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 that for any relational reasoning task in a large family …
Read more “When can transformers reason with abstract symbols?”
Unlocking the full potential of supply chain management has long been a goal for businesses that seek efficiency, resilience and sustainability. In the age of digital transformation, the integration of advanced technologies like generative artificial intelligence brings a new era of innovation and optimization. AI tools help users address queries and resolve alerts by using …
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Large language models (LLMs) are making a significant impact in the realm of artificial intelligence (AI). Their impressive generative abilities have led to widespread adoption across various sectors and use cases, including content generation, sentiment analysis, chatbot development, and virtual assistant technology. Llama2 by Meta is an example of an LLM offered by AWS. Llama …
Read more “Simple guide to training Llama 2 with AWS Trainium on Amazon SageMaker”
For the fifth consecutive year, Gartner® has named Google as a Leader in the Magic Quadrant™ for Cloud AI Developer Services (CAIDS). We believe this is a testament to our history of offering innovative AI products and delivering continuous improvement for our customers. Download the complimentary 2024 Gartner Magic Quadrant™ for Cloud AI Developer Services …
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The company’s decision to eliminate the team building its charging infrastructure comes at a delicate time for the EV industry. Other players are eager to pick up where Tesla left off.
One group commonly misunderstood by voice technology are individuals who speak African American English, or AAE. Researchers designed an experiment to test how AAE speakers adapt their speech when imagining talking to a voice assistant, compared to talking to a friend, family member, or stranger. The study tested familiar human, unfamiliar human, and voice assistant-directed …
Read more “Machine listening: Making speech recognition systems more inclusive”
Large language models (LLMs) are becoming increasingly useful for programming and robotics tasks, but for more complicated reasoning problems, the gap between these systems and humans looms large. Without the ability to learn new concepts like humans do, these systems fail to form good abstractions—essentially, high-level representations of complex concepts that skip less-important details—and thus …
Read more “Natural language boosts LLM performance in coding, planning and robotics”
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, the ability to think of words quickly and efficiently, is paramount …
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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 access enterprise content securely and privately using web applications built with …
With generative AI top of mind for both developers and business stakeholders, it’s important to explore how products like Workflows, Google Cloud’s serverless execution engine, can automate and orchestrate large language model (LLM) use cases. We recently covered how to orchestrate Vertex AI’s PaLM and Gemini APIs with Workflows. In this blog, we illustrate how …
Read more “Long document summarization with Workflows and Gemini models”