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Two Tales of Persona in LLMs: A Survey of Role-Playing and
  Personalization
v1v2 (latest)

Two Tales of Persona in LLMs: A Survey of Role-Playing and Personalization

3 June 2024
Yu-Min Tseng
Yu-Chao Huang
Teng-Yun Hsiao
Yu-Ching Hsu
Chao-Wei Huang
Jia-Yin Foo
Yun-Nung Chen
    LLMAG
ArXiv (abs)PDFHTMLHuggingFace (1 upvotes)Github (88★)

Papers citing "Two Tales of Persona in LLMs: A Survey of Role-Playing and Personalization"

50 / 66 papers shown
Benchmarking and Understanding Safety Risks in AI Character Platforms
Yiluo Wei
Peixian Zhang
Gareth Tyson
175
0
0
01 Dec 2025
Misalignment of LLM-Generated Personas with Human Perceptions in Low-Resource Settings
Misalignment of LLM-Generated Personas with Human Perceptions in Low-Resource Settings
Tabia Tanzin Prama
C. Danforth
P. Dodds
107
0
0
28 Nov 2025
Moral Susceptibility and Robustness under Persona Role-Play in Large Language Models
Moral Susceptibility and Robustness under Persona Role-Play in Large Language Models
Davi Bastos Costa
Felippe Alves
Renato Vicente
148
1
0
11 Nov 2025
Evaluating Online Moderation Via LLM-Powered Counterfactual Simulations
Evaluating Online Moderation Via LLM-Powered Counterfactual Simulations
Giacomo Fidone
Lucia Passaro
Riccardo Guidotti
304
0
0
10 Nov 2025
The Imperfect Learner: Incorporating Developmental Trajectories in Memory-based Student Simulation
The Imperfect Learner: Incorporating Developmental Trajectories in Memory-based Student Simulation
Zhengyuan Liu
Stella Xin Yin
Bryan Chen Zhengyu Tan
Roy Ka-wei Lee
Guimei Liu
Dion Hoe-Lian Goh
Wenya Wang
Nancy F. Chen
131
0
0
08 Nov 2025
Learning "Partner-Aware" Collaborators in Multi-Party Collaboration
Learning "Partner-Aware" Collaborators in Multi-Party Collaboration
Abhijnan Nath
Nikhil Krishnaswamy
135
0
0
26 Oct 2025
Who's Asking? Simulating Role-Based Questions for Conversational AI Evaluation
Who's Asking? Simulating Role-Based Questions for Conversational AI Evaluation
Navreet Kaur
Hoda Ayad
Hayoung Jung
Shravika Mittal
M. D. Choudhury
Tanushree Mitra
140
1
0
19 Oct 2025
DPRF: A Generalizable Dynamic Persona Refinement Framework for Optimizing Behavior Alignment Between Personalized LLM Role-Playing Agents and Humans
DPRF: A Generalizable Dynamic Persona Refinement Framework for Optimizing Behavior Alignment Between Personalized LLM Role-Playing Agents and Humans
Bingsheng Yao
Bo Sun
Yuanzhe Dong
Yuxuan Lu
Dakuo Wang
337
1
0
16 Oct 2025
A Generalizable Rhetorical Strategy Annotation Model Using LLM-based Debate Simulation and Labelling
A Generalizable Rhetorical Strategy Annotation Model Using LLM-based Debate Simulation and Labelling
Shiyu Ji
Farnoosh Hashemi
Joice Chen
Juanwen Pan
Weicheng Ma
...
