{"corpus_id":42480296,"paper_sha":"c0fa1bf946d643c18b636466024fd259aa3ffd01","doi":"10.1109/TFUZZ.2014.2328011","arxiv_id":"1411.4925","pmid":null,"pmcid":null,"mag_id":1974081281,"dblp_id":"journals/corr/Ramos-SotoBBT14","acl_id":null,"title":"Linguistic Descriptions for Automatic Generation of Textual Short-Term Weather Forecasts on Real Prediction Data","year":2014,"publication_date":"2014-11-18","venue":"IEEE transactions on fuzzy systems","journal":{"name":"IEEE Transactions on Fuzzy Systems","pages":"44-57","volume":"23"},"journal_issn":null,"journal_title":null,"publication_types":["JournalArticle"],"pubmed_pub_types":null,"s2_fields_of_study":["Linguistics","Computer Science","Environmental Science"],"reference_count":45,"citation_count":104,"influential_citation_count":6,"is_open_access":true,"arxiv_categories":["cs.AI","cs.CL"],"arxiv_license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","arxiv_journal_ref":null,"mesh_headings":null,"chemicals":null,"comments_corrections":null,"source_flags":1,"s2_open_access_pdf_url":"http://arxiv.org/pdf/1411.4925","s2_open_access_landing_url":"https://www.semanticscholar.org/paper/c0fa1bf946d643c18b636466024fd259aa3ffd01","s2_open_access_license":null,"s2_open_access_status":"GREEN","pmc_open_access_pdf_url":null,"pmc_open_access_landing_url":null,"pmc_open_access_license":null,"pmc_open_access_status":null,"unpaywall_open_access_pdf_url":null,"unpaywall_open_access_landing_url":null,"unpaywall_open_access_license":null,"unpaywall_open_access_status":null,"abstract":"We present in this paper an application that automatically generates textual short-term weather forecasts for every municipality in Galicia (NW Spain), using the real data provided by the Galician Meteorology Agency (MeteoGalicia). This solution combines in an innovative way computing with perceptions techniques and strategies for linguistic description of data, together with a natural language generation (NLG) system. The application, which is named GALiWeather, extracts relevant information from weather forecast input data and encodes it into intermediate descriptions using linguistic variables and temporal references. These descriptions are later translated into natural language texts by the NLG system. The obtained forecast results have been thoroughly validated by an expert meteorologist from MeteoGalicia using a quality assessment methodology, which covers two key dimensions of a text: the accuracy of its content and the correctness of its form. Following this validation, GALiWeather will be released as a real service, offering custom forecasts for a wide public.","claims":[{"public_id":"cl_28dbcadc83e43142c4e9f74478858d4d","status":"active","text":"An expert meteorologist validated the generated forecasts with a quality assessment that evaluated both content accuracy and form correctness.","confidence":0.94,"contributors":[{"id":1,"public_id":"12632b8b5f","public_label":"Anonymous (12632b8b5f)","roles":["extraction"],"url":"https://sah.borca.ai/u/12632b8b5f"}],"url":"https://sah.borca.ai/claims/cl_28dbcadc83e43142c4e9f74478858d4d"},{"public_id":"cl_c0679a94a19fe12cc6b3c011928c4298","status":"active","text":"GALiWeather automatically generates textual short-term weather forecasts for every municipality in Galicia using real forecast data from MeteoGalicia.","confidence":0.98,"contributors":[{"id":1,"public_id":"12632b8b5f","public_label":"Anonymous 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