Word representations empowered with additional linguistic information have been widely studied and proved to outperform traditional embeddings. Current methods mainly focus on learning embeddings for words while embeddings of linguistic information (
referred to as grain embeddings) are discarded after the learning. This work proposes a framework field embedding to jointly learn both word and grain embeddings by incorporating morphological, phonetic, and syntactical linguistic fields. The framework leverages an innovative fine-grained pipeline that integrates multiple linguistic fields and produces high-quality grain sequences for learning supreme word representations. A novel algorithm is also designed to learn embeddings for words and grains by capturing information that is contained within each field and that is shared across them. Experimental results of lexical tasks and downstream natural language processing tasks illustrate that our framework can learn better word embeddings and grain embeddings. Qualitative evaluations show grain embeddings effectively capture the semantic information.
تتعرض الليبيدات كما تتعرض أغلب مكونات الدقيق إلى جملة من التغيرات أثناء التخزين ينعكس ذلك على الخصائص الفزيائية لللعجين وعلى نوعية الخبز الناتج
The Russian and German journeys are considered one of the most
important European journeys which described some of the Holy Places
(Palestine) and its economy, especially agriculture during the Crusades. This
research will talk about models of Russian and German flights, and the
definition of their owners.
The concentrations of copper (Cu) and zinc (Zn) in samples of some cereals available at
local markets in Syria weredetermined, after nitric digestion, using Atomic Absorption
Spectrometry. The study showed that the heavy metals were present in all
samples at different
levels. The concentration of heavy metals varied from trace to higher concentration.
The maximum level of copper (Cu) in the cereal samples was 0.426 mg kg-1 on dry
weight basis, where the maximum level of zinc (Zn) in the cereal samples was 2.325mg mg kg-
1 on dry weight basis. The analytical results obtained for the heavy metals indicate that the
copper and zinc were present in all samples at concentration well below the acceptable
concentration recommended by the World Health Organization.
The fourth fillial generation with their parents p1 and p2 for four crosses in
six row barley (Hordium vulgare L.): Jezera1 x Badya, Tadmer x Arivat,
Rehan x Bendict and Rum x Forest. The seeds were planted in 2007 using
R.C.B.D. with four replica
tions. The data were recorded for the traits; maturity
time, number of spikes, spike length, grain yield, weight of 1000 grains and
number of grains per spike, to estimate average degree of dominance,
heritability and expected genetic advance from selection.. The results showed
that over dominance were presence for the studied traits. The values of broad
sense heritability were high for the studied traits in the all crosses. The values
of narrow sense heritability were (1) high for number of spikes in the all
crosses, maturity time, grain yield and spike length in the second and fourth
crosses and weight of 1000 grains in the second cross(2) low for the weight of
1000 grains and number of grains per spike in the fourth cross.(3) moderately
for the other traits. The results of this study indicated that selection will be
effective to obtain superior strains in the four crosses for the studied traits
except spike length and weight of 1000 grains in the second cross. Therefore
recurrent selection will be suggested to increase the desirable genes.