Ming Cheng
Shubham Mohole
Saeed Hassanpour
Soroush Vosoughi
Michael Macy
115
0
0
16 Oct 2025
Deflanderization for Game Dialogue: Balancing Character Authenticity with Task Execution in LLM-based NPCs
Deflanderization for Game Dialogue: Balancing Character Authenticity with Task Execution in LLM-based NPCs
Pasin Buakhaw
Kun Kerdthaisong
Phuree Phenhiran
Pitikorn Khlaisamniang
Supasate Vorathammathorn
Piyalitt Ittichaiwong
Nutchanon Yongsatianchot
LLMAG
267
0
0
15 Oct 2025
A Multilingual, Large-Scale Study of the Interplay between LLM Safeguards, Personalisation, and Disinformation
A Multilingual, Large-Scale Study of the Interplay between LLM Safeguards, Personalisation, and Disinformation
João A. Leite
Arnav Arora
Silvia Gargova
João Luz
Gustavo Sampaio
Ian Roberts
Carolina Scarton
Kalina Bontcheva
203
1
0
14 Oct 2025
GRAVITY: A Framework for Personalized Text Generation via Profile-Grounded Synthetic Preferences
GRAVITY: A Framework for Personalized Text Generation via Profile-Grounded Synthetic Preferences
Priyanka Dey
Daniele Rosa
Wenqing Zheng
Daniel Barcklow
Jieyu Zhao
Emilio Ferrara
137
0
0
13 Oct 2025
From Simulation to Strategy: Automating Personalized Interaction Planning for Conversational Agents
From Simulation to Strategy: Automating Personalized Interaction Planning for Conversational Agents
Wen-Yu Chang
Tzu-Hung Huang
Chih-Ho Chen
Yun-Nung Chen
151
0
0
08 Oct 2025
Autonomy Matters: A Study on Personalization-Privacy Dilemma in LLM Agents
Autonomy Matters: A Study on Personalization-Privacy Dilemma in LLM Agents
Z. Zhang
Yi Evie Zhang
Freda Shi
Tianshi Li
137
1
0
06 Oct 2025
Personality Vector: Modulating Personality of Large Language Models by Model Merging
Personality Vector: Modulating Personality of Large Language Models by Model Merging
Seungjong Sun
Seo Yeon Baek
Jang Hyun Kim
MoMe
124
3
0
24 Sep 2025
Catch Me If You Can? Not Yet: LLMs Still Struggle to Imitate the Implicit Writing Styles of Everyday Authors
Catch Me If You Can? Not Yet: LLMs Still Struggle to Imitate the Implicit Writing Styles of Everyday Authors
Zhengxiang Wang
Nafis Irtiza Tripto
Solha Park
Zhenzhen Li
Jiawei Zhou
112
2
0
18 Sep 2025
The Inadequacy of Offline LLM Evaluations: A Need to Account for Personalization in Model Behavior
The Inadequacy of Offline LLM Evaluations: A Need to Account for Personalization in Model Behavior
Angelina Wang
Mark A. Lemley
Sanmi Koyejo
OffRL
199
5
0
18 Sep 2025
PersonaX: Multimodal Datasets with LLM-Inferred Behavior Traits
PersonaX: Multimodal Datasets with LLM-Inferred Behavior Traits
Loka Li
Wong Yu Kang
Minghao Fu
Guangyi Chen
Zhenhao Chen
Gongxu Luo
Yuewen Sun
Salman Khan
Peter Spirtes
Kun Zhang
210
1
0
14 Sep 2025
Pluralistic Alignment for Healthcare: A Role-Driven Framework
Pluralistic Alignment for Healthcare: A Role-Driven Framework
Jiayou Zhong
Anudeex Shetty
Chao Jia
Xuanrui Lin
Usman Naseem
201
1
0
12 Sep 2025
Simulating Identity, Propagating Bias: Abstraction and Stereotypes in LLM-Generated Text
Simulating Identity, Propagating Bias: Abstraction and Stereotypes in LLM-Generated Text
Pia Sommerauer
Giulia Rambelli
Tommaso Caselli
148
1
0
10 Sep 2025
The Personality Illusion: Revealing Dissociation Between Self-Reports & Behavior in LLMs
The Personality Illusion: Revealing Dissociation Between Self-Reports & Behavior in LLMs
Pengrui Han
Rafal Kocielnik
Peiyang Song
Ramit Debnath
Dean Mobbs
Anima Anandkumar
R. Alvarez
338
8
0
03 Sep 2025
LLM-as-a-Supervisor: Mistaken Therapeutic Behaviors Trigger Targeted Supervisory Feedback
LLM-as-a-Supervisor: Mistaken Therapeutic Behaviors Trigger Targeted Supervisory Feedback
Chen Xu
Zhenyu Lv
Tian Lan
Xianyang Wang
Luyao Ji
...
