Citation Analysis

The Challenge of Using LLMs to Simulate Human Behavior:\\ A Causal Inference Perspective
George Gui, Olivier Toubia
https://arxiv.org/abs/2312.15524
53
Citation mentions
35
Cited references
14
Sections
7,485
Words (approx)

References by Citation Intensity

Ordered by composite index (descending). Higher values indicate more intensive citation.

# Reference Year Mentions Breadth Sec. Wtd Share Composite Main %
1 Toubia, Olivier and Gui, George Z and Peng, Tianyi... (self) 2025 7 3 11.0 0.132 1.000 100%
2 Argyle, Lisa P. and Busby, Ethan C. and Fulda, Nan... 2023 4 3 6.0 0.075 0.928 100%
3 Hewitt, Luke and Ashokkumar, Ashwini and Ghezae, I... 2024 4 2 5.0 0.075 0.811 100%
4 Horton, John J. 2023 3 2 4.0 0.057 0.737 100%
5 Brand, James and Israeli, Ayelet and Ngwe, Donald 2023 2 2 3.0 0.038 0.644 100%
6 Ludwig, Jens and Mullainathan, Sendhil and Rambach... 2024 2 1 2.0 0.038 0.511 100%
7 DellaVigna, Stefano and Gentzkow, Matthew 2019 2 2 2.5 0.038 0.511 50%
8 Berke, Alex and Calacci, Dan and Mahari, Robert an... 2024 2 2 2.5 0.038 0.511 50%
9 Aher, Gati V. and Arriaga, Rosa I. and Kalai, Adam... 2023 1 1 1.0 0.019 0.406 100%
10 Arora, Neeraj and Chakraborty, Ishita and Nishimur... 2024 1 1 1.0 0.019 0.406 100%
11 Binz, Marcel and Akata, Elif and Bethge, Matthias ... 2025 1 1 1.0 0.019 0.406 100%
12 Dillion, Danica and Tandon, Niket and Gu, Yuling a... 2023 1 1 1.0 0.019 0.406 100%
13 Goli, Ali and Singh, Amandeep 2024 1 1 1.0 0.019 0.406 100%
14 Park, Joon Sung and O'Brien, Joseph C. and Cai, Ca... 2023 1 1 1.0 0.019 0.406 100%
15 Qin, Xin and Huang, Mingpeng and Ding, Jie 2024 1 1 1.0 0.019 0.406 100%
16 Bail, Christopher A 2024 1 1 1.0 0.019 0.406 100%
17 Hutson, Matthew and Mastin, Ashley 2023 1 1 1.0 0.019 0.406 100%
18 Sarstedt, Marko and Adler, Susanne J and Rau, Lea ... 2024 1 1 1.0 0.019 0.406 100%
19 Simmons, Gabriel and Hare, Christopher 2023 1 1 1.0 0.019 0.406 100%
20 Wang, Mengxin and Zhang, Dennis J and Zhang, Heng 2024 1 1 1.0 0.019 0.406 100%
21 American Psychological Association and others 2019 1 1 1.0 0.019 0.406 100%
22 Carlson, Natalie and Burbano, Vanessa 2024 1 1 1.0 0.019 0.406 100%
23 Gao, Yuan and Lee, Dokyun and Burtch, Gordon and F... 2024 1 1 1.0 0.019 0.406 100%
24 Mohammadi, Behnam 2024 1 1 1.0 0.019 0.406 100%
25 Kurita, Keita and Vyas, Nidhi and Pareek, Ayush an... 2019 1 1 2.0 0.019 0.406 100%
26 Nozza, Debora and Bianchi, Federcio and Hovy, Dirk... 2022 1 1 2.0 0.019 0.406 100%
27 Zhang, Haoran and Lu, Amy X and Abdalla, Mohamed a... 2020 1 1 2.0 0.019 0.406 100%
28 Schkade, David A and Kahneman, Daniel 1998 1 1 2.0 0.019 0.406 100%
29 Wilson, Timothy D and Wheatley, Thalia and Meyers,... 2000 1 1 2.0 0.019 0.406 100%
30 Bedi, Suneal and Reibstein, David 2021 1 1 2.0 0.019 0.406 100%
31 Cheng, Myra and Piccardi, Tiziano and Yang, Diyi 2023 1 1 2.0 0.019 0.406 100%
32 Pearl, Judea 2009 1 1 2.0 0.019 0.406 100%
33 Angrist, Joshua D. and Pischke, Jo 2009 1 1 2.0 0.019 0.406 100%
34 Imbens, Guido W. and Rubin, Donald B. 2015 1 1 2.0 0.019 0.406 100%
35 Athey, Susan and Imbens, Guido W 2017 1 1 2.0 0.019 0.406 100%
Measures: Mentions = total in-text citations; Breadth = distinct sections; Sec. Wtd = section-weighted count (body ×2, lit review/appendix ×0.5); Share = mentions / total citations in paper; Composite = geometric mean of normalised count, breadth, and main-text ratio; Main % = fraction of mentions in main text (excl. appendix). (self) = self-citation.