Scaling Synthetic Data Creation with 1,000,000,000 Personas

28 June 2024

Papers citing "Scaling Synthetic Data Creation with 1,000,000,000 Personas"

50 / 81 papers shown

Title
Towards Multi-Agent Reasoning Systems for Collaborative Expertise Delegation: An Exploratory Design Study Baixuan Xu Chunyang Li Weiqi Wang Wei Fan Tianshi Zheng H. Shi Tao Fan Yangqiu Song Qiang Yang 9 0 0 12 May 2025
Bounding Box-Guided Diffusion for Synthesizing Industrial Images and Segmentation Map Alessandro Simoni Francesco Pelosin 33 0 0 06 May 2025
HyPerAlign: Hypotheses-driven Personalized Alignment Cristina Garbacea Chenhao Tan 39 0 0 29 Apr 2025
TF1-EN-3M: Three Million Synthetic Moral Fables for Training Small, Open Language Models Mihai Nadas Laura Diosan Andrei Piscoran Andreea Tomescu VGen 50 0 0 29 Apr 2025
Improving LLM Personas via Rationalization with Psychological Scaffolds Brihi Joshi Xiang Ren Swabha Swayamdipta Rik Koncel-Kedziorski Tim Paek 68 0 0 25 Apr 2025
Instruction-Tuning Data Synthesis from Scratch via Web Reconstruction Yuxin Jiang Y. Wang Chuhan Wu Xinyi Dai Yan Xu ... Y. Wang Xin Jiang Lifeng Shang R. Tang W. Wang 17 0 0 22 Apr 2025
Know Me, Respond to Me: Benchmarking LLMs for Dynamic User Profiling and Personalized Responses at Scale Bowen Jiang Zhuoqun Hao Y. Cho B. Li Yuan Yuan Sihao Chen Lyle Ungar Camillo J. Taylor Dan Roth 21 0 0 19 Apr 2025
MetaSynth: Meta-Prompting-Driven Agentic Scaffolds for Diverse Synthetic Data Generation Haris Riaz Sourav Sanjukta Bhabesh Vinayak Arannil Miguel Ballesteros Graham Horwood SyDa 33 0 0 17 Apr 2025
OpenTuringBench: An Open-Model-based Benchmark and Framework for Machine-Generated Text Detection and Attribution Lucio La Cava Andrea Tagarelli DeLMO VLM 46 0 0 15 Apr 2025
Nemotron-CrossThink: Scaling Self-Learning beyond Math Reasoning Syeda Nahida Akter Shrimai Prabhumoye Matvei Novikov Seungju Han Ying Lin ... Eric Nyberg Yejin Choi M. Patwary M. Shoeybi Bryan Catanzaro ReLM OffRL LRM 44 0 1 15 Apr 2025
SynthTRIPs: A Knowledge-Grounded Framework for Benchmark Query Generation for Personalized Tourism Recommenders Ashmi Banerjee Adithi Satish Fitri Nur Aisyah Wolfgang Wörndl Yashar Deldjoo AI4TS 28 0 0 12 Apr 2025
APIGen-MT: Agentic Pipeline for Multi-Turn Data Generation via Simulated Agent-Human Interplay Akshara Prabhakar Z. Liu Weiran Yao Jianguo Zhang Ming Zhu ... Juan Carlos Niebles Shelby Heinecke H. Wang S. Caiming Xiong VGen 64 1 0 04 Apr 2025
We Need Improved Data Curation and Attribution in AI for Scientific Discovery Mara Graziani Antonio Foncubierta Dimitrios Christofidellis Irina Espejo Morales Malina Molnar Marvin Alberts Matteo Manica Jannis Born 29 0 0 03 Apr 2025
XL-Instruct: Synthetic Data for Cross-Lingual Open-Ended Generation Vivek Iyer Ricardo Rei Pinzhen Chen Alexandra Birch SyDa LM&MA 57 0 0 29 Mar 2025
Factored Agents: Decoupling In-Context Learning and Memorization for Robust Tool Use Nicholas Roth Christopher Hidey Lucas Spangher William Arnold Chang Ye Nick Masiewicki Jinoo Baek Peter Grabowski Eugene Ie LLMAG 43 0 0 29 Mar 2025
