Instruction Tuning for Few-Shot Aspect-Based Sentiment Analysis

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

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

14 / 14 papers shown

Title
Span-level Emotion-Cause-Category Triplet Extraction with Instruction Tuning LLMs and Data Augmentation Xiaomeng Li Dong Yang Xiaogang Zhu Faliang Huang Peng Zhang Zhongying Zhao 34 0 0 13 Apr 2025
Generating Synthetic Datasets for Few-shot Prompt Tuning Xu Guo Zilin Du Boyang Li Chunyan Miao 42 1 0 08 Oct 2024
Sentiment Reasoning for Healthcare Khai Le-Duc Khai-Nguyen Nguyen Bach Phan Tat Duy Le Jerry Ngo Long Vo-Dang Anh Totti Nguyen Truong-Son Hy LRM 41 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 55 1 0 16 Jun 2024
It is Simple Sometimes: A Study On Improving Aspect-Based Sentiment Analysis Performance Laura Cabello Uchenna Akujuobi 27 1 0 31 May 2024
Embarrassingly Simple Unsupervised Aspect Based Sentiment Tuple Extraction Kevin Scaria Abyn Scaria Ben Scaria CoGe 26 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 32 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 28 5 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 Fei Wu Guoyin Wang LM&MA 24 546 0 21 Aug 2023
A Unified One-Step Solution for Aspect Sentiment Quad Prediction Junxian Zhou Haiqin Yang Yuxuan He Hao Mou Junbo Yang 24 11 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 19 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 26 25 0 16 Feb 2023
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 213 1,661 0 15 Oct 2021
Aspect Sentiment Quad Prediction as Paraphrase Generation Wenxuan Zhang Yang Deng Xin Li Yifei Yuan Lidong Bing W. Lam 218 183 0 02 Oct 2021