Author

Fethiye Irmak Doğan

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#artificial intelligence Preprint Aug 2026

Benevolent Bias in Multi-Turn Human-Agent Dialogue

It is suggested that fair monitoring of human-agent dialogue must look beyond surface cues to whether the agent's treatment is disparate, as off-the-shelf detectors reliably flag overt bias yet largely miss benevolent bias, LLM judges catch more under more explicit detection criteria but increasingly mis classify neutral support as benevolent bias, and demographic context amplifies the false alarms.

Qian-Qi Liu, Jin Huang, Fethiye Irmak Doğan et al. · 0 citations

Review Aug 2026

Why did My Robot Just Change Personality? Prompting Guidelines for a Grounded Robot Persona in LLM-Based HRI

It is argued that prompt design should be treated as a socio-technical problem rather than a minor implementation detail, requiring explicit capability boundaries, transparent behavioural assumptions, and context-sensitive safeguards to support reliable and interpretable HRI.

Ashita Ashok, Franziska Babel, Patrick Holthaus et al. · 0 citations