Generating Synthetic Oracle Datasets to Analyze Noise Impact: A Study on Building Function Classification Using Tweets Shanshan Bai Anna Kruspe X. X. Zhu 44 0 0 28 Mar 2025
Scaling Laws of Synthetic Data for Language Models Zeyu Qin Qingxiu Dong Xingxing Zhang Li Dong Xiaolong Huang ... Hany Awadalla Yi R. Fung Weizhu Chen Minhao Cheng Furu Wei SyDa 63 1 0 25 Mar 2025
A Survey of Large Language Model Agents for Question Answering Murong Yue LLMAG LM&MA ELM 50 0 0 24 Mar 2025
ConvoGen: Enhancing Conversational AI with Synthetic Data: A Multi-Agent Approach Reem Gody Mahmoud Goudy Ahmed Tawfik SyDa 47 0 0 21 Mar 2025
LLM Generated Persona is a Promise with a Catch Ang Li Haozhe Chen Hongseok Namkoong Tianyi Peng 43 1 0 18 Mar 2025
Not All Personas Are Worth It: Culture-Reflective Persona Data Augmentation Ji-Eun Han Yoonseok Heo 37 0 0 17 Mar 2025
MetaScale: Test-Time Scaling with Evolving Meta-Thoughts Qin Liu Wenxuan Zhou Nan Xu James Y. Huang Fei-Yue Wang Sheng Zhang Hoifung Poon M. Chen LLMAG ReLM AI4Cl LRM 77 1 0 17 Mar 2025
Modeling Thousands of Human Annotators for Generalizable Text-to-Image Person Re-identification Jiayu Jiang Changxing Ding Wentao Tan Junhong Wang Jin Tao Xiangmin Xu 47 1 0 13 Mar 2025
Group Preference Alignment: Customized LLM Response Generation from In-Situ Conversations Ishani Mondal Jack W. Stokes S. Jauhar Longqi Yang Mengting Wan Xiaofeng Xu Xia Song Jennifer Neville 38 0 0 11 Mar 2025
Toward Multi-Session Personalized Conversation: A Large-Scale Dataset and Hierarchical Tree Framework for Implicit Reasoning Xintong Li Jalend Bantupalli Ria Dharmani Yuwei Zhang Jingbo Shang 38 1 0 10 Mar 2025
VizTrust: A Visual Analytics Tool for Capturing User Trust Dynamics in Human-AI Communication Xin Wang Stephanie Tulk Jesso Sadamori Kojaku David M Neyens Min Sun Kim 34 0 0 10 Mar 2025
Language Model Personalization via Reward Factorization Idan Shenfeld Felix Faltings Pulkit Agrawal Aldo Pacchiano 36 1 0 08 Mar 2025
TIMER: Temporal Instruction Modeling and Evaluation for Longitudinal Clinical Records Hejie Cui Alyssa Unell Bowen Chen Jason Alan Fries Emily Alsentzer Sanmi Koyejo N. Shah 65 0 0 06 Mar 2025
MAS-GPT: Training LLMs to Build LLM-based Multi-Agent Systems Rui Ye Shuo Tang Rui Ge Yaxin Du Zhenfei Yin S. Chen Jing Shao LLMAG 74 1 0 05 Mar 2025
Adaptively evaluating models with task elicitation Davis Brown Prithvi Balehannina Helen Jin Shreya Havaldar Hamed Hassani Eric Wong ALM ELM 75 0 0 03 Mar 2025
PersonaBench: Evaluating AI Models on Understanding Personal Information through Accessing (Synthetic) Private User Data Juntao Tan Liangwei Yang Zuxin Liu Z. Liu Rithesh Murthy ... Shirley Kokane S. H. Wang Caiming Xiong Shelby Heinecke SyDa 30 1 0 28 Feb 2025
LLM as a Broken Telephone: Iterative Generation Distorts Information Amr Mohamed Mingmeng Geng Michalis Vazirgiannis Guokan Shang 49 1 0 27 Feb 2025
FRIDA to the Rescue! Analyzing Synthetic Data Effectiveness in Object-Based Common Sense Reasoning for Disaster Response Mollie Shichman C. Bonial Austin Blodgett Taylor Hudson Francis Ferraro Rachel Rudinger SyDa 56 0 0 25 Feb 2025
