Steering Language Generation: Harnessing Contrastive Expert Guidance and
Negative Prompting for Coherent and Diverse Synthetic Data Generation

Steering Language Generation: Harnessing Contrastive Expert Guidance and Negative Prompting for Coherent and Diverse Synthetic Data Generation

15 August 2023

Charles OÑeill

Jack Miller

Papers citing "Steering Language Generation: Harnessing Contrastive Expert Guidance and Negative Prompting for Coherent and Diverse Synthetic Data Generation"

7 / 7 papers shown

Title
Aligning Instruction Tuning with Pre-training Yiming Liang Tianyu Zheng Xinrun Du Ge Zhang J. Liu ... Zhaoxiang Zhang Wenhao Huang Jiajun Zhang Xiang Yue Jiajun Zhang 78 1 0 16 Jan 2025
The Parrot Dilemma: Human-Labeled vs. LLM-augmented Data in Classification Tasks Anders Giovanni Møller Jacob Aarup Dalsgaard Arianna Pera L. Aiello 59 33 0 26 Apr 2023
Exploiting Asymmetry for Synthetic Training Data Generation: SynthIE and the Case of Information Extraction Martin Josifoski Marija Sakota Maxime Peyrard Robert West SyDa 54 76 0 07 Mar 2023
On the Transformation of Latent Space in Fine-Tuned NLP Models Nadir Durrani Hassan Sajjad Fahim Dalvi Firoj Alam 24 17 0 23 Oct 2022
Classifiers are Better Experts for Controllable Text Generation Askhat Sitdikov Nikita Balagansky Daniil Gavrilov Alexander Markov 30 5 0 15 May 2022
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 38 135 0 17 Feb 2021
Data Augmentation using Pre-trained Transformer Models Varun Kumar Ashutosh Choudhary Eunah Cho VLM 206 315 0 04 Mar 2020