{"article":{"annotation":{"article_id":"futo-asr4all-streaming-speech-models-cpu-mobile-2026","available_at":"2026-10-15T17:37:00.744524Z","geography_revision":"ef6ee0010dda5fe7b240fd514749b43e214c57da73222d2e40ec83b276dd0977","id":"cbd1d49d8a26ee0303ace2da3ba30c075bd3cc9b4f9c06c332780a614a05aa94","input_sha256":"25b4793be39613d9e0581e273c173d7130d66a7519b9d4099d75d131f67c444f","limitations":["Rule-derived subjects are candidates, not verified editorial labels or calibrated model probabilities.","Coverage is distinct from event location. Unknown country/city/coordinates remain absent; no automatic geocoding.","Article geometries keep their stated precision and methodology; reproducing them is not independent coordinate verification."],"method":"controlled-rules-v1","places":[{"admin1":null,"city":null,"coordinate_note":null,"coordinate_reference_system":"OGC:CRS84","coordinate_source":null,"country":"US","evidence":[{"field":"country","language":"en","note":"Explicit preserved editorial country/region; no city or national centroid inferred","source_urls":["https://futo.org/blog/asr4all"]}],"geometry":null,"id":"iso3166-1:US","kind":"country-or-area","labels":{"ar":"الولايات المتحدة الأمريكية","en":"United States of America","es":"Estados Unidos de América","fr":"États-Unis d’Amérique"},"match_status":"candidate","precision":"regional","role":"coverage","uncertainty_m":null}],"rules_sha256":"fb5ad3c27c91cb840f7a0a05f7f64a5cb26ad0374409ff9457f277c7092e22b4","schema_version":1,"subjects":[{"concept_id":"medtop:13000000","confidence":null,"confidence_method":null,"evidence":[{"field":"category+topics","language":"en","note":"Preserved editorial category/topic; broad candidate only","source_urls":["https://futo.org/blog/asr4all"]}],"method":"controlled-rules-v1","rule_id":"technology-broad","status":"candidate"}],"taxonomy_revision":"1f2db31d811fca07e99b16d402c10e2cc2965c9df1c7b41d9be348b40a24e7fb","taxonomy_version":"IPTC Media Topics 2026-Q2"},"api_url":"https://newsverum.com/api/v1/articles/futo-asr4all-streaming-speech-models-cpu-mobile-2026?lang=en","category":"technology","content":{"key_points":[],"paragraphs":["FUTO announced ASR4ALL speech recognition models on October 13. The company said the small, medium and large versions contain 28 million, 56 million and 97 million parameters, respectively, and support streaming output while audio is being received.","FUTO says it designed the models to use ordinary CPU instructions and run locally. It also described a 5.3-million-parameter punctuation, capitalization and error-correction component called PCEC, plus a voice-activity detector that it says adds 2.5 thousand parameters. Training and performance statements are the company’s own reports, not independent benchmark findings."],"sections":[]},"corrections":[],"country":"US","data":{"blocks":[{"description":{"ar":"قدمت FUTO ثلاثة نماذج للتعرّف على الكلام بتدفّق مستمر للاستخدام المحلي على CPU؛ وأعداد المعلمات قيم مدوّرة أبلغت عنها الشركة.","de":"FUTO stellte drei Streaming-ASR-Modelle für lokale CPU-Nutzung vor; die Parameterzahlen sind gerundete Unternehmensangaben.","en":"FUTO introduced three streaming ASR models for local CPU use; parameter counts are rounded figures reported by the company.","es":"FUTO presentó tres modelos ASR en transmisión para uso local en CPU; las cantidades de parámetros son cifras redondeadas comunicadas por la empresa.","fr":"FUTO a présenté trois modèles ASR en flux continu pour un usage local sur CPU ; les nombres de paramètres sont des valeurs arrondies communiquées par l’entreprise.","pt":"A FUTO apresentou três modelos ASR em streaming para uso local em CPU; as quantidades de parâmetros são valores arredondados informados pela empresa.","tr":"FUTO, yerel CPU kullanımı için üç akışlı ASR modelini tanıttı; parametre sayıları şirketin bildirdiği yuvarlatılmış değerlerdir."