Large Language Model as Attributed Training Data Generator: A Tale of Diversity and Bias

28 June 2023

Alexander Ratner

Papers citing "Large Language Model as Attributed Training Data Generator: A Tale of Diversity and Bias"

43 / 43 papers shown

Title
CRAFT: Cultural Russian-Oriented Dataset Adaptation for Focused Text-to-Image Generation Viacheslav Vasilev V. Arkhipkin Julia Agafonova Tatiana Nikulina Evelina Mironova Alisa Shichanina Nikolai Gerasimenko Mikhail Shoytov Denis Dimitrov 46 0 0 07 May 2025
Synthline: A Product Line Approach for Synthetic Requirements Engineering Data Generation using Large Language Models Abdelkarim El-Hajjami Camille Salinesi SyDa 39 0 0 06 May 2025
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 Presented at ResearchTrend Connect \| LLMAG on 21 May 2025 108 4 1 02 Apr 2025
Mitigating Tail Narrowing in LLM Self-Improvement via Socratic-Guided Sampling Yiwen Ding Zhiheng Xi Wei He Zhuoyuan Li Yitao Zhai Xiaowei Shi Xunliang Cai Tao Gui Qi Zhang Xuanjing Huang LRM 77 3 0 24 Feb 2025
Mitigating the Privacy Issues in Retrieval-Augmented Generation (RAG) via Pure Synthetic Data Shenglai Zeng Jiankun Zhang Pengfei He J. Ren Tianqi Zheng Hanqing Lu Han Xu Hui Liu Yue Xing Jiliang Tang 146 9 0 21 Feb 2025
Scaling Text-Rich Image Understanding via Code-Guided Synthetic Multimodal Data Generation Yuqing Yang Ajay Patel Matt Deitke Tanmay Gupta Luca Weihs ... Mark Yatskar Chris Callison-Burch Ranjay Krishna Aniruddha Kembhavi Christopher Clark SyDa 78 2 0 20 Feb 2025
Building A Proof-Oriented Programmer That Is 64% Better Than GPT-4o Under Data Scarcity Dylan Zhang Justin Wang Tianran Sun 56 1 0 17 Feb 2025
Measuring Diversity in Synthetic Datasets Yuchang Zhu Huizhe Zhang Bingzhe Wu Jintang Li Zibin Zheng Peilin Zhao Liang Chen Yatao Bian 100 0 0 12 Feb 2025
Few-shot LLM Synthetic Data with Distribution Matching Jiyuan Ren Zhaocheng Du Zhihao Wen Qinglin Jia Sunhao Dai Chuhan Wu Zhenhua Dong SyDa 87 0 0 09 Feb 2025
Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning Yibo Yan Shen Wang Jiahao Huo Jingheng Ye Zhendong Chu Xuming Hu Philip S. Yu Carla P. Gomes B. Selman Qingsong Wen LRM 130 9 0 05 Feb 2025
Assessing Data Augmentation-Induced Bias in Training and Testing of Machine Learning Models Riddhi More Jeremy S. Bradbury 59 0 0 03 Feb 2025
Diverse Preference Optimization Jack Lanchantin Angelica Chen S. Dhuliawala Ping Yu Jason Weston Sainbayar Sukhbaatar Ilia Kulikov 97 4 0 30 Jan 2025
Hands-On Tutorial: Labeling with LLM and Human-in-the-Loop Ekaterina Artemova Akim Tsvigun Dominik Schlechtweg Natalia Fedorova Konstantin Chernyshev Sergei Tilga Boris Obmoroshev SyDa VLM 163 0 0 28 Jan 2025
Knowledge-Infused Prompting: Assessing and Advancing Clinical Text Data Generation with Large Language Models Ran Xu Hejie Cui Yue Yu Xuan Kan Wenqi Shi Yuchen Zhuang Wei Jin Joyce C. Ho Carl Yang 69 14 0 28 Jan 2025
Surveying Attitudinal Alignment Between Large Language Models Vs. Humans Towards 17 Sustainable Development Goals Qingyang Wu Ying Xu Tingsong Xiao Yunze Xiao Yitong Li ... Yichi Zhang Shanghai Zhong Yuwei Zhang Wei Lu Yifan Yang 78 2 0 17 Jan 2025
WarriorCoder: Learning from Expert Battles to Augment Code Large Language Models Huawen Feng Pu Zhao Qingfeng Sun Can Xu Fangkai Yang ... Qianli Ma Qingwei Lin Saravan Rajmohan Dongmei Zhang Qi Zhang AAML ALM 62 0 0 23 Dec 2024
CorrSynth -- A Correlated Sampling Method for Diverse Dataset Generation from LLMs Suhas S Kowshik Abhishek Divekar Vijit Malik SyDa 37 0 0 13 Nov 2024
Montessori-Instruct: Generate Influential Training Data Tailored for Student Learning Xiaochuan Li Zichun Yu Chenyan Xiong SyDa 33 1 0 18 Oct 2024
StyleDistance: Stronger Content-Independent Style Embeddings with Synthetic Parallel Examples Ajay Patel Jiacheng Zhu Justin Qiu Zachary Horvitz Marianna Apidianaki Kathleen McKeown Chris Callison-Burch 63 3 0 16 Oct 2024
Mitigating Propensity Bias of Large Language Models for Recommender Systems Guixian Zhang Guan Yuan Debo Cheng Lin Liu Jiuyong Li Shichao Zhang 44 2 0 30 Sep 2024
