NLP

What is it? ChatGPT is a state-of-the-art natural language processing (NLP) model developed by OpenAI. It is a variant of the popular GPT-3 (Generative Pertained Transformer 3) model, which has been trained on a massive amount of text data to generate human-like responses to a given input. How does it work? Unlike traditional NLP models that rely…

RoFormer: Rotary Position Embedding (RoPE), for Position Information — RoFormer: Enhanced Transformer with Rotary Position Embedding, RoFormer, by Zhuiyi Technology Co., Ltd. 2021 arXiv v4, Over 70 Citations (Sik-Ho Tsang @ Medium) Natural Language Processing, NLP, Language Model, LM, Transformer, BERT Rotary Position Embedding (RoPE) is proposed to effectively leverage the positional information.

Recent achievements in NLP have given rise to innovative model architecture like GPT-3 and Bert. These pre-trained models have democratized machine learning, allowing even people with small data science experience to build ML applications, without training a model from scratch and utilizing huge calculating resources. In this post, We focus…

The Leading Questions Problem of Current Generative Models “Objection, your honor — leading the witness” is a sentence we’ve all heard at least once in our lifetime — perhaps during the Johnny Depp-Amber Heard case if we subjected ourselves to that courtroom saga. But what does that term, “leading”, even…

As artificial intelligence (AI) technology continues to advance, new innovations, progress, challenges, and applications are emerging. Machine learning (ML) and deep learning (DL) models are being developed to revolutionize the ability of AI to solve complex problems. By the end of 2022, these models will have achieved a level of…

Named entity recognition (NER) — sometimes referred to as entity segmentation, retrival, or identification — is the task of identifying and categorizing key information (entities) in text. …