},"id":"announcement","items":[{"date":"2026-10-13","description":{"ar":"قدمت FUTO ثلاثة نماذج للتعرّف على الكلام بتدفّق مستمر للاستخدام المحلي على CPU؛ وأعداد المعلمات قيم مدوّرة أبلغت عنها الشركة.","de":"FUTO stellte drei Streaming-ASR-Modelle für lokale CPU-Nutzung vor; die Parameterzahlen sind gerundete Unternehmensangaben.","en":"FUTO introduced three streaming ASR models for local CPU use; parameter counts are rounded figures reported by the company.","es":"FUTO presentó tres modelos ASR en transmisión para uso local en CPU; las cantidades de parámetros son cifras redondeadas comunicadas por la empresa.","fr":"FUTO a présenté trois modèles ASR en flux continu pour un usage local sur CPU ; les nombres de paramètres sont des valeurs arrondies communiquées par l’entreprise.","pt":"A FUTO apresentou três modelos ASR em streaming para uso local em CPU; as quantidades de parâmetros são valores arredondados informados pela empresa.","tr":"FUTO, yerel CPU kullanımı için üç akışlı ASR modelini tanıttı; parametre sayıları şirketin bildirdiği yuvarlatılmış değerlerdir."},"label":{"ar":"أعلنت FUTO نماذج ASR4ALL للتعرّف على الكلام","de":"FUTO kündigt ASR4ALL-Spracherkennungsmodelle an","en":"FUTO announces ASR4ALL speech recognition models","es":"FUTO anuncia los modelos ASR4ALL de reconocimiento de voz","fr":"FUTO annonce les modèles ASR4ALL de reconnaissance vocale","pt":"A FUTO anuncia os modelos ASR4ALL de reconhecimento de fala","tr":"FUTO, ASR4ALL konuşma tanıma modellerini yayımladığını duyurdu"},"status":"occurred"}],"methodology":{"ar":"يعتمد على إعلان FUTO في 13 أكتوبر. أعداد المعلمات مدوّرة كما وردت في المصدر، ولا تُستنتج نتائج أداء مستقلة.","de":"Grundlage ist FUTO’s Mitteilung vom 13. Oktober. Parameterzahlen sind wie in der Quelle gerundet; unabhängige Leistungswerte werden nicht abgeleitet.","en":"Based on FUTO’s October 13 announcement. Parameter counts are rounded as reported by the source; no independent performance result is inferred.","es":"Se basa en el anuncio de FUTO del 13 de octubre. Las cantidades de parámetros están redondeadas como en la fuente; no se infiere un resultado de rendimiento independiente.","fr":"Fondé sur l’annonce de FUTO du 13 octobre. Les nombres de paramètres sont arrondis comme dans la source ; aucun résultat de performance indépendant n’est déduit.","pt":"Baseia-se no anúncio da FUTO de 13 de outubro. As quantidades de parâmetros são arredondadas como na fonte; nenhum resultado independente de desempenho é inferido.","tr":"FUTO’nun 13 Ekim tarihli duyurusuna dayanır. Parametre sayıları kaynakta yuvarlatılmış olarak verilir; bağımsız performans sonucu çıkarılmaz."},"sourceUrls":["https://futo.org/blog/asr4all"],"title":{"ar":"إعلان نماذج ASR4ALL","de":"Ankündigung der ASR4ALL-Modelle","en":"ASR4ALL model announcement","es":"Anuncio de los modelos ASR4ALL","fr":"Annonce des modèles ASR4ALL","pt":"Anúncio dos modelos ASR4ALL","tr":"ASR4ALL modellerinin duyurulması"},"type":"events","updatedAt":"2026-10-15T17:21:01Z"}],"version":1},"data_downloads":[{"formats":{"csv":"https://newsverum.com/api/v1/articles/futo-asr4all-streaming-speech-models-cpu-mobile-2026/data/announcement?lang=en&format=csv","json":"https://newsverum.com/api/v1/articles/futo-asr4all-streaming-speech-models-cpu-mobile-2026/data/announcement?lang=en&format=json"},"id":"announcement"}],"data_types":["events"],"editorial_illustration":{"alt":"Conceptual illustration of technology, processors and connected information.","asset_id":"newsverum-v1-technology","avif_variants":[{"height":320,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-480.avif","width":480},{"height":480,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-720.avif","width":720},{"height":640,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-960.avif","width":960},{"height":800,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1200.avif","width":1200},{"height":1024,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.avif","width":1536}],"credit":"Newsverum","documentary":false,"height":1024,"kind":"symbolic-editorial-illustration","language":"en","scope":"topic","url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.webp","variants":[{"height":320,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-480.webp","width":480},{"height":640,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-960.webp","width":960},{"height":1024,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.webp","width":1536}],"width":1536},"event_id":"event-a8838ef3-7059-591b-bd1f-fdeb1818ef09","event_period":"2026-10-13","event_period_basis":"event-or-reference-period","id":"futo-asr4all-streaming-speech-models-cpu-mobile-2026","image":null,"importance":0.6,"language":"en","modified_at":"2026-10-15T17:36:41+00:00","publication_basis":"publication-record","published_at":"2026-10-15T17:36:41+00:00","reading_minutes":1,"region":"world","section_illustration":{"alt":"Conceptual