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Aspect-Based Sentiment Analysis Using Aspect Map
Aspect-based sentiment analysis (ABSA) is the task of classifying the sentiment of a specific aspect in a text. Because a single text usually has multiple aspects which are expressed independently, ABSA is a crucial task for in-depth opinion mining.
Yunseok Noh +2 more
doaj +1 more source
Cross-lingual aspect-based sentiment analysis: A survey on tasks, approaches, and challenges [PDF]
Aspect-based sentiment analysis (ABSA) is a fine-grained sentiment analysis task that focuses on understanding opinions at the aspect level, including sentiment towards specific aspect terms, categories, and opinions.
Jakub Šmíd, Pavel Král
semanticscholar +1 more source
Aspect-based Sentiment Analysis of Scientific Reviews [PDF]
Accepted in JCDL ...
Souvic Chakraborty +2 more
openaire +2 more sources
LLaMA-Based Models for Aspect-Based Sentiment Analysis [PDF]
While large language models (LLMs) show promise for various tasks, their performance in compound aspect-based sentiment analysis (ABSA) tasks lags behind fine-tuned models. However, the potential of LLMs fine-tuned for ABSA remains unexplored. This paper
Jakub Šmíd, P. Přibáň, Pavel Král
semanticscholar +1 more source
A systematic review of aspect-based sentiment analysis: domains, methods, and trends [PDF]
Aspect-based sentiment analysis (ABSA) is a fine-grained type of sentiment analysis that identifies aspects and their associated opinions from a given text.
Y. Hua +3 more
semanticscholar +1 more source
Vision-Language Pre-Training for Multimodal Aspect-Based Sentiment Analysis [PDF]
As an important task in sentiment analysis, Multimodal Aspect-Based Sentiment Analysis (MABSA) has attracted increasing attention inrecent years. However, previous approaches either (i) use separately pre-trained visual and textual models, which ignore ...
Yan Ling, Jianfei Yu, Rui Xia
semanticscholar +1 more source
Creating an Annotated Corpus for Aspect-Based Sentiment Analysis in Swedish
Aspect-Based Sentiment Analysis constitutes a more fine-grained alternative to traditional sentiment analysis at sentence level. In addition to a sentiment value denoting how positive or negative a particular opinion or sentiment expression is, it ...
Jacobo Rouces +2 more
doaj +1 more source
Weakly Supervised Learning Approach for Implicit Aspect Extraction
Aspect-based sentiment analysis (ABSA) is a process to extract an aspect of a product from a customer review and identify its polarity. Most previous studies of ABSA focused on explicit aspects, but implicit aspects have not yet been the subject of much ...
Aye Aye Mar +2 more
doaj +1 more source
A Joint Training Dual-MRC Framework for Aspect Based Sentiment Analysis [PDF]
Aspect based sentiment analysis (ABSA) involves three fundamental subtasks: aspect term extraction, opinion term extraction, and aspect-level sentiment classification. Early works only focused on solving one of these subtasks individually.
Yue Mao, Yi Shen, Chao Yu, Longjun Cai
semanticscholar +1 more source
Targeted Aspect-Based Sentiment Analysis for Lithuanian Social Media Reviews
The paper presents research results for solving the task of targeted aspect-based sentiment analysis in the specific domain of Lithuanian social media reviews. Methodology, system architecture, relevant NLP tools and resources are described, finalized by
Mažvydas Petkevičius +5 more
core +1 more source

