Imagen de Portada

Identifying and Manipulating Personality Traits in LLMs Through Activation Engineering

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Allbert, Rumi, Wiles, James K., Grankovsky, Vlad
Formato:	Preprint
Publicado:	2024
Materias:	Computation and Language Artificial Intelligence
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

PhiloBERTA: A Transformer-Based Cross-Lingual Analysis of Greek and Latin Lexicons
por: Allbert, Rumi, et al.
Publicado: (2025)

Exploring the Personality Traits of LLMs through Latent Features Steering
por: Yang, Shu, et al.
Publicado: (2024)

The Dark Patterns of Personalized Persuasion in Large Language Models: Exposing Persuasive Linguistic Features for Big Five Personality Traits in LLMs Responses
por: Mieleszczenko-Kowszewicz, Wiktoria, et al.
Publicado: (2024)

Eliciting Personality Traits in Large Language Models
por: Hilliard, Airlie, et al.
Publicado: (2024)

SAC: A Framework for Measuring and Inducing Personality Traits in LLMs with Dynamic Intensity Control
por: Chittem, Adithya, et al.
Publicado: (2025)

PTCBENCH: Benchmarking Contextual Stability of Personality Traits in LLM Systems
por: Yu, Jiongchi, et al.
Publicado: (2026)

Can LLMs Infer Conversational Agent Users' Personality Traits from Chat History?
por: Cögendez, Derya, et al.
Publicado: (2026)

A Comparative Study of Large Language Models and Human Personality Traits
por: Jiaqi, Wang, et al.
Publicado: (2025)

Identifying Cooperative Personalities in Multi-agent Contexts through Personality Steering with Representation Engineering
por: Ong, Kenneth J. K., et al.
Publicado: (2025)

PsychAdapter: Adapting LLM Transformers to Reflect Traits, Personality and Mental Health
por: Vu, Huy, et al.
Publicado: (2024)

Inclusivity in Large Language Models: Personality Traits and Gender Bias in Scientific Abstracts
por: Pervez, Naseela, et al.
Publicado: (2024)

Persona Dynamics: Unveiling the Impact of Personality Traits on Agents in Text-Based Games
por: Lim, Seungwon, et al.
Publicado: (2025)

Do LLMs Really Memorize Personally Identifiable Information? Revisiting PII Leakage with a Cue-Controlled Memorization Framework
por: Luo, Xiaoyu, et al.
Publicado: (2026)

Personality as Relational Infrastructure: User Perceptions of Personality-Trait-Infused LLM Messaging
por: Hofer, Dominik P., et al.
Publicado: (2026)

Orca: Enhancing Role-Playing Abilities of Large Language Models by Integrating Personality Traits
por: Huang, Yuxuan
Publicado: (2024)

Orchestrating LLMs with Different Personalizations
por: Zhou, Jin Peng, et al.
Publicado: (2024)

Do LLMs Have Distinct and Consistent Personality? TRAIT: Personality Testset designed for LLMs with Psychometrics
por: Lee, Seungbeen, et al.
Publicado: (2024)

Leveraging Implicit Sentiments: Enhancing Reliability and Validity in Psychological Trait Evaluation of LLMs
por: Ma, Huanhuan, et al.
Publicado: (2025)

Beyond Discrete Personas: Personality Modeling Through Journal Intensive Conversations
por: Pal, Sayantan, et al.
Publicado: (2024)

When Personalization Misleads: Understanding and Mitigating Hallucinations in Personalized LLMs
por: Sun, Zhongxiang, et al.
Publicado: (2026)

Predicting the Big Five Personality Traits in Chinese Counselling Dialogues Using Large Language Models
por: Yan, Yang, et al.
Publicado: (2024)

How Personality Traits Influence Negotiation Outcomes? A Simulation based on Large Language Models
por: Huang, Yin Jou, et al.
Publicado: (2024)

Identifying Multiple Personalities in Large Language Models with External Evaluation
por: Song, Xiaoyang, et al.
Publicado: (2024)

Enhancing the De-identification of Personally Identifiable Information in Educational Data
por: Ji, Zilyu, et al.
Publicado: (2025)

Poser: Unmasking Alignment Faking LLMs by Manipulating Their Internals
por: Clymer, Joshua, et al.
Publicado: (2024)

Guided Profile Generation Improves Personalization with LLMs
por: Zhang, Jiarui
Publicado: (2024)

PAD: Personalized Alignment of LLMs at Decoding-Time
por: Chen, Ruizhe, et al.
Publicado: (2024)

Multi-Personality Generation of LLMs at Decoding-time
por: Chen, Rongxin, et al.
Publicado: (2025)

Advancing and Benchmarking Personalized Tool Invocation for LLMs
por: Huang, Xu, et al.
Publicado: (2025)

U-MATH: A University-Level Benchmark for Evaluating Mathematical Skills in LLMs
por: Chernyshev, Konstantin, et al.
Publicado: (2024)

Identifying Good and Bad Neurons for Task-Level Controllable LLMs
por: Li, Wenjie, et al.
Publicado: (2026)

Activation Oracles: Training and Evaluating LLMs as General-Purpose Activation Explainers
por: Karvonen, Adam, et al.
Publicado: (2025)

Rationale Behind Essay Scores: Enhancing S-LLM's Multi-Trait Essay Scoring with Rationale Generated by LLMs
por: Chu, SeongYeub, et al.
Publicado: (2024)

PersonaLLM: Investigating the Ability of Large Language Models to Express Personality Traits
por: Jiang, Hang, et al.
Publicado: (2023)

AI PERSONA: Towards Life-long Personalization of LLMs
por: Wang, Tiannan, et al.
Publicado: (2024)

LLMs Simulate Big Five Personality Traits: Further Evidence
por: Sorokovikova, Aleksandra, et al.
Publicado: (2024)

FALCON: Fine-grained Activation Manipulation by Contrastive Orthogonal Unalignment for Large Language Model
por: Hu, Jinwei, et al.
Publicado: (2025)

Activations as Features: Probing LLMs for Generalizable Essay Scoring Representations
por: Chi, Jinwei, et al.
Publicado: (2025)

PIIBench: A Unified Multi-Source Benchmark Corpus for Personally Identifiable Information Detection
por: Jha, Pritesh
Publicado: (2026)

GLiNER2-PII: A Multilingual Model for Personally Identifiable Information Extraction
por: Zaratiana, Urchade, et al.
Publicado: (2026)