Imagen de Portada

Exploring the Personality Traits of LLMs through Latent Features Steering

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Yang, Shu, Zhu, Shenzhe, Liu, Liang, Hu, Lijie, Li, Mengdi, Wang, Di
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

Dialectical Alignment: Resolving the Tension of 3H and Security Threats of LLMs
por: Yang, Shu, et al.
Publicado: (2024)

HarmTransform: Transforming Explicit Harmful Queries into Stealthy via Multi-Agent Debate
por: Zhu, Shenzhe
Publicado: (2025)

MoRAL: MoE Augmented LoRA for LLMs' Lifelong Learning
por: Yang, Shu, et al.
Publicado: (2024)

Understanding Reasoning in Chain-of-Thought from the Hopfieldian View
por: Hu, Lijie, et al.
Publicado: (2024)

Mitigating Misalignment Contagion by Steering with Implicit Traits
por: Chang, Maria, et al.
Publicado: (2026)

CoSteer: Collaborative Decoding-Time Personalization via Local Delta Steering
por: Lv, Hang, et al.
Publicado: (2025)

A Hopfieldian View-based Interpretation for Chain-of-Thought Reasoning
por: Hu, Lijie, 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)

Identifying and Manipulating Personality Traits in LLMs Through Activation Engineering
por: Allbert, Rumi, et al.
Publicado: (2024)

Flattery in Motion: Benchmarking and Analyzing Sycophancy in Video-LLMs
por: Zhou, Wenrui, et al.
Publicado: (2025)

Improving LLM Reasoning through Interpretable Role-Playing Steering
por: Wang, Anyi, et al.
Publicado: (2025)

Focus On This, Not That! Steering LLMs with Adaptive Feature Specification
por: Lamb, Tom A., et al.
Publicado: (2024)

Mechanistic Knobs in LLMs: Retrieving and Steering High-Order Semantic Features via Sparse Autoencoders
por: Zhang, Ruikang, et al.
Publicado: (2026)

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

Mechanistic Steering of LLMs Reveals Layer-wise Feature Vulnerabilities in Adversarial Settings
por: Das, Nilanjana, et al.
Publicado: (2026)

Context Steering: Controllable Personalization at Inference Time
por: He, Jerry Zhi-Yang, et al.
Publicado: (2024)

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

Steer LLM Latents for Hallucination Detection
por: Park, Seongheon, et al.
Publicado: (2025)

Mitigating Behavioral Hallucination in Multimodal Large Language Models for Sequential Images
por: You, Liangliang, et al.
Publicado: (2025)

SteeringSafety: A Systematic Safety Evaluation Framework of Representation Steering in LLMs
por: Siu, Vincent, et al.
Publicado: (2025)

Explore the Reasoning Capability of LLMs in the Chess Testbed
por: Wang, Shu, et al.
Publicado: (2024)

The Compositional Architecture of Regret in Large Language Models
por: Cui, Xiangxiang, et al.
Publicado: (2025)

Causal Language Control in Multilingual Transformers via Sparse Feature Steering
por: Chou, Cheng-Ting, et al.
Publicado: (2025)

Contextual Categorization Enhancement through LLMs Latent-Space
por: Bettouche, Zineddine, et al.
Publicado: (2024)

Do Personality Traits Interfere? Geometric Limitations of Steering in Large Language Models
por: Bhandari, Pranav, et al.
Publicado: (2026)

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

Personalizing LLMs with Binary Feedback: A Preference-Corrected Optimization Framework
por: Ma, Xilai, et al.
Publicado: (2026)

CogSteer: Cognition-Inspired Selective Layer Intervention for Efficiently Steering Large Language Models
por: Wang, Xintong, et al.
Publicado: (2024)

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

On Effects of Steering Latent Representation for Large Language Model Unlearning
por: Huu-Tien, Dang, et al.
Publicado: (2024)

Understanding the Repeat Curse in Large Language Models from a Feature Perspective
por: Yao, Junchi, et al.
Publicado: (2025)

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

HiURE: Hierarchical Exemplar Contrastive Learning for Unsupervised Relation Extraction
por: Liu, Shuliang, et al.
Publicado: (2022)

ASRU: Activation Steering Meets Reinforcement Unlearning for Multimodal Large Language Models
por: Guang, Jiahui, et al.
Publicado: (2026)

Psychological Steering in LLMs: An Evaluation of Effectiveness and Trustworthiness
por: Banayeeanzade, Amin, et al.
Publicado: (2025)

KV Cache Steering for Controlling Frozen LLMs
por: Belitsky, Max, et al.
Publicado: (2025)

Do LLMs Recognize Your Latent Preferences? A Benchmark for Latent Information Discovery in Personalized Interaction
por: Tsaknakis, Ioannis, et al.
Publicado: (2025)

When Only the Final Text Survives: Implicit Execution Tracing for Multi-Agent Attribution
por: Nian, Yi, et al.
Publicado: (2026)

Private Language Models via Truncated Laplacian Mechanism
por: Huang, Tianhao, et al.
Publicado: (2024)

Towards Reliable Evaluation of Behavior Steering Interventions in LLMs
por: Pres, Itamar, et al.
Publicado: (2024)