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LLMs generate structurally realistic social networks but overestimate political homophily

29 August 2024

Papers citing "LLMs generate structurally realistic social networks but overestimate political homophily"

35 / 35 papers shown

Title
MOSAIC: Modeling Social AI for Content Dissemination and Regulation in Multi-Agent Simulations Genglin Liu Salman Rahman Elisa Kreiss Marzyeh Ghassemi Saadia Gabriel Saadia Gabriel 112 0 0 10 Apr 2025
LLM Generated Persona is a Promise with a Catch Ang Li Haozhe Chen Hongseok Namkoong Tianyi Peng 97 5 0 18 Mar 2025
Can A Society of Generative Agents Simulate Human Behavior and Inform Public Health Policy? A Case Study on Vaccine Hesitancy Abe Bohan Hou H. Du Yichen Wang Jingyu Zhang Zixiao Wang Paul Pu Liang Daniel Khashabi Lauren M. Gardner Tianxing He 127 1 0 12 Mar 2025
Emergent social conventions and collective bias in LLM populations Ariel Flint Ashery L. Aiello Andrea Baronchelli AI4CE 95 5 0 11 Oct 2024
Exploring the Potential of Large Language Models in Graph Generation Yang Yao Xin Eric Wang Zeyang Zhang Yi Qin Ziwei Zhang Xu Chu Yuekui Yang Wenwu Zhu Hong-yan Mei 89 13 0 21 Mar 2024
Gemma: Open Models Based on Gemini Research and Technology Gemma Team Gemma Team Thomas Mesnard Cassidy Hardin Robert Dadashi Surya Bhupatiraju ... Armand Joulin Noah Fiedel Evan Senter Alek Andreev Kathleen Kenealy VLM LLMAG 242 513 0 13 Mar 2024
Network Formation and Dynamics Among Multi-LLMs Marios Papachristou Yuan Yuan 104 13 0 16 Feb 2024
Faithfulness vs. Plausibility: On the (Un)Reliability of Explanations from Large Language Models Chirag Agarwal Sree Harsha Tanneru Himabindu Lakkaraju LRM 101 43 0 07 Feb 2024
Large Language Models on Graphs: A Comprehensive Survey Bowen Jin Gang Liu Chi Han Meng Jiang Heng Ji Jiawei Han AI4CE 117 161 0 05 Dec 2023
A Survey of Graph Meets Large Language Model: Progress and Future Directions Yuhan Li Zhixun Li Peisong Wang Jia Li Xiangguo Sun Hongtao Cheng Jeffrey Xu Yu 152 61 0 21 Nov 2023
Simulating Opinion Dynamics with Networks of LLM-based Agents Yun-Shiuan Chuang Agam Goyal Nikunj Harlalka Siddharth Suresh Robert Hawkins Sijia Yang Dhavan Shah Junjie Hu Timothy T. Rogers AI4CE 121 73 0 16 Nov 2023
Bias Runs Deep: Implicit Reasoning Biases in Persona-Assigned LLMs Shashank Gupta Vaishnavi Shrivastava Ameet Deshpande Ashwin Kalyan Peter Clark Ashish Sabharwal Tushar Khot 210 122 0 08 Nov 2023
SOTOPIA: Interactive Evaluation for Social Intelligence in Language Agents Xuhui Zhou Hao Zhu Leena Mathur Ruohong Zhang Haofei Yu ... Louis-Philippe Morency Yonatan Bisk Daniel Fried Graham Neubig Maarten Sap LLMAG 89 154 0 18 Oct 2023
CoMPosT: Characterizing and Evaluating Caricature in LLM Simulations Myra Cheng Tiziano Piccardi Diyi Yang LLMAG 102 76 0 17 Oct 2023
Understanding the Effects of RLHF on LLM Generalisation and Diversity Robert Kirk Ishita Mediratta Christoforos Nalmpantis Jelena Luketina Eric Hambro Edward Grefenstette Roberta Raileanu AI4CE ALM 212 150 0 10 Oct 2023
