geyang627/care_pro

Introduction

• GitHub repository

CARE-Pro is a cross-lingual and cross-cultural evaluation dataset for realistic multilingual information needs. The dataset contains both fine-grained insider regional knowledge, which focus on region-specific facts and practices, and cross-cultural questions, which ask about another region from a foreign-language perspective. The current release contains 775 examples in Chinese, Hindi, and Spanish, with English translations provided when available.

Dataset Format

Each item has the following fields, in order:

Field	Description
question	The question in the target language.
answer	The answer in the target language.
en_question	English translation of the question, when available.
en_answer	English translation of the answer, when available.
language	Language in which the question and answer is written.
region	Region, country, city, or cultural context associated with the example.
type	Either local or cross-cultural.

Citation

@misc{lrpo,
  title = {Learning to Route Languages for Multilingual Preference Optimization},
  author = {Geyang Guo and Hiromi Wakaki and Yuki Mitsufuji and Alan Ritter and Wei Xu},
  year = {2026},
  note = {ICML}
}