​Despite their remarkable achievements, modern Large Language Models (LLMs) encounter exorbitant computational and memory footprints. Recently, several works have shown significant success in training-free and data-free compression (pruning and quantization) of LLMs achieving 50-60% sparsity and reducing the bit-width down to 3 or 4 bits… Read More »Compressing LLMs: The Truth is Rarely Pure and Never Simple Apple Machine Learning Research

​[[{“value”:”Contrastive learning typically matches pairs of related views among a number of unrelated negative views. Views can be generated (e.g. by augmentations) or be observed. We investigate matching when there are more than two related views which we call poly-view tasks, and derive new representation… Read More »Poly-View Contrastive Learning Apple Machine Learning Research

​We investigate the capabilities of transformer models on relational reasoning tasks. In these tasks, models are trained on a set of strings encoding abstract relations, and are then tested out-of-distribution on data that contains symbols that did not appear in the training dataset. We prove… Read More »When can transformers reason with abstract symbols? Apple Machine Learning Research

​[[{“value”:” As of April 30, 2024 Amazon Q Business is generally available. Amazon Q Business is a conversational assistant powered by generative artificial intelligence (AI) that enhances workforce productivity by answering questions and completing tasks based on information in your enterprise systems. Your employees can… Read More »Build private and secure enterprise generative AI apps with Amazon Q Business and AWS IAM Identity Center Abhinav Jawadekar AWS Machine Learning Blog

​[[{“value”:” In the fast-paced world of customer service, efficiency and accuracy are paramount. After each call, contact center agents often spend up to a third of the total call time summarizing the customer conversation. Additionally, manual summarization can lead to inconsistencies in the style and… Read More »Enhance customer service efficiency with AI-powered summarization using Amazon Transcribe Call Analytics Ami Dani AWS Machine Learning Blog

​[[{“value”:” Multimodal large language models (MLLMs) integrate text and visual data processing to enhance how artificial intelligence understands and interacts with the world. This area of research focuses on creating systems that can comprehend and respond to a combination of visual cues and linguistic information,… Read More »InternVL 1.5 Advances Multimodal AI with High-Resolution and Bilingual Capabilities in Open-Source Models Sana Hassan Artificial Intelligence Category – MarkTechPost

​[[{“value”:” Initially designed for continuous control tasks, Proximal Policy Optimization (PPO) has become widely used in reinforcement learning (RL) applications, including fine-tuning generative models. However, PPO’s effectiveness relies on multiple heuristics for stable convergence, such as value networks and clipping, making its implementation sensitive and… Read More »REBEL: A Reinforcement Learning RL Algorithm that Reduces the Problem of RL to Solving a Sequence of Relative Reward Regression Problems on Iteratively Collected Datasets Mohammad Asjad Artificial Intelligence Category – MarkTechPost

​ The rapid advancement of Voice User Interfaces (VUIs) has underscored the importance of verbal fluency in the realm of digital interaction. But how does verbal fluency influence the usability and efficacy of a VUI (Voice user Interface)? Photo by Icons8 Team on Unsplash Verbal fluency,… Read More »The Role of Verbal Fluency in Voice User Interfaces Phoebe Ohayon Chatbots Life – Medium

​ Why Are Automotive Industry Leaders Integrating Virtual Assistants and Other Generative AI-Driven Solutions? The automotive industry has experienced significant changes with the introduction of cutting-edge technologies. These include electric vehicles, autonomous driving capabilities, and advanced safety features. The advancements have created a demand for… Read More »Why Are Automotive Industry Leaders Integrating Virtual Assistants and Other Generative AI-Driven… Master Of Code Global Chatbots Life – Medium