the triplets of target
entities, their associated sentiment, and opinion spans explaining the reason for the …

Beneath the tip of the iceberg: Current challenges and new directions in sentiment analysis research

S Poria, D Hazarika, N Majumder… - IEEE transactions on …, 2020 - ieeexplore.ieee.org
Sentiment analysis as a field has come a long way since it was first introduced as a task
nearly 20 years ago. It has widespread commercial applications in various domains like …

An interactive multi-task learning network for end-to-end aspect-based sentiment analysis

R He, WS Lee, HT Ng, D Dahlmeier - arxiv preprint arxiv:1906.06906, 2019 - arxiv.org
Aspect-based sentiment analysis produces a list of aspect terms and their corresponding
sentiments for a natural language sentence. This task is usually done in a pipeline manner …

Double embeddings and CNN-based sequence labeling for aspect extraction

H Xu, B Liu, L Shu, PS Yu - arxiv preprint arxiv:1805.04601, 2018 - arxiv.org
One key task of fine-grained sentiment analysis of product reviews is to extract product
aspects or features that users have expressed opinions on. This paper focuses on …