Data-driven models perform poorly on part-of-speech tagging problems with the square Hmong language, a low-resource corpus. This paper designs a weight evaluation function to reduce the influence of unknown words. It proposes an improved harmony search algorithm utilizing the roulette and local evaluation strategies for handling the square Hmong part-of-speech tagging problem. The experiment shows that the average accuracy of the proposed model is 6%, 8% more than HMM and BiLSTM-CRF models, respectively. Meanwhile, the average F1 of the proposed model is also 6%, 3% more than HMM and BiLSTM-CRF models, respectively.
اهتمام العلماء العرب بالحروف مبينين معانيه موضحين مقاصده
Before displaying that study we must clarify the nature of this area, wonderful, strange and great world of AL-Bateeha. Its life was simple, easy and comfortable –Human beings in this world were self-sufficient with regards to food, drinks and all other life requirements because and that of presence so many creatures there, for example, birds, fish and lots of plants that humans used as food for them and their animals. Therefore that area formed an isolated environment and far from incursion and uneasy to control
يواجه المنقب عن الآثار الغارقة الكثير من التحديات والمشاكل نظرا لظروف العمل الصعبة تحت أطنان من المياه و تحت تهديد الحيوانات المائية المفترسة وعدم توفر الأكسجين، ما دفع العلماء وتحديدا المختصين بتقنيات الذكاء الاصطناعي الى البحث عن سبل وطرق علمية جديدة تساعد عالم الآثار في تذليل جزء من المعوقات التي قد تحول دون إتمام عمله وتنقيب المواقع الأثرية المغمورة، من هذا المنطلق ركز البحث على عرض مفهوم الذكاء الأصطن
... Show MoreIresineherbstii (blood leaves) is a member of the Amaranthaceae family, native to tropical and subtropical areas. It is erect herbaceous, has red and white variety. Different phytochemical constituents were detected as alkaloids, flavonoids, anthocyanins, and others. This herb was used as a pH indicator, insecticide, and dye fabrics. Traditionally it was used for divination purposes and other purposes. Iresinin IV is the major colorant. Different studies were done to evaluate the CNS, immunomodulatory, antibacterial, antiviral, cytotoxic and other effects. Fresh leaves extract was hepatotoxic. This review aimed to demonstrate the morphological features of this herb and to show the clinical studies related to its traditional use.
... Show MoreAccording to different types of democracy Indexes, hybrid regimes or those in the gray zone, make up the majority of regime transformations in the third wave of democracy. However, after nearly three decades, conceptual confusion about hybrid regimes persists and grows, while obstructing the accumulation of knowledge about the nature of hybrid regimes. This leads to significant political repercussions for democratization. This Paper attempts to provide a clearer view of different and overlapping concepts and classifications in this complex field, and sustain development in literature on democratic transformation. To achieve this, we followed an approach based on the classification of concepts and terms in three distinct categories, b
... Show MoreAnti-tumor necrosis factor treatments for inflammatory bowel disease face challenges like primary nonresponse and secondary loss of response, often due to antidrug antibodies that increase drug clearance. The Fc-gamma receptors type3A (FCGR3A) (rs396991) polymorphism affects infliximab pharmacokinetics and immunogenicity. This study investigates its influence on trough levels, anti-infliximab antibody development, and clinical outcomes in Iraqi ulcerative colitis (UC) patients. This single-center study involved patients on maintenance infliximab therapy who were enrolled. Serum infliximab trough levels and anti-infliximab antibodies (antibodies to infliximab) (free and total) were measured using enzyme-linked immunosorbent assay. Genotyping
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