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ATD-Trans: A Geographically Grounded Japanese-English Travelogue Translation Dataset

2026-05-13 · Shohei Higashiyama, Hiroki Ouchi, Atsushi Fujita, Masao Utiyama arxiv

Geographic text, or textual data rich in geographic (geo-) information is a valuable source for various geographic applications, e.g., tourism management. Making such information accessible to speakers of other languages further enhances its utility; thus, accurate machine translation (MT) is essential for equity in multilingual geo-information access. To facilitate in-depth analysis for geographic text, we introduce ATD-Trans, a geographically grounded Japanese--English travelogue translation dataset, which enables evaluation of MT quality at both the overall and geo-entity levels across domestic (within Japan) and overseas regions. Our experiments on existing language models examine two factors: model language focus and geographic regions. The results highlight advantages of Japanese-enhanced models and greater difficulty in translating domestic-region geo-entities mentioned in travel blogs.

📄 PDF Abstract BibTeX arXiv:2605.12933

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Machine Translation

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