Mvp: Multi-view prompting improves aspect sentiment tuple prediction

Z Gou, Q Guo, Y Yang - arxiv preprint arxiv:2305.12627, 2023 - arxiv.org
Generative methods greatly promote aspect-based sentiment analysis via generating a
sequence of sentiment elements in a specified format. However, existing studies usually …

Dual-channel span for aspect sentiment triplet extraction

P Li, P Li, K Zhang - Proceedings of the 2023 conference on …, 2023 - aclanthology.org
Abstract Aspect Sentiment Triplet Extraction (ASTE) is one of the compound tasks of fine-
grained aspect-based sentiment analysis (ABSA), aiming at extracting the triplets of aspect …

Prompt based tri-channel graph convolution neural network for aspect sentiment triplet extraction

K Peng, L Jiang, H Peng, R Liu, Z Yu, J Ren… - Proceedings of the 2024 …, 2024 - SIAM
Aspect Sentiment Triplet Extraction (ASTE) is an emerging task to extract a given sentence's
triplets, which consist of aspects, opinions, and sentiments. Recent studies tend to address …

GeDa: Improving training data with large language models for Aspect Sentiment Triplet Extraction

W Mai, Z Zhang, Y Chen, K Li, Y Xue - Knowledge-Based Systems, 2024 - Elsevier
Abstract Aspect Sentiment Triplet Extraction (ASTE) is a subtask of Aspect-based Sentiment
Analysis (ABSA). Recently, ASTE methods have achieved promising results. However, the …

Improving span-based Aspect Sentiment Triplet Extraction with part-of-speech filtering and contrastive learning

Q Li, W Wen, J Qin - Neural Networks, 2024 - Elsevier
Abstract Aspect Sentiment Triple Extraction (ASTE), a subtask of fine-grained sentiment
analysis, aims to extract aspect terms, opinion terms, and their corresponding sentiment …

Memd-absa: a multi-element multi-domain dataset for aspect-based sentiment analysis

H Cai, N Song, Z Wang, Q **e, 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 …

Generative data augmentation for aspect sentiment quad prediction

A Wang, J Jiang, Y Ma, A Liu… - Journal of Natural …, 2024 - jstage.jst.go.jp
Aspect sentiment quad prediction (ASQP) analyzes the aspect terms, opinion terms,
sentiment polarity, and aspect categories in a text. One challenge in this task is the scarcity …

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 …

MiniConGTS: A near ultimate minimalist contrastive grid tagging scheme for aspect sentiment triplet extraction

Q Sun, L Yang, M Ma, N Ye, Q Gu - arxiv preprint arxiv:2406.11234, 2024 - arxiv.org
Aspect Sentiment Triplet Extraction (ASTE) aims to co-extract the sentiment triplets in a given
corpus. Existing approaches within the pretraining-finetuning paradigm tend to either …

Rethinking aste: A minimalist tagging scheme alongside contrastive learning

Q Sun, L Yang, M Ma, N Ye, Q Gu - arxiv preprint arxiv:2403.07342, 2024 - arxiv.org
Aspect Sentiment Triplet Extraction (ASTE) is a burgeoning subtask of fine-grained
sentiment analysis, aiming to extract structured sentiment triplets from unstructured textual …