{"id":"european-language-interactions","title":"“An bhfuil Gaeilge agat?”: Differences in User Interaction and Assistant Responses Across Languages of European Origin in Large-scale Conversational Datasets","authors":[{"given":"Aldan","family":"Creo"}],"first_public":"2025-03-21","date_label":"Proceedings published","date_note":"CEUR proceedings publication date; presented at AICS 2024 on December 9–10, 2024.","date_source":"https://ceur-ws.org/Vol-3910/","year":2025,"venue":"AICS 2024","paper_url":"https://ceur-ws.org/Vol-3910/aics2024_p83.pdf","code_url":"https://github.com/ACMCMC/eur-langs-convs-analysis","category":"language","relationship":"uses","relationship_label":"Uses WildChat","dataset_version":"WildChat (990,372 conversations) combined with LMSYS-Chat-1M; language and quality filters leave 781,376 conversations across 28 languages of European origin.","summary":"Compares topics, conversation length, sentiment, moderation scores, and inferred satisfaction across 28 languages using WildChat and LMSYS-Chat-1M. The study combines corpus analysis with a classifier for user–assistant–user interaction triples.","finding":"Topics substantially overlap across language groups, while conversation length and moderation scores vary. A model estimates satisfaction from user–assistant–user interaction triples.","evidence_url":"https://ceur-ws.org/Vol-3910/aics2024_p83.pdf","evidence_note":"Section 2: dataset combination and filtering. Sections 3–7: topic, length, sentiment, moderation, and satisfaction analyses.","bibtex_key":"creo2025gaeilge","record_url":"https://yuntiandeng.com/wildchat/papers/european-language-interactions/","citation_title":"“An bhfuil Gaeilge agat?”: Differences in User Interaction and Assistant Responses Across Languages of European Origin in Large-scale Conversational Datasets","citation_type":"paper-conference","bibtex_type":"inproceedings","container_title":"Proceedings of the 32nd Irish Conference on Artificial Intelligence and Cognitive Science","citation_url":"https://ceur-ws.org/Vol-3910/aics2024_p83.pdf","citation_year":2025,"citation_note":"The conference took place in December 2024; CEUR published volume 3910 in March 2025.","pages":"202–214","volume":"3910","publisher":"CEUR Workshop Proceedings","date_source_label":"Proceedings record","publication_date":"2025-03-21"}