GraphText: Graph Reasoning in Text Space Jianan Zhao Le Zhuo Yikang Shen Meng Qu Kai Liu Michael M. Bronstein Zhaocheng Zhu Jian Tang 192 80 0 02 Oct 2023
Language is All a Graph Needs Ruosong Ye Caiqi Zhang Runhui Wang Shuyuan Xu Yongfeng Zhang AI4CE 168 171 0 14 Aug 2023
Exploring the Potential of Large Language Models (LLMs) in Learning on Graphs Zhikai Chen Haitao Mao Hang Li Wei Jin Haifang Wen ... Shuaiqiang Wang D. Yin Wenqi Fan Hui Liu Jiliang Tang AI4CE 162 288 0 07 Jul 2023
Unifying Large Language Models and Knowledge Graphs: A Roadmap Shirui Pan Linhao Luo Yufei Wang Chen Chen Jiapu Wang Xindong Wu KELM 160 790 0 14 Jun 2023
Marked Personas: Using Natural Language Prompts to Measure Stereotypes in Language Models Myra Cheng Esin Durmus Dan Jurafsky 73 204 0 29 May 2023
Can Language Models Solve Graph Problems in Natural Language? Heng Wang Shangbin Feng Tianxing He Zhaoxuan Tan Xiaochuang Han Yulia Tsvetkov ReLM LRM 117 199 0 17 May 2023
Toxicity in ChatGPT: Analyzing Persona-assigned Language Models Ameet Deshpande Vishvak Murahari Tanmay Rajpurohit Ashwin Kalyan Karthik Narasimhan LM&MA LLMAG 96 374 0 11 Apr 2023
Generative Agents: Interactive Simulacra of Human Behavior J. Park Joseph C. O'Brien Carrie J. Cai Meredith Ringel Morris Percy Liang Michael S. Bernstein LM&Ro AI4CE 428 1,999 0 07 Apr 2023
Whose Opinions Do Language Models Reflect? Shibani Santurkar Esin Durmus Faisal Ladhak Cinoo Lee Percy Liang Tatsunori Hashimoto 121 448 0 30 Mar 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.6K 14,852 0 15 Mar 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 1.6K 13,545 0 27 Feb 2023
The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation Jochen Hartmann Jasper Schwenzow Maximilian Witte 89 224 0 05 Jan 2023
Out of One, Many: Using Language Models to Simulate Human Samples Lisa P. Argyle Ethan C. Busby Nancy Fulda Joshua R Gubler Christopher Rytting David Wingate SyDa 105 617 0 14 Sep 2022
Using Large Language Models to Simulate Multiple Humans and Replicate Human Subject Studies Gati Aher RosaI. Arriaga Adam Tauman Kalai 176 405 0 18 Aug 2022
Social Simulacra: Creating Populated Prototypes for Social Computing Systems J. Park Lindsay Popowski Carrie J. Cai Meredith Ringel Morris Percy Liang Michael S. Bernstein 85 299 0 08 Aug 2022
A Systematic Survey on Deep Generative Models for Graph Generation Xiaojie Guo Liang Zhao MedIm 159 150 0 13 Jul 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 1.2K 42,712 0 28 May 2020
Datasheets for Datasets Timnit Gebru Jamie Morgenstern Briana Vecchione Jennifer Wortman Vaughan Hanna M. Wallach Hal Daumé Kate Crawford 312 2,212 0 23 Mar 2018
GraphRNN: Generating Realistic Graphs with Deep Auto-regressive Models Jiaxuan You Rex Ying Xiang Ren William L. Hamilton J. Leskovec GNN BDL 153 854 0 24 Feb 2018
GraphVAE: Towards Generation of Small Graphs Using Variational Autoencoders M. Simonovsky N. Komodakis GNN BDL 159 859 0 09 Feb 2018