Papers by Annabella Sakunkoo
Through the Looking Glass of Multilingual AI: Contrasting Language- and Name Script-Dependent Ethnic Hierarchies in GPT and DeepSeek (2026.acl-srw)
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| Challenge: | a recent study found that large language models are biased overwhelmingly Anglocentric . a stereotype perceptual map is a framework for analyzing how ethnic groups are positioned along evaluative dimensions. |
| Approach: | They use a stereotype perceptual map to examine how ethnic groups are positioned along evaluative dimensions. |
| Outcome: | The stereotype perceptual map analyzes model behavior across languages, scripts, evaluative domains and models. |
Lost and Found: Computational Quality Assurance of Crowdsourced Knowledge on Morphological Defectivity in Wiktionary (2025.acl-srw)
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| Challenge: | a recent study shows that wikis are not reliable for linguistic knowledge of defects in understudied languages. |
| Approach: | They customize a neural morphological analyzer to annotate Latin and Italian corpora . they validated morphology using crowd-sourced data from Wiktionary to find defects . |
| Outcome: | The proposed algorithm annotates Latin and Italian corpora using crowd-sourced data . results show that 7% of Latin lemmata listed as defective show strong corpus evidence of being non-defective. |