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@@ -416,6 +416,18 @@ A simulation of the propagation processes in a social network.
   Lu, Jinzhu Mao, Jinghua Piao, Huandong Wang, Depeng Jin, Yong Li (2023)*
   Published on *arXiv* arXiv:2307.14984
 
+This paper is a systematic analysis of the capabilities boundaries of LLMs in
+social science. The authors select 3 classical games : dictator game,
+Rock-Paper-Scissors and ring network game. They conclude that LLMs struggle to
+build desires based on uncommon preferences, fail to refine belief from many
+simple patterns, and may modify refined belief when taking actions.
+
+- **[Can Large Language Models Serve as Rational Players in Game Theory? A
+  Systematic Analysis](https://ojs.aaai.org/index.php/AAAI/article/view/29751)**
+  Caoyun Fan, Jindou Chen, Yaohui Jin, and Hao He (2024) *Presented at AAAI*,
+  **38**(16), 17960-17967. [DOI:
+  10.1609/aaai.v38i16.29751](https://doi.org/10.1609/aaai.v38i16.29751)
+
 When LLM-based agents participate in various games designed to assess different
 traits—such as the dictator game (altruism), the ultimatum game (fairness), the
 trust game (trust, fairness, altruism, and reciprocity), the bomb risk game
@@ -426,12 +438,12 @@ occur, chatbots tend to be more cooperative and altruistic, displaying higher
 levels of trust, generosity, and reciprocity. They behave as if they prioritize
 maximizing the total payoff of both players rather than solely their own gain.
 
+
 - **[A Turing test of whether AI chatbots are behaviorally similar to
   humans](https://doi.org/10.1073/pnas.2313925121)** Qiaozhu Mei, Yutong Xie,
   Walter Yuan, Matthew O. Jackson (2024) in Proceedings of the National Academy
   of Sciences*, 121(9).
 
-
 A study of LLMS as artificial social agents playing the iterated prisoner's
 dilemma which shows that prompt comprehension, memory representation, and
 duration of the simulation play crucial roles. LLMs are characterized by an
@@ -450,6 +462,8 @@ dilemma where aggressive strategies can persist or even dominate.
   Dilemma](https://arxiv.org/abs/2501.16173)** Richard Willis, Yali Du, Joel Z.
   Leibo, Michael Luck (2025) Published on arXiv
 
+
+
 ### Generative MAS on the shelf
 
 - [MetaGPT](https://github.com/geekan/MetaGPT) is a framework for creating