Jian Shen
Qunxi Dong
Xiuling Liu
Juan Wang
Bin Hu
148
0
0
12 Aug 2025
Evaluating Large Language Models as Expert Annotators
Evaluating Large Language Models as Expert Annotators
Yu-Min Tseng
Wei-Lin Chen
Chung-Chi Chen
Hsin-Hsi Chen
156
2
0
11 Aug 2025
CUPID: Evaluating Personalized and Contextualized Alignment of LLMs from Interactions
CUPID: Evaluating Personalized and Contextualized Alignment of LLMs from Interactions
Tae Soo Kim
Yoonjoo Lee
Yoonah Park
Jiho Kim
Young-Ho Kim
Juho Kim
251
3
0
03 Aug 2025
Causal Reasoning in Pieces: Modular In-Context Learning for Causal Discovery
Causal Reasoning in Pieces: Modular In-Context Learning for Causal Discovery
Kacper Kadziolka
Saber Salehkaleybar
ReLMCMLLRM
127
1
0
31 Jul 2025
Anyone Can Jailbreak: Prompt-Based Attacks on LLMs and T2Is
Anyone Can Jailbreak: Prompt-Based Attacks on LLMs and T2Is
Ahmed B Mustafa
Zihan Ye
Yang Lu
Michael P Pound
Shreyank N Gowda
AAML
176
2
0
29 Jul 2025
RMTBench: Benchmarking LLMs Through Multi-Turn User-Centric Role-Playing
RMTBench: Benchmarking LLMs Through Multi-Turn User-Centric Role-Playing
Hao Xiang
Tianyi Tang
Yang Su
Bowen Yu
An Yang
...
Hongyu Lin
Xianpei Han
Jingren Zhou
Junyang Lin
Le Sun
LLMAG
185
2
0
27 Jul 2025
The Prompt Makes the Person(a): A Systematic Evaluation of Sociodemographic Persona Prompting for Large Language Models
The Prompt Makes the Person(a): A Systematic Evaluation of Sociodemographic Persona Prompting for Large Language Models
Marlene Lutz
Indira Sen
Georg Ahnert
Elisa Rogers
M. Strohmaier
430
11
0
21 Jul 2025
PRIME: Large Language Model Personalization with Cognitive Dual-Memory and Personalized Thought Process
PRIME: Large Language Model Personalization with Cognitive Dual-Memory and Personalized Thought Process
Xinliang Frederick Zhang
Nick Beauchamp
Lu Wang
KELM
274
1
0
07 Jul 2025
The Lock-in Hypothesis: Stagnation by Algorithm
The Lock-in Hypothesis: Stagnation by Algorithm
Tianyi Qiu
Zhonghao He
Tejasveer Chugh
Max Kleiman-Weiner
170
5
0
06 Jun 2025
Controlling Difficulty of Generated Text for AI-Assisted Language Learning
Controlling Difficulty of Generated Text for AI-Assisted Language Learning
Meiqing Jin
Liam Dugan
Chris Callison-Burch
300
2
0
04 Jun 2025
NextQuill: Causal Preference Modeling for Enhancing LLM Personalization
NextQuill: Causal Preference Modeling for Enhancing LLM Personalization
Xiaoyan Zhao
Juntao You
Yang Zhang
Wenjie Wang
Hong Cheng
Fuli Feng
See-Kiong Ng
Tat-Seng Chua
252
13
0
03 Jun 2025
AnnaAgent: Dynamic Evolution Agent System with Multi-Session Memory for Realistic Seeker Simulation
AnnaAgent: Dynamic Evolution Agent System with Multi-Session Memory for Realistic Seeker SimulationAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Ming Wang
Peidong Wang
Lin Wu
Xiaocui Yang
Daling Wang
Shi Feng
Yuxin Chen
B. Wang
Yifei Zhang
287
7
0
31 May 2025
Who Gets the Kidney? Human-AI Alignment, Indecision, and Moral Values
Who Gets the Kidney? Human-AI Alignment, Indecision, and Moral Values
John P. Dickerson
Hadi Hosseini
Samarth Khanna
Leona Pierce
222
0
0
30 May 2025
When Harry Meets Superman: The Role of The Interlocutor in Persona-Based Dialogue Generation
When Harry Meets Superman: The Role of The Interlocutor in Persona-Based Dialogue GenerationAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Daniela Occhipinti
Marco Guerini
Malvina Nissim
266
0
0
30 May 2025
RoleRAG: Enhancing LLM Role-Playing via Graph Guided Retrieval
RoleRAG: Enhancing LLM Role-Playing via Graph Guided Retrieval
Yongjie Wang
Jonathan Leung
Zhiqi Shen
RALM
253
3
0
24 May 2025
WebAgent-R1: Training Web Agents via End-to-End Multi-Turn Reinforcement Learning
WebAgent-R1: Training Web Agents via End-to-End Multi-Turn Reinforcement Learning
Zhepei Wei
Wenlin Yao
Yao Liu
Weizhi Zhang
Qin Lu
...
