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Untangling Input Language from Reasoning Language: A Diagnostic Framework for Cross-Lingual Moral Alignment in LLMs

When LLMs judge moral dilemmas, do they reach different conclusions in different languages, and if so, why? Two factors could drive such differences: the language of the dilemma itself, or the language in which the model reasons. Standard evaluation conflates these by testing only matched conditions (e.g., English dile...

Nan Li, Bo Kang, T. De Bie · 1 citation
Jul 2026

CoSimRec: Measuring Coordinated-Content Penetration in Recommender Feedback Loops

Recommender systems shape which content reaches users, making it important to measure whether coordinated activity gains visibility beyond the accounts that initiate it. Existing robustness evaluations largely focus on static target-rank changes and do not capture how coordinated interactions, recommendation, and user...

Nan Li, Jiahong Shao, Jiuyang Lyu · 0 citations

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