Large pre-trained language models such as BERT have been the driving force behind recent improvements across many NLP tasks. However, BERT is only trained to predict missing words -- either through masking or next sentence prediction -- and has no kn
owledge of lexical, syntactic or semantic information beyond what it picks up through unsupervised pre-training. We propose a novel method to explicitly inject linguistic information in the form of word embeddings into any layer of a pre-trained BERT. When injecting counter-fitted and dependency-based embeddings, the performance improvements on multiple semantic similarity datasets indicate that such information is beneficial and currently missing from the original model. Our qualitative analysis shows that counter-fitted embedding injection is particularly beneficial, with notable improvements on examples that require synonym resolution.
Fear of a painful dental injection
specially in children is significant barrier to regular visits to the
dentist, so the aim of this study was to assess the efficacy of
primary maxillary second molars anesthesia using lidocaine 10%
nasal spray during restorative cavity preparation.
Interdental Papilla deficiency may occur due to many factors such as
traumatic oral hygiene procedure, plaque associated lesions and
diverging roots following orthodontic treatment. Many of invasive and
non-invasive techniques have been suggested
to reconstruct the
deficient interdental papilla. Treatment using hyaluronic acid gel
injection is the most recent non-invasive technique which
characterized by its easily application as well as avoidance exposing
the patient to surgical procedures. The purpose of this study was to
evaluate the efficiency of repeated cross-linked hyaluronic acid gel
injection in management of deficient interdental papilla at the esthetic
zone after six months of treatment.
This paper includes was clarified the objectives of this study and
the problems caused by gas hydrate formation problem in the
studied gas transportation lines, and submit of the studied fields,
contains all the required data in this research.
in this search this water is treated with some materials to the rock become much lover to
water than oil, which pay improve water transpire properties, by studying
water effect on relative permeability curves and connected quantity
water before an
d after its treatment by adding surfactant (Servo-415)
with concentration(0.05%) weight.
Elastin and collagen loss from the dermal layer is essential cause for wrinkles in
the face. Dermal fillers is the solution for this problem and this study compared clinical improvement
degree and the duration of correction between hyaluronic acid (Matrigel) versus bovine collagen (Zyplast)
for the correction of nasolabial fold.
Osteoarthritis (OA) is a frequent cause of joint pain and is
estimated to be the most common cause of disability in adults. The goals of
management of patients with osteoarthritis (OA) are to control pain and
swelling, minimize disability, improve
the quality of life, and educate the
patient about his or her role in the management team. The effects of
intraarticular hyaluronans in OA have been the subject of several studies.
Their aim has been to determine whether intraarticular supplementation of
these macromolecules, which are deficient in degenerative cartilage, can
lead to decreased symptoms of osteoarthritis.
