With the advent of pre-trained language models, many natural language processing tasks in various languages have achieved great success. Although some research has been conducted on fine-tuning BERT-based models for syntactic parsing, and several Arabic pre-trained models have been developed,...
The Persian/Arabic word kīmiyā and its Greek version khēmeía appear to originate from the Coptic word kēme (meaning Egypt) and is believed to be the root word for “chemistry” and associated with the alchemy that tried to purify metals and convert them to gold. 2 https://sotabench.co...
AllTalk is coded to start on 127.0.0.1, meaning that it will ONLY be accessable to the local computer it is running on. If you want to make AllTalk available to other systems on your network, you will need to change its IP address to match the IP address of your network card/computers...
Finetuning & DeepSpeed have other installation requirements (depending on your OS) so please read any instructions in the setup utility and refer back here to this page for detailed instructions (as needed). QUICK SETUP - Standalone Installation If you wish to see this as a video, please go...
BERT employs Transformer, an attention method that discovers semantic aspects of speech (or sub-words) in a text. The attention mechanism of the transformer is the core component of BERT. The attention mechanism helps extract the semantic meaning of a term in a sentence that is frequently tied...
At the same time, the output of the hidden layer includes not only the original meaning of the word but also the contextual information of the word. So, the expression of the hidden layer contains more information, so we should let 𝐻≫𝐸H≫E. In ALBERT, the dimensional value of ...
44 Whilst in the majority of language versions that term, considered on its own, is capable of bearing a wider meaning than the term ‘fines’, which only refers to pecuniary penalties, there are language versions (namely, the Finnish and Swedish versions) in which that term, like the term...
For instance, there is a huge difference in meaning between “this restaurant is far away” and “this restaurant is not far away.” Although the sequence model can be modeled using the LSTM model, better outcomes are frequently obtained when location information is included in word vectors ...
ARABIC languageThe main task of our research is to train various abstractive summarization models for the Arabic language. The work for abstractive Arabic text summarization has hardly begun so far due to the unavailability of the datasets needed for that. In our previous research...
In the last few years,deep learning has proved to be a very effective paradigm to discover patterns in large data sets. Unfortunately,deep learning training on small data sets is not the best option because most of the time traditional machine learning algorithms could get better scores. Now,...