Large language models (LLMs) play a fundamental role in processing substantial amounts of data quickly and accurately, and depend critically on instruction tuning to enhance their reasoning capabilities. Instruction tuning is crucial as it equips LLMs to efficiently solve unfamiliar problems by applying learned knowledge in structured scenarios.
However, obtaining high-quality, scalable instruction data continues…
On May 13, OpenAI held a Spring Update event, unveiling numerous innovations such as GPT-4o. This was, however, soon followed by Google's own event, Google I/O '24, which presented several advances and improvements. Among these, one that drew substantial attention was the introduction of Project Astra, a multi-faceted AI agent aimed to increasingly integrate into…
Following OpenAI's Spring Update event on May 13, which introduced many innovations including GPT-4o, Google held its own event, Google I/O '24. The event saw the introduction and improvement of a variety of projects, including Ask Photos, the expansion of AI in search, and the introduction of Gemini 1.5 pro to Workspace. However, the defining…
Text embedding models, an essential aspect of natural language processing, enable machines to interact and interpret human language by converting textual information into a numerical format. These models are vital for numerous applications, from search engines to chatbots, enhancing overall efficiency. However, the challenge in this field lies in enhancing the retrieval accuracy without excessively…
Artificial Intelligence's ability to comprehend and generate natural language effectively has been a real mystery in the field of machine learning. The system’s capability to memorize and combine knowledge fragments has eluded traditional machine learning techniques until now. This paper explores the intriguing process through a new approach named "Memory Mosaics," promising a better understanding…
On May 13, the AI research organization OpenAI held an event announcing various updates, the most significant being the unveiling of its newest model, GPT-4o, and the launch of the official ChatGPT desktop app for Mac.
GPT-4o is a significant upgrade to the artificial intelligence capabilities of OpenAI’s previous tech. The “o” signifies its “omnimodal” features,…
The exploration of Artificial Intelligence has increasingly focused on simulating human-like interactions. The latest innovations aim to streamline the processing of text, audio, and visual data into one framework, addressing the limitations of earlier models that processed these inputs separately.
Traditional AI models often compartmentalized the processing of different data types, resulting in delayed responses and…
Large Language Models (LLMs) heavily rely on the process of tokenization – breaking down texts into manageable pieces or tokens – for their training and operations. However, LLMs often encounter a problem called 'glitch tokens'. These tokens exist in the model's vocabulary but are underrepresented or absent in the training datasets. Glitch tokens can destabilize…
