In this paper we describe our submissions to WAT-2021 (Nakazawa et al., 2021) for English-to-Myanmar language (Burmese) task. Our team, ID: YCC-MT1'', focused on bringing transliteration knowledge to the decoder without changing the model. We manuall
y extracted the transliteration word/phrase pairs from the ALT corpus and applying XML markup feature of Moses decoder (i.e. -xml-input exclusive, -xml-input inclusive). We demonstrate that hybrid translation technique can significantly improve (around 6 BLEU scores) the baseline of three well-known Phrase-based SMT'', Operation Sequence Model'' and Hierarchical Phrase-based SMT''. Moreover, this simple hybrid method achieved the second highest results among the submitted MT systems for English-to-Myanmar WAT2021 translation share task according to BLEU (Papineni et al., 2002) and AMFM scores (Banchs et al., 2015).
Siamese Neural Networks have been widely used to perform similarity classification in multi-class settings. Their architecture can be used to group the clinical trials belonging to the same drug-development pathway along the several clinical trial ph
ases. Here we present an approach for the unmet need of drug-development pathway reconstruction, based on an Enhanced hybrid Siamese-Deep Neural Network (EnSidNet). The proposed model demonstrates significant improvement above baselines in a 1-shot evaluation setting and in a classical similarity setting. EnSidNet can be an essential tool in a semi-supervised learning environment: by selecting clinical trials highly likely to belong to the same drug-development pathway it is possible to speed up the labelling process of human experts, allowing the check of a consistent volume of data, further used in the model's training dataset.
Six inbred lines of maize namely; A (1), B (2), C (3), D (4), E (5) and F (6) were
used in half diallel cross. The seeds of inbred lines and its single cross hybrids were
cultivated in an experiment using randomized completely block design (RCBD) w
ith
three replicates, at Twaitha Research Station, Plant Breeding Improvement Center,
Iraq, during autumn season (2016). The parents and F1 were significantly differed
at 5% for number of days to tasseling and silking, plant height (cm), ear diameter
(cm) and yield per plant. Some hybrids showed a significant desirable heterosis for
studied traits such as days to tasseling and silking. While plant height and yield per
plant for all hybrids showed a significant desirable heterosis (deviation of F1 from
mid parents). The mean squares of general and specific combining ability were
highly significant for all traits. The additive and dominance variances were differed
from zero for all studied traits. The broad sense heritability values were high for
all studied traits. Narrow sense heritability was moderate for number of days to
tasseling, plant height and ear diameter, but it was low for number of days to silking
and yield per plant. The average degree of dominance was higher than one for all
traits.
Aim of study: To compare the cleaning effectiveness of manual,
rotary Flexmaster and hybrid (manual and Pro taper)
instrumentation techniques in primary molar teeth.
Material and Methods: Thirteen primary molars without external
resorption were s
elected. After endodontic access, the teeth were
injected with Indian-ink and divided into three groups.
This study has reached to that ANN (5-9-1) (five neurons in input
layer_nine neurons in hidden layer _ one neuron in output layer) is the
optimum artificial network that hybrid system has reached to it with
mean squared error equals (1*10^-4) (0.7
m3/sec), where this software
has summed up millions of experiments in one step and in limited time, it
has also given a zero value of a number of network connections, such as
some connections related of relative humidity input because of the lake
of impact this parameter on the runoff when other parameters are
avaliable.
This study recommend to use this technique in forecasting of
evaporation and other climatic elements.
Half diallel set of crosses between six inbred lines of maize were executed at Maize
Research Department, General Commission for Scientific Agricultural Research
(GCSAR), Syria, during 2010 and 2011 seasons to study heterosis, general and
specific
combining ability components for grain yield (ton/ha), ear height, length and
diameter (cm), and silking date (day) compared with control varieties Basel-1 and
the hybrid Spirou S-4- 985 to identify the best hybrid in terms of yield. Randomized
Completely Block Design (RCBD) was used with three replicates.
The Experiment was conducted during the successive growing
seasons (2013/2014- 2014/2015) where half–diallel hybridization was
conducted between eight genotypes of bread wheat.
The current investigation was conducted to study some
productive properties( body weight, body weight gain, feed intake,
feed conversion ratio, carcass composition, and carcass cuts ) on
some broiler strains in Syria ( Ross, Hubbard, and Shefer ).
The experiment was grown in a Randomized Complete Blocks
Design with three replications, to estimate the heterosis, degree of
dominance and the inbreeding depression of three hybrids of maize.
The aim : This study aims to evaluate and compare the microleakage between nano
and hybrid composite.
Materials and Methods : the sample consisted of forty extracted premolars for
orthodontics purposes , class v cavities were prepared with a speci
fic dimensions on the
buccal surface. The sample divided into two groups ; group A restored by nanocomposite (
Z350) , group B restored by hybrid composite ( Z250) , after that, the samples were placed
in the incubator with thermo cycling for a month ,The samples were then immersed in 0.5
% methelyne blue dye for 24 hours , each tooth was mesial-distal sectioned vertically ,
finally, of all samples was studied using stereomicroscope to evaluated the microleakage .
Results : there was no statistical significant difference between the nano and hybrid
composite according to microleakage.
