Author

Antonios Anastasopoulos

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#natural language process... Preprint Sep 2026

Debias It Yourself: Teaching LLMs Cognitive Bias Mitigation Interventions

Bias has long been studied in social psychology and cognitive science, where decades of research have produced a body of validated interventions that reduce stereotypical thinking and prejudiced responses in humans. We propose Debias It Yourself (DIY), a cognitively grounded framework that translates five such interven...

Chahat Raj, Sina Mansouri, Aylin Caliskan et al. · 0 citations

#natural language process... Preprint Jan 2026

MAPLE: Metadata Conditioned LLM Pretraining for Locale-Aware Question Answering

LocalNewsQA is introduced, an 18,700-item English-news benchmark that pairs the same question across two locales and scores whether a model actually switches its answer when the locale changes, and pretraining with metadata in MAPLE produces measurable switching and improves accuracy on questions whose correct answer d...

A. Mukherjee, Ziwei Zhu, Antonios Anastasopoulos · 0 citations