{"article_url":"https://newsverum.com/ar/news/compilemask-transformer-attention-masking-2026","block":{"columns":[{"key":"attention_mode","label":{"ar":"نوع الانتباه","de":"Aufmerksamkeitsmodus","en":"Attention mode","es":"Tipo de atención","fr":"Type d’attention","pt":"Modo de atenção","tr":"Dikkat türü"},"language":"en","type":"text"},{"key":"native_fa4_percent","label":{"ar":"النسبة المحتفظ بها من أداء FA4 الأصلي","de":"Erhaltener Anteil des nativen FA4-Durchsatzes","en":"Native FA4 throughput retained","es":"Proporción del rendimiento FA4 nativo conservada","fr":"Part du débit FA4 natif conservée","pt":"Parcela do débito FA4 nativo mantida","tr":"Yerel FA4 veriminin korunan bölümü"},"type":"number","unit":"percent"}],"description":{"ar":"أعباء انتباه قِيست عند طول 32 ألفاً؛ القيم خاصة بالدراسة.","de":"Aufmerksamkeitslasten bei einer Länge von 32.000; die Werte gelten für diese Studie.","en":"Attention workloads measured at length 32K; values are specific to the study.","es":"Cargas de atención medidas con longitud 32.000; los valores son específicos del estudio.","fr":"Charges d’attention mesurées à une longueur de 32 000; les valeurs sont propres à l’étude.","pt":"Cargas de atenção medidas com comprimento de 32 mil; os valores são específicos do estudo.","tr":"32 bin uzunlukta ölçülen dikkat iş yükleri; değerler çalışmaya özgüdür."},"id":"attention-benchmark","methodology":{"ar":"اختُبرت أربعة أنماط للأقنعة على وحدات NVIDIA Blackwell بأطوال تسلسل من 1K إلى 32K؛ والتسريعات مقارنة بخط أساس Flex-FA4 في الورقة.","de":"Vier Maskenmuster wurden auf NVIDIA-Blackwell-GPUs bei Sequenzlängen von 1K bis 32K getestet; die Beschleunigungen beziehen sich auf die Flex-FA4-Referenz der Studie.","en":"Four mask patterns were tested on NVIDIA Blackwell GPUs at sequence lengths from 1K to 32K; speedups are relative to the paper’s Flex-FA4 baseline.","es":"Se probaron cuatro patrones de máscara en GPU NVIDIA Blackwell, con secuencias de 1K a 32K; las aceleraciones se comparan con la referencia Flex-FA4 del artículo.","fr":"Quatre motifs de masque ont été testés sur GPU NVIDIA Blackwell, pour des séquences de 1K à 32K; les accélérations sont relatives à la référence Flex-FA4 de l’article.","pt":"Foram testados quatro padrões de máscara em GPUs NVIDIA Blackwell, com sequências de 1K a 32K; os ganhos são relativos à referência Flex-FA4 do artigo.","tr":"NVIDIA Blackwell GPU’larda dört maske deseni, uzunlukları 1K–32K arasında olan iş yükleriyle karşılaştırıldı; hızlanmalar makalede belirtilen Flex-FA4 taban çizgisine göredir."},"rowTranslations":[{"attention_mode":{"ar":"الانتباه السببي، الحد الأدنى","de":"Kausale Aufmerksamkeit, Untergrenze","en":"Causal attention, lower bound","es":"Atención causal, límite inferior","fr":"Attention causale, borne basse","pt":"Atenção causal, limite inferior","tr":"Nedensel dikkat, alt sınır"}},{"attention_mode":{"ar":"الانتباه السببي، الحد الأعلى","de":"Kausale Aufmerksamkeit, Obergrenze","en":"Causal attention, upper bound","es":"Atención causal, límite superior","fr":"Attention causale, borne haute","pt":"Atenção causal, limite superior","tr":"Nedensel dikkat, üst sınır"}}],"rows":[{"attention_mode":"Causal attention, lower bound","native_fa4_percent":85},{"attention_mode":"Causal attention, upper bound","native_fa4_percent":89}],"sourceUrls":["https://arxiv.org/abs/2610.13474"],"title":{"ar":"مقارنة أقنعة الانتباه","de":"Vergleich von Aufmerksamkeitsmasken","en":"Attention-mask comparison","es":"Comparación de máscaras de atención","fr":"Comparaison des masques d’attention","pt":"Comparação de máscaras de atenção","tr":"Dikkat maskesi kıyaslaması"},"type":"table","updatedAt":"2026-10-13T01:31:44Z"},"version":1}