Jailbreak attacks aim to identify and address security vulnerabilities in Language Models (LLMs) by bypassing their safety protocols. Despite significant advancements in LLMs, particularly in the area of natural language processing, they remain prone to such attacks. Given the increasing sophistication of new jailbreak techniques, the need for robust defense methodologies has grown. These methods,…
Microsoft researchers have introduced Garnet, a versatile and highly performant cache-store system designed to support the rapidly evolving needs of modern applications. Traditional cache-stores have struggled to keep pace with the increasing complexity and demands of interactive web applications, driving the creation of this new, open-source solution.
As opposed to its predecessor, Garnet handles not…
Data scientists and engineers often encounter difficulties when collaborating on machine learning (ML) tasks due to concerns about data reproducibility and traceability. Software code tends to be transparent about its origin and modifications, but it's often hard to ascertain the exact provenance of the data used for training ML models and the transformations conducted.
To tackle…
Researchers from IBM Research have developed a new architecture, dubbed Alignment Studio, which enables developers to mould large language models (LLMs) to fit specific societal norms, laws, values and regulations. The system is designed to mitigate ongoing challenges in the artificial intelligence (AI) sector surrounding issues such as hate speech and inappropriate language.
While efforts…
Researchers from Tsinghua University and Microsoft Corporation have unveiled a groundbreaking study known as LLMLingua-2, as part of a collaborative effort that reinforces the cruciality of interdisciplinary research. The study primarily focuses on improving the efficiency of language models, which play a pivotal role in ensuring fluent communication between humans and machines. The core challenge…
Researchers from HyperGAI have developed a ground-breaking new multimodal language learning model (LLMs) known as Hyper Pretrained Transformers (HPT) that can proficiently handle and process seamlessly, a wide array of input modalities, such as text, images, and videos. Existing LLMs, like GPT-4V and Gemini Pro, have limitations in comprehending multimodal data, which hinders progress towards…
The field of artificial intelligence (AI) has significantly advanced with the development of Large Language Models (LLMs) such as GPT-3 and GPT-4. Developed by research institutions and tech giants, LLMs have shown great promise by excelling in various reasoning tasks, from solving complex math problems to understanding natural language nuances. However, despite their notable accomplishments,…
Football has forever been an arena for tactical and strategic gameplay, but artificial intelligence (AI) is revolutionizing the field, offering insights beyond human intuition. DeepMind Researchers have introduced TacticAI, an AI assistant developed using the principles of geometric deep learning to analyze and optimize football's set-pieces like corner kicks.
TacticAI learns by analyzing multiple examples of…
Rodney Brooks, co-founder of iRobot and keynote speaker at MIT’s “Generative AI: Shaping the Future” symposium, warned attendees not to overestimate the capabilities of this emerging AI technology. Generative AI is used to create new material by learning from data they were trained on, with applications in art, creativity, functional coding, language translation and realistic…
While delivering holiday presents may seem straightforward for fictional characters like Santa Claus, for companies like FedEx, the task represents a complex optimization problem. To solve it, these companies usually utilize specialized software known as mixed-integer linear programming (MILP) solvers. These solvers break down large optimization problems into smaller pieces, utilizing generic algorithms to identify…
In this article, Sheldon A. Pink, CEO of Krystal Rock Innovation Group, highlights the profound impact automation is having on the healthcare industry. Organizations are increasingly looking to invest in Robotic Process Automation (RPA), Machine Learning (ML), or Artificial Intelligence (AI), reflecting a trend that began around 2012.
Initially, automation was used for basic functions…
The rapid development and widespread use of Artificial Intelligence (AI) tools has brought a range of benefits to businesses and individuals. However, increased access to AI tools also means unprecedented levels of misinformation, with deep fakes presenting a particular concern globally. Recognized as the number one global threat by the 2024 World Economic Forum’s Global…