LAB TOPIC / MULTILINGUAL TOPICS
A translated label can support navigation while the original wording preserves context. Explore language-aware evaluation, geographic names, and the difference between a normalized concept and the expression found in a document. Test the difficult cases with people who understand the language and the task.
2 CONNECTED ARTICLES
Select a topic definition and compare how it would be applied to documents in two languages your publication uses. Start with clear matches, then include abbreviations, translated institution names, and wording that has no simple equivalent. Use the country-context and taxonomy guides to ask whether the same identifier still describes the same concept, or whether a scope note needs clarification.
Keep three things visible during the exercise: the original passage, any translation used for review, and the label shown in the interface. They serve different purposes. Can a reviewer tell which wording came from the source? Can an ambiguous institution remain unresolved without losing search usefulness? Compare errors within each language collection before interpreting differences in topic counts. Finish with reviewed aliases and boundary examples that preserve the original evidence.
A place name, an institution, and a political subject play different roles in a document. Preserve those distinctions with sourced entity relationships, multilingual evidence, and review rules that make geographic context inspectable.
Read the article : Preserve Country and Political Context in Topic Data
News changes quickly, but a useful subject vocabulary needs continuity. Learn how to separate topics from sections and entities, handle evolving stories, map external vocabularies, and give editors clear rules for everyday classification.
Read the article : Build a news topic taxonomy that survives the next news cycle