PersonaMath: Boosting Mathematical Reasoning via Persona-Driven Data Augmentation Jing Luo Longze Chen Run Luo Liang Zhu Chang Ao ... A. Argha Hamid Alinejad-Rokny Chengming Li Shiwen Ni Min Yang SyDa AIMat 75 0 0 24 Feb 2025
WildLong: Synthesizing Realistic Long-Context Instruction Data at Scale Jiaxi Li Xingxing Zhang Xun Wang Xiaolong Huang Li Dong Liang Wang Si-Qing Chen Wei Lu Furu Wei SyDa 52 0 0 23 Feb 2025
Synthesizing Post-Training Data for LLMs through Multi-Agent Simulation Shuo Tang Xianghe Pang Zexi Liu Bohan Tang Rui Ye Xiaowen Dong Y. Wang Yanfeng Wang S. Chen SyDa LLMAG 106 3 0 21 Feb 2025
Can LLMs Simulate L2-English Dialogue? An Information-Theoretic Analysis of L1-Dependent Biases Rena Gao Xuetong Wu Tatsuki Kuribayashi Mingrui Ye Siya Qi Carsten Roever Y. Liu Zheng Yuan Jey Han Lau 74 0 0 21 Feb 2025
Scaling Text-Rich Image Understanding via Code-Guided Synthetic Multimodal Data Generation Y. Yang Ajay Patel Matt Deitke Tanmay Gupta Luca Weihs ... Mark Yatskar Chris Callison-Burch Ranjay Krishna Aniruddha Kembhavi Christopher Clark SyDa 56 1 0 21 Feb 2025
Preference Optimization for Reasoning with Pseudo Feedback Fangkai Jiao Geyang Guo Xingxing Zhang Nancy F. Chen Shafiq R. Joty Furu Wei LRM 87 8 0 17 Feb 2025
Designing Role Vectors to Improve LLM Inference Behaviour Daniele Potertì Andrea Seveso Fabio Mercorio LLMSV 35 0 0 17 Feb 2025
From Personas to Talks: Revisiting the Impact of Personas on LLM-Synthesized Emotional Support Conversations Shenghan Wu Yang Deng Yimo Zhu W. Hsu M. Lee 48 2 0 17 Feb 2025
InfoQuest: Evaluating Multi-Turn Dialogue Agents for Open-Ended Conversations with Hidden Context Bryan L. M. de Oliveira Luana G. B. Martins Bruno Brandão L. Melo ELM 67 1 0 17 Feb 2025
FinMTEB: Finance Massive Text Embedding Benchmark Yixuan Tang Yi Yang AIFin 42 0 0 16 Feb 2025
LLM-Powered Benchmark Factory: Reliable, Generic, and Efficient Peiwen Yuan Shaoxiong Feng Yiwei Li X. U. Wang Y. Zhang Jiayi Shi Chuyi Tan Boyuan Pan Yao Hu Kan Li 59 2 0 02 Feb 2025
OpenCharacter: Training Customizable Role-Playing LLMs with Large-Scale Synthetic Personas Xiaoyang Wang H. Zhang Tao Ge W. Yu Dian Yu Dong Yu AI4CE 26 2 0 28 Jan 2025
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 68 1 0 16 Jan 2025
Map2Text: New Content Generation from Low-Dimensional Visualizations Xingjian Zhang Ziyang Xiong Shixuan Liu Yutong Xie Tolga Ergen Dongsub Shim Hua Xu Honglak Lee Qiaozhu Me 33 0 0 24 Dec 2024
MAG-V: A Multi-Agent Framework for Synthetic Data Generation and Verification Saptarshi Sengupta Kristal Curtis Akshay Mallipeddi Abhinav Mathur Joseph Ross Liang Gou Liang Gou LLMAG SyDa 88 1 0 28 Nov 2024
Low-Bit Quantization Favors Undertrained LLMs: Scaling Laws for Quantized LLMs with 100T Training Tokens Xu Ouyang Tao Ge Thomas Hartvigsen Zhisong Zhang Haitao Mi Dong Yu MQ 80 1 0 26 Nov 2024
Compound-QA: A Benchmark for Evaluating LLMs on Compound Questions Yutao Hou Yajing Luo Zhiwen Ruan H. Wang Weifeng Ge Y. Chen Guanhua Chen ELM 34 0 0 15 Nov 2024