Implementing Multilingual Translation with T5 and Transformers
This post is divided into three parts; they are: • Setting up the translation pipeline • Translation with alternatives • Quality estimation Text translation is a fundamental task in natural language processing, and it inspired the invention of the original transformer model.
Last Updated on June 10, 2023 ChatGPT has demonstrated its ability to handle translation tasks with surprisingly high accuracy. While Google Translate has been the go-to tool for multilingual translation for years, recent studies show that ChatGPT performs competitively with commercial translation products in high-resource European languages (Is ChatGPT A…
This post is divided into five parts; they are: • Preparing the Dataset for Training • Implementing the Seq2Seq Model with LSTM • Training the Seq2Seq Model • Using the Seq2Seq Model • Improving the Seq2Seq Model In
This post is divided into four parts; they are: • Why Attnetion Matters: Limitations of Basic Seq2Seq Models • Implementing Seq2Seq Model with Attention • Training and Evaluating the Model • Using the Model Traditional seq2seq models use an encoder-decoder architecture where the encoder compresses the input sequence into a…