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Nara Institute of Science and Technology
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LLMs' factual knowledge is surprisingly brittle: simply changing an entity's surface form in a question (e.g., using an abbreviation instead of the full name) can drastically alter the answer.
Translation metrics can exhibit significant cross-lingual scoring bias, meaning they unfairly penalize or reward translations depending on the language, even when the quality is the same.