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Published at December 4

From Individual to Society: A Survey on Social Simulation Driven by Large Language Model-based Agents

cs.CL

cs.CY

Released Date: December 4, 2024

Authors: Xinyi Mou¹, Xuanwen Ding², Qi He¹, Liang Wang³, Jingcong Liang¹, Xinnong Zhang¹, Libo Sun¹, Jiayu Lin¹, Jie Zhou², Xuanjing Huang¹, Zhongyu Wei¹

Aff.: ¹Fudan University; ²East China Normal University; ³Harbin Institute of Technology, Shenzhen

Arxiv: http://arxiv.org/pdf/2412.03563v1

Objectives	Paper	Aritecture				Construtction
Objectives		Profile	Memory	Planning	Action Domain
Characters	Brahman et al. brahman2021letcharacterstellstory	Dialogue/Description	Short-term	-	Open/Closed	Parametric
	Chen et al. chen2023largelanguagemodelsmeet	Dialogue/Description	Short-term	-	Open	Parametric /Nonparametric
	Schwitzgebel et al. schwitzgebel2023creatinglargelanguagemodel	Dialogue	Short-term	-	Open	Parametric
	Generative Agents park2023generativeagentsinteractivesimulacra	Description	Short/Long-term	-	Open	Nonparametric
	Agrawal et al. agrawal-etal-2023-multimodal	Dialogue/Description	Short-term	-	Open	Parametric
	ChatHaruhi li2023chatharuhirevivinganimecharacter	Dialogue	Short-term	-	Open	Parametric
	LiveChat gao2023livechatlargescalepersonalizeddialogue	Dialogue/Description	Short/Long-term	-	Open/Closed	Parametric
	RoleLLM wang2024rolellmbenchmarkingelicitingenhancing	Description/Dialogue	Short-term	-	Open/Closed	Parametric
	CharacterLLM shao2023characterllmtrainableagentroleplaying	Description	Short-term	Subjective	Open	Parametric
	InCharacter wang2024incharacterevaluatingpersonalityfidelity	-	Short-term	-	Open/Closed	-
	CharacterGLM zhou2023characterglmcustomizingchineseconversational	Description/Dialogue	Short-term	-	Open	Parametric
	RoleEval shen2024roleevalbilingualroleevaluation	Description	Short-term	-	Closed	Parametric
	CharacterEval tu2024characterevalchinesebenchmarkroleplaying	Dialogue	Short-term	-	Open	Nonparametric
	Neeko yu2024neekoleveragingdynamiclora	Description	Short-term	-	Open	Parametric
	Character is Destiny xu2024characterdestinylargelanguage	Description	Short/Long-term	-	Closed	Nonparametric
	Yuan et al. yuan2024evaluatingcharacterunderstandinglarge	Description	Short-term	-	Open/Closed	Nonparametric
	Capturing Minds ran2024capturingmindsjustwords	Description/Dialogue	Short/Long-term	Subjective	Open/Closed	Parametric
	MMRole dai2024mmrolecomprehensiveframeworkdeveloping	Description	Short-term	-	Open	Parametric
	Yu et al. yu2024dialogueprofiledialoguealignmentframework	Dialogue	Short-term	-	Open	Parametric
	Rational sensibility sun2023rational	-	Short-term	Empathetic	Closed	Parametric
Demographics	Karra et al.karra2023estimatingpersonalitywhiteboxlanguage	Dialogue/Description	Short-term	-	Closed	Parametric
	Jiang et al. jiang2023evaluatinginducingpersonalitypretrained	Description	Short-term	-	Closed	Nonparametric
	Liu et al. Liu_2022	Description	Short/Long-term	-	Open	Parametric
	Out of One, Many Argyle_2023	Description	Short-term	-	Open	Nonparametric
	Simulated Economic Agents horton2023largelanguagemodelssimulated	Description	Short-term	-	Closed	Nonparametric
	The wall street neophyte xie2023wallstreetneophytezeroshot	Description	Short-term	Empathetic	Closed	Nonparametric
	Toxicity in ChatGPT deshpande2023toxicitychatgptanalyzingpersonaassigned	Description	Short-term	-	Open	Nonparametric
	Song et al. song2023largelanguagemodelsdeveloped	Description	Short-term	-	Closed	Nonparametric
	Marked Personas cheng2023markedpersonasusingnatural	Description	Short-term	-	Open	Nonparametric
	Wang et al. wang2024userbehaviorsimulationlarge	Description	Short/Long-term	-	Open	Nonparametric
	Serapio-García et al. serapiogarcía2023personalitytraitslargelanguage	Description	Short-term	-	Open	Nonparametric
	Huang et al. huang2024emotionallynumbempatheticevaluating	Description	Short-term	-	Closed	Nonparametric
	CharacterChat tu2023characterchatlearningconversationalai	Description	Short/Long-term	-	Open	Nonparametric
	Conversational health agents abbasian2024conversationalhealthagentspersonalized	Description	Short/Long-term	Empathetic	Open	Nonparametric
	Chen et al. chen2024moneymouthisevaluating	Description	Short/Long-term	-	Closed	Nonparametric
	EconAgent li2024econagentlargelanguagemodelempowered	Description	Short/Long-term	-	Open	Nonparamaetric
	Shea et al. shea2023buildingpersonaconsistentdialogue	Dialogue	Short-term	-	Open	Parametric
	Be Selfish, But Wisely chawla2023selfishwiselyinvestigatingimpact	Dialogue	Short-term	-	Open	Parametric
	Chain of Empathy 10.19066/COGSCI.2024.35.1.002	-	Short-term	Empathetic	Open	Nonparametric
	Bias Runs Deep gupta2024biasrunsdeepimplicit	Description	Short-term	-	Open	Nonparametric
	Li et al. li2024steerabilitylargelanguagemodels	Dialogue	Short-term	-	Open	Parametric
	Xie et al. xie2024largelanguagemodelagents	Description	Short-term	Subjective	Closed	Nonparametric
	Lee et al. Lee_2024	Description	Short-term	-	Closed	Nonparametric
	CultureLLM li2024culturellmincorporatingculturaldifferences	Dialogue	Short-term	-	Open	Parametric
	ControlLM weng2024controllmcraftingdiversepersonalities	-	Short/Long-term	-	Open	Nonparamatric
	Random Silicon Sampling sun2024randomsiliconsamplingsimulating	Description	Short-term	-	Closed	Nonparametric
	Bisbee et al. Bisbee_Clinton_Dorff_Kenkel_Larson_2024	Description	Short-term	-	Closed	Nonparametric
	PersonaHub ge2024scalingsyntheticdatacreation	Description	Short-term	-	Open	Parametric
	Qu et al. Qu2024PerformanceAB	Description	Short-term	-	Closed	Nonparametric
	Interactive Agents qiu2024interactiveagentssimulatingcounselorclient	Description	Short-term	-	Open	Nonparametric