In the last few years the resolution of NLP tasks with architectures composed of neural models has taken vogue. There are many advantages to using these approaches especially because there is no need to do features engineering. In this paper, we make a survey of a Deep Learning architecture that propose a resolutive approach to some classical tasks of the NLP. The Deep Learning architecture is based on a cutting-edge model that exploits both word-level and character-level representations through the combination of bidirectional LSTM, CNN and CRF. This architecture has provided cutting-edge performance in several sequential labeling activities for the English language. The architecture that will be treated uses the same approach for the Italian language. The same guideline is extended to perform a multi-task learning involving PoS labeling and sentiment analysis. The results show that the system performs well and achieves good results in all activities. In some cases it exceeds the best systems previously developed for Italian.
Since version 0.7.0 of fonts-tlwg is published, XeLaTeX users now can specify Thai fonts from those package without having to upload them manually. This creates a better Thai XeLaTeX experience especially on online platforms such as Overleaf.ตั้งแต่ fonts-tlwg ปล่อยเวอร์ชัน 0.7.0 ออกมา ทำให้ผู้ใช้งาน XeLaTeX สามารใช้งานฟอนต์ภาษาไทยโดยไม่จำเป็นต้องอัปโหลดฟอนต์เองอีก ทำให้การใช้งานภาษาไทยใน XeLaTeX ทำได้ง่าย โดยเฉพาะสำหรับโปรแกรมออนไลน์อย่าง Overleaf
How to conceal objects from electromagnetic radiation has been a hot research topic. Radar is an object detection system that uses Radio waves to determine the range, angle, or velocity. A radar transmit radio waves or microwaves that reflect from any object in their path. A receive radar is typically the same system as transmit radar, receives and processes these reflected wave to determine properties of object. Different organizations are working onto hide object from the radar in outer space. Any confidential object can be taken through space without being detected by the enemies. This calls for necessity of devising new method to conceal an object electromagnetically.