ToxiCraft: A Novel Framework for Synthetic Generation of Harmful Information Zheng Hui Zhaoxiao Guo Hang Zhao Juanyong Duan Congrui Huang 44 6 0 23 Sep 2024
SYNTHEVAL: Hybrid Behavioral Testing of NLP Models with Synthetic CheckLists Raoyuan Zhao Abdullatif Köksal Yihong Liu Leonie Weissweiler Anna Korhonen Hinrich Schütze SyDa 41 1 0 30 Aug 2024
Boosting Reward Model with Preference-Conditional Multi-Aspect Synthetic Data Generation Jiaming Shen Ran Xu Yennie Jun Zhen Qin Tianqi Liu Carl Yang Yi Liang Simon Baumgartner Michael Bendersky SyDa 67 4 0 22 Jul 2024
Leveraging Large Language Models for Integrated Satellite-Aerial-Terrestrial Networks: Recent Advances and Future Directions Shumaila Javaid R. A. Khalil Nasir Saeed Bin He Mohamed-Slim Alouini 39 9 0 05 Jul 2024
When Search Engine Services meet Large Language Models: Visions and Challenges Haoyi Xiong Jiang Bian Yuchen Li Xuhong Li Jundong Li Shuaiqiang Wang Dawei Yin Sumi Helal 53 29 0 28 Jun 2024
1+1>2: Can Large Language Models Serve as Cross-Lingual Knowledge Aggregators? Yue Huang Chenrui Fan Yuan Li Siyuan Wu Tianyi Zhou Xiangliang Zhang Lichao Sun 53 3 0 20 Jun 2024
Know the Unknown: An Uncertainty-Sensitive Method for LLM Instruction Tuning Jiaqi Li Yixuan Tang Yi Yang 46 5 0 14 Jun 2024
OR-Bench: An Over-Refusal Benchmark for Large Language Models Justin Cui Wei-Lin Chiang Ion Stoica Cho-Jui Hsieh ALM 38 35 0 31 May 2024
Privacy Preserving Prompt Engineering: A Survey Kennedy Edemacu Xintao Wu 53 18 0 09 Apr 2024
Measuring Political Bias in Large Language Models: What Is Said and How It Is Said Yejin Bang Delong Chen Nayeon Lee Pascale Fung 37 26 0 27 Mar 2024
Synthesize Step-by-Step: Tools, Templates and LLMs as Data Generators for Reasoning-Based Chart VQA Zhuowan Li Bhavan A. Jasani Peng Tang Shabnam Ghadar LRM 39 8 0 25 Mar 2024
TELEClass: Taxonomy Enrichment and LLM-Enhanced Hierarchical Text Classification with Minimal Supervision Yunyi Zhang Ruozhen Yang Xueqiang Xu Rui Li Jinfeng Xiao Jiaming Shen Jiawei Han 45 10 0 29 Feb 2024
LLM-Assisted Content Conditional Debiasing for Fair Text Embedding Wenlong Deng Blair Chen Beidi Zhao Chiyu Zhang Xiaoxiao Li Christos Thrampoulidis 35 0 0 22 Feb 2024
LLM360: Towards Fully Transparent Open-Source LLMs Zhengzhong Liu Aurick Qiao W. Neiswanger Hongyi Wang Bowen Tan ... Zhiting Hu Mark Schulze Preslav Nakov Timothy Baldwin Eric Xing 49 70 0 11 Dec 2023
When does In-context Learning Fall Short and Why? A Study on Specification-Heavy Tasks Hao Peng Xiaozhi Wang Jianhui Chen Weikai Li Y. Qi ... Zhili Wu Kaisheng Zeng Bin Xu Lei Hou Juanzi Li 34 28 0 15 Nov 2023
PolyIE: A Dataset of Information Extraction from Polymer Material Scientific Literature Jerry Junyang Cheung Yuchen Zhuang Yinghao Li Pranav Shetty Wantian Zhao Sanjeev Grampurohit R. Ramprasad Chao Zhang AI4CE 14 11 0 13 Nov 2023
Bias Testing and Mitigation in LLM-based Code Generation Dong Huang Qingwen Bu Jie M. Zhang Xiaofei Xie Junjie Chen Heming Cui 48 20 0 03 Sep 2023
Instruction Tuning with GPT-4 Baolin Peng Chunyuan Li Pengcheng He Michel Galley Jianfeng Gao SyDa ALM LM&MA 165 579 0 06 Apr 2023
Mixture of Soft Prompts for Controllable Data Generation Derek Chen Celine Lee Yunan Lu Domenic Rosati Zhou Yu 117 22 0 02 Mar 2023
ProGen: Progressive Zero-shot Dataset Generation via In-context Feedback Jiacheng Ye Jiahui Gao Jiangtao Feng Zhiyong Wu Tao Yu Lingpeng Kong SyDa VLM 78 72 0 22 Oct 2022
Self-Guided Noise-Free Data Generation for Efficient Zero-Shot Learning Jiahui Gao Renjie Pi Yong Lin Hang Xu Jiacheng Ye Zhiyong Wu Weizhong Zhang Xiaodan Liang Zhenguo Li Lingpeng Kong SyDa VLM 75 45 0 25 May 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 366 12,003 0 04 Mar 2022
RAFT: A Real-World Few-Shot Text Classification Benchmark Neel Alex Eli Lifland Lewis Tunstall A. Thakur Pegah Maham ... Carolyn Ashurst Paul Sedille A. Carlier M. Noetel Andreas Stuhlmuller RALM 184 56 0 28 Sep 2021