Cover Image

Mapping and Influencing the Political Ideology of Large Language Models using Synthetic Personas

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Bernardelle, Pietro, Fröhling, Leon, Civelli, Stefano, Lunardi, Riccardo, Roitero, Kevin, Demartini, Gianluca
Format:	Preprint
Published:	2024
Subjects:	Computation and Language Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Political Ideology Shifts in Large Language Models
by: Bernardelle, Pietro, et al.
Published: (2025)

The Impact of Persona-based Political Perspectives on Hateful Content Detection
by: Civelli, Stefano, et al.
Published: (2025)

SubData: Bridging Heterogeneous Datasets to Enable Theory-Driven Evaluation of Political and Demographic Perspectives in LLMs
by: Bernardelle, Pietro, et al.
Published: (2024)

A Shared Geometry of Difficulty in Multilingual Language Models
by: Civelli, Stefano, et al.
Published: (2026)

Context Shapes LLMs Retrieval-Augmented Fact-Checking Effectiveness
by: Bernardelle, Pietro, et al.
Published: (2026)

Ideology-Based LLMs for Content Moderation
by: Civelli, Stefano, et al.
Published: (2025)

Towards Detecting Persuasion on Social Media: From Model Development to Insights on Persuasion Strategies
by: Meguellati, Elyas, et al.
Published: (2025)

The Effect of Document Summarization on LLM-Based Relevance Judgments
by: Mohtadi, Samaneh, et al.
Published: (2025)

Optimizing LLMs with Direct Preferences: A Data Efficiency Perspective
by: Bernardelle, Pietro, et al.
Published: (2024)

On Robustness and Reliability of Benchmark-Based Evaluation of LLMs
by: Lunardi, Riccardo, et al.
Published: (2025)

Political Advertising on Facebook During the 2022 Australian Federal Election: A Social Identity Perspective
by: Civelli, Stefano, et al.
Published: (2025)

Personas with Attitudes: Controlling LLMs for Diverse Data Annotation
by: Fröhling, Leon, et al.
Published: (2024)

German General Social Survey Personas: A Survey-Derived Persona Prompt Collection for Population-Aligned LLM Studies
by: Rupprecht, Jens, et al.
Published: (2025)

Query-Document Dense Vectors for LLM Relevance Judgment Bias Analysis
by: Mohtadi, Samaneh, et al.
Published: (2026)

Natural Language Processing for the Legal Domain: A Survey of Tasks, Datasets, Models, and Challenges
by: Ariai, Farid, et al.
Published: (2024)

Invisible Influences: Investigating Implicit Intersectional Biases through Persona Engineering in Large Language Models
by: Arimanda, Nandini, et al.
Published: (2026)

The Persona Paradox: Medical Personas as Behavioral Priors in Clinical Language Models
by: Abdullahi, Tassallah, et al.
Published: (2026)

Persona-Based Synthetic Data Generation Using Multi-Stage Conditioning with Large Language Models for Emotion Recognition
by: Inoshita, Keito, et al.
Published: (2025)

Behavior and Representation in Large Language Models for Combinatorial Optimization: From Feature Extraction to Algorithm Selection
by: Da Ros, Francesca, et al.
Published: (2025)

Language, Culture, and Ideology: Personalizing Offensiveness Detection in Political Tweets with Reasoning LLMs
by: Pihulski, Dzmitry, et al.
Published: (2025)

Examining the Influence of Political Bias on Large Language Model Performance in Stance Classification
by: Ng, Lynnette Hui Xian, et al.
Published: (2024)

Large Language Models for Combinatorial Optimization: A Systematic Review
by: Da Ros, Francesca, et al.
Published: (2025)

Don't Change My View: Ideological Bias Auditing in Large Language Models
by: Kröger, Paul, et al.
Published: (2025)

Multi-Persona Thinking for Bias Mitigation in Large Language Models
by: Chen, Yuxing, et al.
Published: (2026)

Identification of Regulatory Requirements Relevant to Business Processes: A Comparative Study on Generative AI, Embedding-based Ranking, Crowd and Expert-driven Methods
by: Sai, Catherine, et al.
Published: (2024)

Political-LLM: Large Language Models in Political Science
by: Li, Lincan, et al.
Published: (2024)

The Impact of Steering Large Language Models with Persona Vectors in Educational Applications
by: Wu, Yongchao, et al.
Published: (2026)

Bias Beyond Borders: Political Ideology Evaluation and Steering in Multilingual LLMs
by: Nadeem, Afrozah, et al.
Published: (2026)

Persona-Assigned Large Language Models Exhibit Human-Like Motivated Reasoning
by: Dash, Saloni, et al.
Published: (2025)

Assessing Political Bias in Large Language Models
by: Rettenberger, Luca, et al.
Published: (2024)

Polypersona: Persona-Grounded LLM for Synthetic Survey Responses
by: Dash, Tejaswani, et al.
Published: (2025)

Moral Lenses, Political Coordinates: Towards Ideological Positioning of Morally Conditioned LLMs
by: Yuan, Chenchen, et al.
Published: (2026)

Political Plasticity: An Analysis of Ideological Adaptability in Large Language Models
by: Bianchi, Bruno, et al.
Published: (2026)

BILLY: Steering Large Language Models via Merging Persona Vectors for Creative Generation
by: Pai, Tsung-Min, et al.
Published: (2025)

PICLe: Eliciting Diverse Behaviors from Large Language Models with Persona In-Context Learning
by: Choi, Hyeong Kyu, et al.
Published: (2024)

Persona-DB: Efficient Large Language Model Personalization for Response Prediction with Collaborative Data Refinement
by: Sun, Chenkai, et al.
Published: (2024)

Probing Persona-Dependent Preferences in Language Models
by: Gilg, Oscar, et al.
Published: (2026)

PoliticsBench: Benchmarking Political Values in Large Language Models with Multi-Turn Roleplay
by: Khetan, Rohan, et al.
Published: (2026)

Multilingual Medical Reasoning for Question Answering with Large Language Models
by: Ferrazzi, Pietro, et al.
Published: (2025)

Synthetic Query Generation using Large Language Models for Virtual Assistants
by: Sannigrahi, Sonal, et al.
Published: (2024)