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[HTML][HTML] Exploring large language models for the generation of synthetic training samples for aspect-based sentiment analysis in low resource settings
Abstract Aspect-Based Sentiment Analysis (ABSA) is a fine-grained task in sentiment
analysis, aiming to identify sentiment expressed towards specific aspects of an entity. This …
analysis, aiming to identify sentiment expressed towards specific aspects of an entity. This …
[HTML][HTML] A Hybrid Approach to Dimensional Aspect-Based Sentiment Analysis Using BERT and Large Language Models
Dimensional aspect-based sentiment analysis (dimABSA) aims to recognize aspect-level
quadruples from reviews, offering a fine-grained sentiment description for user opinions. A …
quadruples from reviews, offering a fine-grained sentiment description for user opinions. A …
A Comprehensive Evaluation of Large Language Models on Aspect-Based Sentiment Analysis
Recently, Large Language Models (LLMs) have garnered increasing attention in the field of
natural language processing, revolutionizing numerous downstream tasks with powerful …
natural language processing, revolutionizing numerous downstream tasks with powerful …
Dynamic order template prediction for generative aspect-based sentiment analysis
Y Jun, H Lee - arxiv preprint arxiv:2406.11130, 2024 - arxiv.org
Aspect-based sentiment analysis (ABSA) assesses sentiments towards specific aspects
within texts, resulting in detailed sentiment tuples. Previous ABSA models often use static …
within texts, resulting in detailed sentiment tuples. Previous ABSA models often use static …
Vi-AbSQA: multi-task prompt instruction tuning model for Vietnamese aspect-based sentiment quadruple analysis
TV Dang, D Hao, N Nguyen - ACM Transactions on Asian and Low …, 2024 - dl.acm.org
Aspect-based sentiment analysis (ABSA) has recently received considerable attention within
the Natural Language Processing (NLP) community, especially for complex tasks like triplet …
the Natural Language Processing (NLP) community, especially for complex tasks like triplet …
LADy💃: A Benchmark Toolkit for Latent Aspect Detection Enriched with Backtranslation Augmentation
We present LADy ᖡ, a Python-based benchmark toolkit to facilitate extracting aspects of
products or services in reviews toward which customers target their opinions and …
products or services in reviews toward which customers target their opinions and …
CACA: Context-Aware Cross-Attention Network for Extractive Aspect Sentiment Quad Prediction
Abstract Aspect Sentiment Quad Prediction (ASQP) enhances the scope of aspect-based
sentiment analysis by introducing the necessity to predict both explicit and implicit aspect …
sentiment analysis by introducing the necessity to predict both explicit and implicit aspect …
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 …
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 …
by predicting quadruples by setting specific template formats. The existing research predicts …
YNU-HPCC at SIGHAN-2024 dimABSA task: Using PLMs with a joint learning strategy for dimensional intensity prediction
Y Zhang, J Wang, D Xu, X Zhang - Proceedings of the 10th …, 2024 - aclanthology.org
The dimensional approach can represent more fine-grained emotional information than
discrete affective states. In this paper, a pretrained language model (PLM) with a joint …
discrete affective states. In this paper, a pretrained language model (PLM) with a joint …