illustration of technology, processors and connected information.","asset_id":"newsverum-v1-technology","avif_variants":[{"height":320,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-480.avif","width":480},{"height":480,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-720.avif","width":720},{"height":640,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-960.avif","width":960},{"height":800,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1200.avif","width":1200},{"height":1024,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.avif","width":1536}],"credit":"Newsverum","documentary":false,"height":1024,"kind":"symbolic-editorial-illustration","language":"en","scope":"section","url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.webp","variants":[{"height":320,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-480.webp","width":480},{"height":640,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-960.webp","width":960},{"height":1024,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.webp","width":1536}],"width":1536},"slug":"futo-asr4all-streaming-speech-models-cpu-mobile-2026","sources":[{"checkedAt":"2026-10-15","name":"FUTO","publishedAt":"2026-10-13","url":"https://futo.org/blog/asr4all"}],"summary":"FUTO says it has released three streaming speech recognition models with 28 million, 56 million and 97 million parameters, designed for local CPU use.","text":"FUTO says it has released three streaming speech recognition models with 28 million, 56 million and 97 million parameters, designed for local CPU use.\n\nFUTO announced ASR4ALL speech recognition models on October 13. The company said the small, medium and large versions contain 28 million, 56 million and 97 million parameters, respectively, and support streaming output while audio is being received.\n\nFUTO says it designed the models to use ordinary CPU instructions and run locally. It also described a 5.3-million-parameter punctuation, capitalization and error-correction component called PCEC, plus a voice-activity detector that it says adds 2.5 thousand parameters. Training and performance statements are the company’s own reports, not independent benchmark findings.","title":"FUTO releases ASR4ALL speech recognition models for CPU and mobile devices","topics":[],"translations":[{"api_url":"https://newsverum.com/api/v1/articles/futo-asr4all-streaming-speech-models-cpu-mobile-2026?lang=tr","language":"tr","url":"https://newsverum.com/tr/news/futo-asr4all-streaming-speech-models-cpu-mobile-2026"},{"api_url":"https://newsverum.com/api/v1/articles/futo-asr4all-streaming-speech-models-cpu-mobile-2026?lang=en","language":"en","url":"https://newsverum.com/en/news/futo-asr4all-streaming-speech-models-cpu-mobile-2026"},{"api_url":"https://newsverum.com/api/v1/articles/futo-asr4all-streaming-speech-models-cpu-mobile-2026?lang=ar","language":"ar","url":"https://newsverum.com/ar/news/futo-asr4all-streaming-speech-models-cpu-mobile-2026"},{"api_url":"https://newsverum.com/api/v1/articles/futo-asr4all-streaming-speech-models-cpu-mobile-2026?lang=fr","language":"fr","url":"https://newsverum.com/fr/news/futo-asr4all-streaming-speech-models-cpu-mobile-2026"},{"api_url":"https://newsverum.com/api/v1/articles/futo-asr4all-streaming-speech-models-cpu-mobile-2026?lang=es","language":"es","url":"https://newsverum.com/es/news/futo-asr4all-streaming-speech-models-cpu-mobile-2026"},{"api_url":"https://newsverum.com/api/v1/articles/futo-asr4all-streaming-speech-models-cpu-mobile-2026?lang=de","language":"de","url":"https://newsverum.com/de/news/futo-asr4all-streaming-speech-models-cpu-mobile-2026"},{"api_url":"https://newsverum.com/api/v1/articles/futo-asr4all-streaming-speech-models-cpu-mobile-2026?lang=pt","language":"pt","url":"https://newsverum.com/pt/news/futo-asr4all-streaming-speech-models-cpu-mobile-2026"}],"url":"https://newsverum.com/en/news/futo-asr4all-streaming-speech-models-cpu-mobile-2026"},"version":"1"}