Most recently, there has been significant interest in learning contextual representations for various NLP tasks, by leveraging large scale text corpora to train powerful language models with self-supervised objectives, such as Masked Language Model (MLM). Based on a pilot study, we observe three issues of existing general-purpose when they are applied the text-to-SQL semantic parsers: fail dete...

While the abundance of elemental deuterium is relatively low (D/H ~ a few 1E-5), orders magnitude higher D/H ratios have been found for many interstellar molecules, enhanced by fractionation. In cold molecular clouds (T < 20K) fractionation driven H2D+ ion, whereas at temperatures > 20-30K) gas-phase deuteration controlled reactions with CH2D+ and C2HD+. role in driving chemistry well understoo...

Accurate scene understanding from multiple sensors mounted on cars is a key requirement for autonomous driving systems. Nowadays, this task mainly performed through data-hungry deep learning techniques that need very large amounts of data to be trained. Due the high cost performing segmentation labeling, many synthetic datasets have been proposed. However, most them miss multi-sensor nature dat...

The Controller Area Network (CAN) is a widely used communication protocol in automobiles, but it vulnerable to various types of attacks. To address this issue, researchers have been exploring the use intrusion detection systems (IDS) for CAN bus. Deep learning and machine proven be powerful tools detecting intrusions accurately quickly. However, deep models require large amounts data achieve op...

protein storage vacuoles (Kalinski et al., 1992). P34 has a tendency to bind to lipid and oil that is likely significant The wide-spread use of soybean [Glycine max (L.) Merr.] products in its subsequently demonstrated role as an allergen and in processed foods poses a potential threat to soybean-sensitive, foodallergic individuals. Clinical symptoms of soybean allergy can be manias a possible ...

Natural disasters, mental illnesses, injuries, and crime are all known factors that lead to stress (Casarella 2020). People were in various levels of confinement due Coronavirus over the world, leading job loss inability finance basic living expenses. This study evaluated relationship between income by surveying different socioeconomic groups. All participants took anonymous PSS (Perceived Stre...