Puyang Xu
Chao Zhang
Bing Yin
Hyokun Yun
Lihong Li
OffRLCLLOnRLLRM
429
64
0
22 May 2025
FalseReject: A Resource for Improving Contextual Safety and Mitigating Over-Refusals in LLMs via Structured Reasoning
FalseReject: A Resource for Improving Contextual Safety and Mitigating Over-Refusals in LLMs via Structured Reasoning
Zhehao Zhang
Weijie Xu
Fanyou Wu
Chandan K. Reddy
416
11
0
12 May 2025
Know Me, Respond to Me: Benchmarking LLMs for Dynamic User Profiling and Personalized Responses at Scale
Know Me, Respond to Me: Benchmarking LLMs for Dynamic User Profiling and Personalized Responses at Scale
Bowen Jiang
Zhuoqun Hao
Y. Cho
B. Li
Yuan Yuan
Sihao Chen
Lyle Ungar
Camillo J Taylor
Dan Roth
379
34
0
19 Apr 2025
Exploring Persona-dependent LLM Alignment for the Moral Machine Experiment
Exploring Persona-dependent LLM Alignment for the Moral Machine Experiment
Jiseon Kim
Jea Kwon
L. Vecchietti
Alice Oh
Meeyoung Cha
212
10
0
15 Apr 2025
A Survey on Personalized and Pluralistic Preference Alignment in Large Language Models
A Survey on Personalized and Pluralistic Preference Alignment in Large Language Models
Zhouhang Xie
Junda Wu
Yiran Shen
Yu Xia
Xintong Li
...
Sachin Kumar
Bodhisattwa Prasad Majumder
Jingbo Shang
Prithviraj Ammanabrolu
Julian McAuley
421
8
0
09 Apr 2025
Can LLMs Simulate Personas with Reversed Performance? A Benchmark for Counterfactual Instruction Following
Can LLMs Simulate Personas with Reversed Performance? A Benchmark for Counterfactual Instruction Following
Sai Adith Senthil Kumar
Hao Yan
Saipavan Perepa
Murong Yue
Ziyu Yao
312
3
0
08 Apr 2025
On the Effectiveness and Generalization of Race Representations for Debiasing High-Stakes Decisions
On the Effectiveness and Generalization of Race Representations for Debiasing High-Stakes Decisions
Dang Nguyen
Chenhao Tan
328
3
0
07 Apr 2025
Building Resource-Constrained Language Agents: A Korean Case Study on Chemical Toxicity Information
Building Resource-Constrained Language Agents: A Korean Case Study on Chemical Toxicity Information
Hojun Cho
Donghu Kim
Soyoung Yang
Chan Lee
Hunjoo Lee
Jaegul Choo
310
1
0
22 Mar 2025
How to Protect Yourself from 5G Radiation? Investigating LLM Responses to Implicit Misinformation
How to Protect Yourself from 5G Radiation? Investigating LLM Responses to Implicit Misinformation
Ruohao Guo
Wei Xu
Alan Ritter
379
7
0
12 Mar 2025
Personalized Generation In Large Model Era: A Survey
Personalized Generation In Large Model Era: A SurveyAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Yiyan Xu
Jinghao Zhang
Alireza Salemi
Xinting Hu
Wenjie Wang
Fuli Feng
Hamed Zamani
Xiangnan He
Tat-Seng Chua
3DV
571
32
0
04 Mar 2025
Evaluating Personalized Tool-Augmented LLMs from the Perspectives of Personalization and Proactivity
Evaluating Personalized Tool-Augmented LLMs from the Perspectives of Personalization and ProactivityAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Yupu Hao
Pengfei Cao
Zhuoran Jin
Huanxuan Liao
Yubo Chen
Kang Liu
Jun Zhao
LLMAG
889
3
0
02 Mar 2025
PEToolLLM: Towards Personalized Tool Learning in Large Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Qiancheng Xu
Yunshui Li
Heming Xia
Fan Liu
Min Yang
Wenjie Li
352
1
0
26 Feb 2025
Know You First and Be You Better: Modeling Human-Like User Simulators via Implicit Profiles
Know You First and Be You Better: Modeling Human-Like User Simulators via Implicit ProfilesAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Kuang Wang
Xianrui Li
Steve Yang
Li Zhou
Feng Jiang
Haoyang Li
448
14
0
26 Feb 2025
IMPROVE: Iterative Model Pipeline Refinement and Optimization Leveraging LLM Experts
IMPROVE: Iterative Model Pipeline Refinement and Optimization Leveraging LLM Experts
Eric Xue
Zeyi Huang
Zeyi Huang
Haohan Wang
Yong Jae Lee
414
1
0
25 Feb 2025
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