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Recent progress in natural language processing has led to Transformer architectures becoming the predominant model used for natural language tasks. However, in many real- world datasets, additional modalities are included which the Transformer does n ot directly leverage. We present Multimodal- Toolkit, an open-source Python package to incorporate text and tabular (categorical and numerical) data with Transformers for downstream applications. Our toolkit integrates well with Hugging Face's existing API such as tokenization and the model hub which allows easy download of different pre-trained models.
The research aims to study the reality of areal work in Syria by the public and private sectors, starting with the study phase through the implementation phase and ending with investment. In this research, statistical and analytical studies of a s ample of local projects have been conducted by using (SPSS) software where the samples were divided into four case studies showing areal work and where any deviation from the desired objectives could happen. this research suggests, within its primary objective model, a filing system for areal work for buildings that could be used as a reference for all topographical office work in the public and private sector.
The aim of the research was to determine the Demand Functions of retailers on rice in Damascus and Countryside governorates, by using random cluster sample with 622 observations. Results showed that the brand played a major role of the retailers d emand on packaged rice, which led to a rise in price affect of retailers demand on packaged rice according to the variety and the brand compared with its impact according to variety only, while the rice variety played a role in increasing retailers demand on dogma rice regardless of the brand. High quality of some varieties and brands of rice led to increase its sold rates, Egyptian, American and Australian rice achieved higher rates of sold among short rice varieties. Indian rice achieved high sold rates among tall rice varieties.
A field trail was conducted at Jeleen Research Station, Dara,a governorate, Syria, during two consecutive growing seasons (2010/ 2011-2011/ 2012), in order to evaluate the role of some cultural practices in improving nitrogen use efficiency and gr ains quality characteristics of four wheat varieties (Acsad1105, Acsad1229, Acsad885 and Acsad901). The experiment was laid according to randomized complete block design-split, with three replicates. Leaf area index, grain starch content and grain yield were significantly higher during the first growing season, in the wheat variety (Acsad901), for the first planting date, and nitrogen rate (200 Kg N. ha1-), when nitrogen fertilizer was added in two splits (1.25, 68.60 %, 1051 g. m-2).
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