LLMs generate structurally realistic social networks but overestimate political homophily

The Diffusion of an Innovation Among Physicians

Coleman, J.; Katz, E.; and Menzel, H. 1957 · 1957

Earlier work this paper cites.

The Significance Probability of the Smirnov Two-Sample Test

Hodges Jr., J. L. 1958 · 1958

Earlier work this paper cites.

On Random Graphs I

Erdős, P.; and Rényi, A. 1959 · 1959

Earlier work this paper cites.

Direct Factor Analysis of Sociometric Data

MacRae Jr., D. 1960 · 1960

Earlier work this paper cites.

Strategy and transaction in an African factory

Kapferer, B. 1972 · 1972

Earlier work this paper cites.

Language is All a Graph Needs

Ye, R.; Zhang, C.; Wang, R.; Xu, S.; and Zhang, Y. 2024 · 1973

Earlier work this paper cites.

An Information Flow Model for Conflict and Fission in Small Groups

Zachary, W. W. 1977 · 1977

Earlier work this paper cites.

Stochastic blockmodels: First steps

Holland, P. W.; Laskey, K. B.; and Leinhardt, S. 1983 · 1983

Earlier work this paper cites.

Collective dynamics of ‘small-world’ networks

Watts, D. J.; and Strogatz, S. H. 1998 · 1998

Earlier work this paper cites.

Emergence of scaling in random networks

Barabási, A.-L.; and Albert, R. 1999 · 1999

Earlier work this paper cites.

The Ties That Torture: Simmelian Tie Analysis in Organizations

Krackhardt, D. 1999 · 1999

Earlier work this paper cites.

Birds of a feather: Homophily in social networks

McPherson, M.; Smith-Lovin, L.; and Cook, J. M. 2001 · 2001

Earlier work this paper cites.

Fast algorithm for detecting community structure in networks

Newman, M. E. J. 2004 · 2004

Earlier work this paper cites.

Social Distance in the United States: Sex, Race, Religion, Age, and Education Homophily among Confidants, 1985 to 2004

Smith, J. A.; McPherson, M.; and Smith-Lovin, L. 2014 · 2004

Earlier work this paper cites.

Language Models are Few-Shot Learners

Original

Brown, T. B.; Mann, B.; Ryder, N.; Subbiah, M.; Kaplan, J.; Dhariwal, P.; Neelakantan, A.; Shyam, P.; Sastry, G.; et al. 2020 · 2005

Earlier work this paper cites.

A spatial model for social networks

Wong, L. H.; Pattison, P.; and Robins, G. 2006 · 2006

Earlier work this paper cites.

Fast unfolding of communities in large networks

Blondel, V. D.; Guillaume, J.-L.; Lambiotte, R.; and Lefebvre, E. 2008 · 2008

Earlier work this paper cites.

Generation and analysis of large synthetic social contact networks

Barrett, C. L.; Beckman, R. J.; Khan, M.; Kumar, V. S. A.; Marathe, M. V.; Stretz, P. E.; Dutta, T.; and Lewis, B. 2009 · 2009

Earlier work this paper cites.

Origins of Homophily in an Evolving Social Network

Kossinets, G.; and Watts, D. J. 2009 · 2009

Earlier work this paper cites.

Homophily in myspace

Thelwall, M. 2009 · 2009

Earlier work this paper cites.

Networks, crowds, and markets: Reasoning about a highly connected world , volume 1

Easley, D.; and Kleinberg, J. 2010 · 2010

Earlier work this paper cites.

Ideological Segregation Online and Offline

Gentzkow, M.; and Shapiro, J. M. 2011 · 2011

Earlier work this paper cites.

The Anatomy of the Facebook Social Graph

Ugander, J.; Karrer, B.; Backstrom, L.; and Marlow, C. 2011 · 2011

Earlier work this paper cites.

Biased assimilation, homophily, and the dynamics of polarization

Dandekar, P.; Goel, A.; and Lee, D. T. 2013 · 2013

Earlier work this paper cites.

Modeling Opinion Dynamics in Social Networks

Das, A.; Gollapudi, S.; and Munagala, K. 2014 · 2014

Earlier work this paper cites.

Synthetic generation of social network data with endorsements

Pérez-Rosés, H.; and Sebé, F. 2015 · 2015

Earlier work this paper cites.

Homophily, group size, and the diffusion of political information in social networks: Evidence from Twitter

Halberstam, Y.; and Knight, B. 2016 · 2016

Cited alongside, same era.

Gender homophily in online dyadic and triadic relationships

Laniado, D.; Volkovich, Y.; Kappler, K.; and Kaltenbrunner, A. 2016 · 2016

Cited alongside, same era.

Religious identity of adults in the United States in 2016, by race and ethnicity

Statista. 2016 · 2016

Cited alongside, same era.

Generating and analyzing spatial social networks

Alizadeh, M. 2017 · 2017

Cited alongside, same era.

A Long-Term Analysis of Polarization on Twitter

Garimella, K.; and Weber, I. 2017 · 2017

Cited alongside, same era.

Synthetic Social Media Data Generation

Sagduyu, Y. E.; Grushin, A.; and Shi, Y. 2018 · 2018

Cited alongside, same era.

Emergence of Scale-Free Networks in Social Interactions among Large Language Models

Original

Marzo, G. D.; Pietronero, L.; and Garcia, D. 2023 · 2023

Later among the works it cites.

GPT-4 Technical Report

Original

OpenAI; Achiam, J.; Adler, S.; Agarwal, S.; Ahmad, L.; Akkaya, I.; Aleman, F. L.; Almeida, D.; Altenschmidt, J.; Altman, S.; et al. 2023 · 2023

Later among the works it cites.

Generative agents: Interactive simulacra of human behavior

Park, J. S.; O’Brien, J.; Cai, C. J.; Morris, M. R.; Liang, P.; and Bernstein, M. S. 2023 · 2023

Later among the works it cites.

Whose Opinions Do Language Models Reflect?

Santurkar, S.; Durmus, E.; Ladhak, F.; Lee, C.; Liang, P.; and Hashimoto, T. 2023 · 2023

Later among the works it cites.

LLaMA: Open and Efficient Foundation Language Models

Original

Touvron, H.; Lavril, T.; Izacard, G.; Martinet, X.; Lachaux, M.-A.; Lacroix, T.; Rozière, B.; Goyal, N.; Hambro, E.; et al. 2023 · 2023