Generating Faithful Synthetic Data with Large Language Models: A Case
Study in Computational Social Science

Generating Faithful Synthetic Data with Large Language Models: A Case Study in Computational Social Science

24 May 2023

Manoel Horta Ribeiro

Martin Josifoski

Ashton Anderson

Papers citing "Generating Faithful Synthetic Data with Large Language Models: A Case Study in Computational Social Science"

9 / 9 papers shown

Title
Towards High-Fidelity Synthetic Multi-platform Social Media Datasets via Large Language Models Henry Tari Nojus Sereiva Rishabh Kaushal T. Bertaglia Adriana Iamnitchi 35 0 0 02 May 2025
Bridging the Fairness Gap: Enhancing Pre-trained Models with LLM-Generated Sentences Liu Yu Ludie Guo Ping Kuang Fan Zhou 44 0 0 12 Jan 2025
The Power of LLM-Generated Synthetic Data for Stance Detection in Online Political Discussions Stefan Sylvius Wagner Maike Behrendt Marc Ziegele Stefan Harmeling 39 9 0 18 Jun 2024
Faithful Persona-based Conversational Dataset Generation with Large Language Models Pegah Jandaghi XiangHai Sheng Xinyi Bai Jay Pujara Hakim Sidahmed 34 21 0 15 Dec 2023
Steering Language Generation: Harnessing Contrastive Expert Guidance and Negative Prompting for Coherent and Diverse Synthetic Data Generation Charles OÑeill Y. Ting 丁 I. Ciucă Jack Miller Thang Bui SyDa 37 1 0 15 Aug 2023
The Parrot Dilemma: Human-Labeled vs. LLM-augmented Data in Classification Tasks Anders Giovanni Møller Jacob Aarup Dalsgaard Arianna Pera L. Aiello 81 35 0 26 Apr 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 328 2,232 0 22 Mar 2023
Exploiting Asymmetry for Synthetic Training Data Generation: SynthIE and the Case of Information Extraction Martin Josifoski Marija Sakota Maxime Peyrard Robert West SyDa 64 78 0 07 Mar 2023
How Faithful is your Synthetic Data? Sample-level Metrics for Evaluating and Auditing Generative Models Ahmed Alaa B. V. Breugel Evgeny S. Saveliev M. Schaar 59 186 0 17 Feb 2021