Effects of diversity incentives on sample diversity and downstream model
performance in LLM-based text augmentation

Effects of diversity incentives on sample diversity and downstream model performance in LLM-based text augmentation

12 January 2024

Branislav Pecher

Peter Brusilovsky

Papers citing "Effects of diversity incentives on sample diversity and downstream model performance in LLM-based text augmentation"

15 / 15 papers shown

Title
Diversity-Oriented Data Augmentation with Large Language Models Zaitian Wang Jinghan Zhang Xinhao Zhang Kunpeng Liu Pengfei Wang Yuanchun Zhou 78 1 0 17 Feb 2025
A Survey on Data Synthesis and Augmentation for Large Language Models Ke Wang Jiahui Zhu Minjie Ren Z. Liu Shiwei Li ... Chenkai Zhang Xiaoyu Wu Qiqi Zhan Qingjie Liu Yunhong Wang SyDa 38 15 0 16 Oct 2024
DragEntity: Trajectory Guided Video Generation using Entity and Positional Relationships Zhang Wan Sheng Tang Jiawei Wei Ruize Zhang Juan Cao VGen 17 2 0 14 Oct 2024
Exploring LLM-based Data Annotation Strategies for Medical Dialogue Preference Alignment Chengfeng Dou Y. Zhang Zhi Jin Wenpin Jiao Haiyan Zhao Yongqiang Zhao Zhengwei Tao 30 0 0 05 Oct 2024
LLM-DER:A Named Entity Recognition Method Based on Large Language Models for Chinese Coal Chemical Domain Le Xiao Yunfei Xu Jing Zhao 22 1 0 16 Sep 2024
LLMs vs Established Text Augmentation Techniques for Classification: When do the Benefits Outweight the Costs? Ján Cegin Jakub Simko Peter Brusilovsky 18 1 0 29 Aug 2024
Fighting Randomness with Randomness: Mitigating Optimisation Instability of Fine-Tuning using Delayed Ensemble and Noisy Interpolation Branislav Pecher Ján Cegin Róbert Belanec Jakub Simko Ivan Srba M. Bieliková 37 1 0 18 Jun 2024
A Comprehensive Survey on Data Augmentation Zaitian Wang Pengfei Wang Kunpeng Liu Pengyang Wang Yanjie Fu Chang-Tien Lu Charu Aggarwal Jian Pei Yuanchun Zhou ViT 92 19 0 15 May 2024
Improving Demonstration Diversity by Human-Free Fusing for Text-to-SQL Dingzirui Wang Longxu Dou Xuanliang Zhang Qingfu Zhu Wanxiang Che 21 7 0 16 Feb 2024
Task Contamination: Language Models May Not Be Few-Shot Anymore Changmao Li Jeffrey Flanigan 92 87 0 26 Dec 2023
A Ship of Theseus: Curious Cases of Paraphrasing in LLM-Generated Texts Nafis Irtiza Tripto Saranya Venkatraman Dominik Macko Robert Moro Ivan Srba Adaku Uchendu Thai V. Le Dongwon Lee DeLMO 35 16 0 14 Nov 2023
ZeroShotDataAug: Generating and Augmenting Training Data with ChatGPT S. Ubani S. Polat Rodney D. Nielsen 84 51 0 27 Apr 2023
Novelty Controlled Paraphrase Generation with Retrieval Augmented Conditional Prompt Tuning Jishnu Ray Chowdhury Yong Zhuang Shuyi Wang 129 39 0 01 Feb 2022
Toward Learning Human-aligned Cross-domain Robust Models by Countering Misaligned Features Haohan Wang Zeyi Huang Hanlin Zhang Yong Jae Lee Eric P. Xing OOD 120 16 0 05 Nov 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 241 1,898 0 31 Dec 2020