Instruction Tuning for Few-Shot Aspect-Based Sentiment Analysis

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Instruction Tuning for Few-Shot Aspect-Based Sentiment Analysis

12 October 2022

Siddharth Varia

Kishaloy Halder

Robert Vacareanu

Miguel Ballesteros

Yassine Benajiba

Rishita Anubhai

Smaranda Muresan

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Papers citing "Instruction Tuning for Few-Shot Aspect-Based Sentiment Analysis"

12 / 12 papers shown

Title
Span-level Emotion-Cause-Category Triplet Extraction with Instruction Tuning LLMs and Data Augmentation Xuelong Li Dong Yang Xiaogang Zhu Faliang Huang Peng Zhang Zhongying Zhao 79 0 0 13 Apr 2025
Generating Synthetic Datasets for Few-shot Prompt Tuning Xu Guo Zilin Du Boyang Li Chunyan Miao 95 2 0 08 Oct 2024
Sentiment Reasoning for Healthcare Khai-Nguyen Nguyen Khai Le-Duc Bach Phan Tat Duy Le Jerry Ngo Long Vo-Dang LRM 114 0 0 24 Jul 2024
Distilling Opinions at Scale: Incremental Opinion Summarization using XL-OPSUMM Sri Raghava Muddu Rupasai Rangaraju Tejpalsingh Siledar Swaroop Nath Pushpak Bhattacharyya ... Suman Banerjee Amey Patil M. Chelliah Sudhanshu Singh Nikesh Garera ELM LRM 81 1 0 16 Jun 2024
It is Simple Sometimes: A Study On Improving Aspect-Based Sentiment Analysis Performance Laura Cabello Uchenna Akujuobi 73 1 0 31 May 2024
Embarrassingly Simple Unsupervised Aspect Based Sentiment Tuple Extraction Kevin Scaria Abyn Scaria Ben Scaria CoGe 56 0 0 21 Apr 2024
ProSwitch: Knowledge-Guided Instruction Tuning to Generate Professional and Non-Professional Styled Text Chang Zong Yuyan Chen Weiming Lu Jian Shao Yueting Zhuang 59 1 0 14 Mar 2024
The Limits of ChatGPT in Extracting Aspect-Category-Opinion-Sentiment Quadruples: A Comparative Analysis Xiancai Xu Jia-Dong Zhang Rongchang Xiao Lei Xiong 42 6 0 10 Oct 2023
Instruction Tuning for Large Language Models: A Survey Shengyu Zhang Linfeng Dong Xiaoya Li Sen Zhang Xiaofei Sun ... Jiwei Li Runyi Hu Tianwei Zhang Leilei Gan Guoyin Wang LM&MA 116 610 0 21 Aug 2023
A Unified One-Step Solution for Aspect Sentiment Quad Prediction Junxian Zhou Haiqin Yang Yuxuan He Hao Mou Junbo Yang 54 12 0 07 Jun 2023
A Weak Supervision Approach for Few-Shot Aspect Based Sentiment Robert Vacareanu Siddharth Varia Kishaloy Halder Shuai Wang Giovanni Paolini Neha Ann John Miguel Ballesteros Smaranda Muresan 71 1 0 19 May 2023
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis Kevin Scaria Himanshu Gupta Siddharth Goyal Saurabh Arjun Sawant Swaroop Mishra Chitta Baral 88 34 0 16 Feb 2023