Mitigating Cross-Lingual Cultural Inconsistencies in LLMs via Consensus-Driven Preference Optimisation

arXiv:2605.12515 · cs.CL · Submitted 2026-04-02 · Read on arXiv

cs.CL

Submitted: 2026-04-02

Updated: 2026-10-16

Terminology

• MLLMs — 2× in this paper · explained in 2 episodes
• Adaptation — 1× in this paper · explained in 1 episode
• Hallucination — 1× in this paper · explained in 4 episodes
• Steering — 1× in this paper · explained in 2 episodes

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