Unveiling the Flaws: Exploring Imperfections in Synthetic Data and
Mitigation Strategies for Large Language Models

Unveiling the Flaws: Exploring Imperfections in Synthetic Data and Mitigation Strategies for Large Language Models

18 June 2024

Bingning Wang

Wayne Xin Zhao

Ji-Rong Wen

Weipeng Chen

Papers citing "Unveiling the Flaws: Exploring Imperfections in Synthetic Data and Mitigation Strategies for Large Language Models"

5 / 5 papers shown

Title
An Illusion of Progress? Assessing the Current State of Web Agents Tianci Xue Weijian Qi Tianneng Shi Chan Hee Song Boyu Gou D. Song Huan Sun Yu Su LLMAG ELM 79 4 1 02 Apr 2025
Montessori-Instruct: Generate Influential Training Data Tailored for Student Learning Xiaochuan Li Zichun Yu Chenyan Xiong SyDa 21 1 0 18 Oct 2024
Magicoder: Empowering Code Generation with OSS-Instruct Yuxiang Wei Zhe Wang Jiawei Liu Yifeng Ding Lingming Zhang SyDa 32 89 0 04 Dec 2023
Synthetic Data Generation with Large Language Models for Text Classification: Potential and Limitations Zhuoyan Li Hangxiao Zhu Zhuoran Lu Ming Yin SyDa 65 65 0 11 Oct 2023
Knowledge Unlearning for Mitigating Privacy Risks in Language Models Joel Jang Dongkeun Yoon Sohee Yang Sungmin Cha Moontae Lee Lajanugen Logeswaran Minjoon Seo KELM PILM MU 142 110 0 04 Oct 2022