In the world of artificial intelligence, optimizing models for speed and efficiency is paramount, especially when dealing with complex architectures like Vision Transformers (ViT). Graphcore's new open-source library, in conjunction with Hugging Face, enables...
Educational
Semi-Supervised Knowledge-Grounded Pre-training for Task-Oriented Dialog Systems
In the ever-evolving field of artificial intelligence, the development of effective dialog systems is crucial for a seamless interaction experience. In our latest endeavor, we present models crafted for Track 2 of the SereTOD 2022 challenge, focusing on building...
How to Use ByT5 Base Portuguese Product Reviews for Sentimental Analysis
Welcome to your gateway for understanding how to harness the power of the ByT5 Base Portuguese model for sentimental analysis of product reviews! In this blog, we will walk through how to set up the model, utilize it, and troubleshoot common issues. Let’s get started!...
Mastering Multilingual Legal Sentence Boundary Detection with MultiLegalSBD
In the realm of Natural Language Processing (NLP), accuracy is paramount, especially when dealing with the intricacies of legal texts. An essential aspect of NLP is Sentence Boundary Detection (SBD), which acts as a critical gateway to deciphering and processing text...
How to Fine-Tune RoBERTa on Winograd Schema Challenge Data
In the world of AI and natural language processing, fine-tuning models like RoBERTa on specific datasets can lead to significant improvements in performance. This article will guide you through the fine-tuning process of the RoBERTa model on the Winograd Schema...
Generating Negative Movie Reviews with GPT-2: A User-Friendly Guide
Welcome to the exciting world of AI and natural language processing! In this blog post, we will explore how to set up a language model, specifically a GPT-2 model fine-tuned to produce negative movie reviews. This model utilizes the IMDB dataset, a popular collection...
Mastering Multilingual Joint Fine-Tuning of Transformer Models for Trolling Detection
Welcome to the world of Natural Language Processing (NLP)! In this article, we will walk you through the process of fine-tuning transformer models for identifying trolling, aggression, and cyberbullying across multiple languages, as demonstrated at the TRAC 2020...
Exploring the Depths of Solitude: A Guide to Understanding Meaning in Lyrics
In the realm of music, lyrics often serve as poetry, conveying profound emotions and ideas. One such piece that resonates deeply is the song referenced here. Let’s embark on a journey to unpack its layers and explore the themes it encapsulates. Step 1: Embrace the...
How to Optimize Text Diversity Using the QCPG++ Dataset
Learning to enhance text diversity metrics is a vital aspect of natural language processing (NLP) that can significantly improve the quality of generated content. In this article, we'll walk you through the essential techniques to achieve this using the QCPG++...
