{"version":1,"article_url":"https://haberpaper.com/en/news/saudi-nemotron-sada-dialect-benchmark-2026","compilation":{"creator":{"@type":"Organization","@id":"https://haberpaper.com/#organization","name":"Haber Paper","url":"https://haberpaper.com/"},"license":{"@type":"CreativeWork","@id":"https://haberpaper.com/en/data-terms/v1#license","name":"Haber Paper Original Data Compilation License 1.0","url":"https://haberpaper.com/en/data-terms/v1"},"rights_scope":"Haber Paper original data arrangement, labels and methodology notes only; underlying source rights and permissions remain separate.","source_license_url":null},"block":{"id":"saudi-arabic-asr-test-results","type":"table","title":{"tr":"SADA konuşma tanıma test sonuçları","en":"SADA speech-recognition test results","ar":"نتائج اختبارات التعرف على الكلام في SADA","fr":"Résultats des tests de reconnaissance vocale SADA","es":"Resultados de las pruebas de reconocimiento SADA"},"description":{"tr":"NVIDIA teknik yazısındaki farklı test kümeleri için uyarlama öncesi ve sonrası kelime hata oranları.","en":"Before-and-after word error rates for separate test sets in NVIDIA’s technical post.","ar":"معدلات خطأ الكلمات قبل التكييف وبعده لمجموعات اختبار منفصلة في المقال التقني لإنفيديا.","fr":"Taux d’erreur de mots avant et après adaptation pour des tests distincts de l’article NVIDIA.","es":"Tasas de error de palabras antes y después del ajuste en conjuntos de prueba distintos del artículo de NVIDIA."},"methodology":{"tr":"WER, ikame/silme/ekleme hatalarının kelime sayısına oranıdır; doğruluk yüzdesi değildir. Her satır ayrı test kümesidir. Sonuçlar şirketin kendi teknik deneyinden gelir ve ülke çapında genellenemez.","en":"WER is substitutions, deletions and insertions relative to word count; it is not an accuracy percentage. Each row is a separate test set. Results are from the company’s own technical experiment and are not nationwide estimates.","ar":"يقيس WER الاستبدال والحذف والإضافة نسبةً إلى عدد الكلمات؛ وليس نسبة الدقة. وكل صف لمجموعة اختبار منفصلة. النتائج من تجربة الشركة التقنية ولا تمثل تقديراً على مستوى المملكة.","fr":"Le WER rapporte substitutions, suppressions et insertions au nombre de mots ; ce n’est pas un taux de précision. Chaque ligne est un test distinct. Résultats de l’expérience technique de l’entreprise, non d’une estimation nationale.","es":"WER relaciona sustituciones, eliminaciones e inserciones con el recuento de palabras; no es un porcentaje de precisión. Cada fila es una prueba independiente. Resultados del experimento técnico de la empresa, no una estimación nacional."},"sourceUrls":["https://developer.nvidia.com/blog/fine-tuning-nvidia-nemotron-for-saudi-arabic-dialects-with-a-path-to-other-languages/"],"updatedAt":"2026-10-08T19:35:56+03:00","columns":[{"key":"test_set","label":{"tr":"Test kümesi","en":"Test set","ar":"مجموعة الاختبار","fr":"Jeu de test","es":"Conjunto de prueba"},"type":"text","language":"en"},{"key":"before","label":{"tr":"Önce WER","en":"Before WER","ar":"WER قبل التكييف","fr":"WER avant","es":"WER antes"},"type":"number","unit":"percent"},{"key":"after","label":{"tr":"Sonra WER","en":"After WER","ar":"WER بعد التكييف","fr":"WER après","es":"WER después"},"type":"number","unit":"percent"}],"rows":[{"test_set":"SADA Najdi + Hijazi target split","before":55.05,"after":29.96},{"test_set":"Full SADA","before":58.84,"after":35.61},{"test_set":"FLEURS English","before":11.04,"after":10.42},{"test_set":"FLEURS Arabic","before":12.67,"after":11.41}]}}