Imagen de Portada

Bias Beyond Borders: Political Ideology Evaluation and Steering in Multilingual LLMs

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Nadeem, Afrozah, Seth, Agrima, Nasim, Mehwish, Naseem, Usman
Formato:	Preprint
Publicado:	2026
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

Steering Towards Fairness: Mitigating Political Bias in LLMs
por: Nadeem, Afrozah, et al.
Publicado: (2025)

Framing Political Bias in Multilingual LLMs Across Pakistani Languages
por: Nadeem, Afrozah, et al.
Publicado: (2025)

Fairness Evaluation and Inference Level Mitigation in LLMs
por: Nadeem, Afrozah, et al.
Publicado: (2025)

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

Confident, Calibrated, or Complicit: Safety Alignment and Ideological Bias in LLM Hate Speech Detection
por: Selvaganapathy, Sanjeeevan, et al.
Publicado: (2025)

Evaluating Personality Traits in Large Language Models: Insights from Psychological Questionnaires
por: Bhandari, Pranav, et al.
Publicado: (2025)

Activation-Space Personality Steering: Hybrid Layer Selection for Stable Trait Control in LLMs
por: Bhandari, Pranav, et al.
Publicado: (2025)

Evaluating Hierarchical Clinical Document Classification Using Reasoning-Based LLMs
por: Mustafa, Akram, et al.
Publicado: (2025)

Can Reasoning LLMs Enhance Clinical Document Classification?
por: Mustafa, Akram, et al.
Publicado: (2025)

Can LLM Agents Maintain a Persona in Discourse?
por: Bhandari, Pranav, et al.
Publicado: (2025)

Competing LLM Agents in a Non-Cooperative Game of Opinion Polarisation
por: Qasmi, Amin, et al.
Publicado: (2025)

Lessons Without Borders? Evaluating Cultural Alignment of LLMs Using Multilingual Story Moral Generation
por: Wu, Sophie, et al.
Publicado: (2026)

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

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

Are LLMs (Really) Ideological? An IRT-based Analysis and Alignment Tool for Perceived Socio-Economic Bias in LLMs
por: Wachter, Jasmin, et al.
Publicado: (2025)

When Wording Steers the Evaluation: Framing Bias in LLM judges
por: Hwang, Yerin, et al.
Publicado: (2026)

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

Kardia-R1: Unleashing LLMs to Reason toward Understanding and Empathy for Emotional Support via Rubric-as-Judge Reinforcement Learning
por: Yuan, Jiahao, et al.
Publicado: (2025)

Reliable Reasoning Beyond Natural Language
por: Borazjanizadeh, Nasim, et al.
Publicado: (2024)

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

Shifting Perspectives: Steering Vectors for Robust Bias Mitigation in LLMs
por: Siddique, Zara, et al.
Publicado: (2025)

MRG-R1: Reinforcement Learning for Clinically Aligned Medical Report Generation
por: Wang, Pengyu, et al.
Publicado: (2025)

Perceived Political Bias in LLMs Reduces Persuasive Abilities
por: DiGiuseppe, Matthew, et al.
Publicado: (2026)

Multilingual LLMs Are Not Multilingual Thinkers: Evidence from Hindi Analogy Evaluation
por: Gupta, Ashray, et al.
Publicado: (2025)

FIBER: A Multilingual Evaluation Resource for Factual Inference Bias
por: Munis, Evren Ayberk, et al.
Publicado: (2025)

Investigating Bias: A Multilingual Pipeline for Generating, Solving, and Evaluating Math Problems with LLMs
por: Mahran, Mariam, et al.
Publicado: (2025)

Analyzing Political Bias in LLMs via Target-Oriented Sentiment Classification
por: Elbouanani, Akram, et al.
Publicado: (2025)

Political Bias in LLMs: Unaligned Moral Values in Agent-centric Simulations
por: Münker, Simon
Publicado: (2024)

Ideological Bias in LLMs' Economic Causal Reasoning
por: Lee, Donggyu, et al.
Publicado: (2026)

Beyond Specialization: Benchmarking LLMs for Transliteration of Indian Languages
por: Azam, Gulfarogh, et al.
Publicado: (2025)

Developing A Framework to Support Human Evaluation of Bias in Generated Free Response Text
por: Healey, Jennifer, et al.
Publicado: (2025)

Cross-Lingual Activation Steering for Multilingual Language Models
por: Pokharel, Rhitabrat, et al.
Publicado: (2026)

Morphemes Without Borders: Evaluating Root-Pattern Morphology in Arabic Tokenizers and LLMs
por: Alakeel, Yara, et al.
Publicado: (2026)

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

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

Simulating Influence Dynamics with LLM Agents
por: Nasim, Mehwish, et al.
Publicado: (2025)

Multilingual != Multicultural: Evaluating Gaps Between Multilingual Capabilities and Cultural Alignment in LLMs
por: Rystrøm, Jonathan, et al.
Publicado: (2025)

Reversal of Thought: Enhancing Large Language Models with Preference-Guided Reverse Reasoning Warm-up
por: Yuan, Jiahao, et al.
Publicado: (2024)

Mapping and Influencing the Political Ideology of Large Language Models using Synthetic Personas
por: Bernardelle, Pietro, et al.
Publicado: (2024)

Enabling Scalable Evaluation of Bias Patterns in Medical LLMs
por: Fayyaz, Hamed, et al.
Publicado: (2024)