Retrieval Augmented Generation (RAG) is a state-of-the-art approach to building question answering systems that combines the strengths of retrieval and foundation models (FMs). RAG models first retrieve relevant information from a large corpus of text and then use a FM to synthesize an answer based on the retrieved information. An end-to-end RAG solution involves several …
New research analyzes the misuse of multimodal generative AI today, in order to help build safer and more responsible technologies.
This is a guest post co-written with Vicente Cruz Mínguez, Head of Data and Advanced Analytics at Cepsa Química, and Marcos Fernández Díaz, Senior Data Scientist at Keepler. Generative artificial intelligence (AI) is rapidly emerging as a transformative force, poised to disrupt and reshape businesses of all sizes and across industries. Generative AI empowers organizations …
This article introduces contrastive alignment instructions (AlignInstruct) to address two challenges in machine translation (MT) on large language models (LLMs). One is the expansion of supported languages to previously unseen ones. The second relates to the lack of data in low-resource languages. Model fine-tuning through MT instructions (MTInstruct) is a straightforward approach to the first …
Underwriting is a fundamental function within the insurance industry, serving as the foundation for risk assessment and management. Underwriters are responsible for evaluating insurance applications, determining the level of risk associated with each applicant, and making decisions on whether to accept or reject the application based on the insurer’s guidelines and risk appetite. In this …
Read more “Streamline insurance underwriting with generative AI using Amazon Bedrock – Part 1”
We’ve been thrilled to see the recent enthusiasm and adoption of Gemini 1.5 Flash — our fastest model to date, optimized for high-volume and high-frequency tasks at scale. Every day, we learn about how people are using Gemini to do amazing things like transcribe audio, understand code errors, and build apps in minutes. Companies like …
Read more “New strides in making AI accessible for every enterprise”
Announcing a comprehensive, open suite of sparse autoencoders for language model interpretability.
Amazon Web Services (AWS) is committed to supporting the development of cutting-edge generative artificial intelligence (AI) technologies by companies and organizations across the globe. As part of this commitment, AWS Japan announced the AWS LLM Development Support Program (LLM Program), through which we’ve had the privilege of working alongside some of Japan’s most innovative teams. …
The proliferation of digital devices and platforms such as social media, mobile devices, and IoT sensors has led to an exponential growth in unstructured data such as images, audio files, videos, and documents. To help organizations unlock valuable insights from your data, BigQuery, Google’s AI-ready cloud data platform, is integrated with Vertex AI, Google’s fully-managed …
NVIDIA researchers used NVIDIA Edify, a multimodal architecture for visual generative AI, to build a detailed 3D desert landscape within a few minutes in a live demo at SIGGRAPH’s Real-Time Live event on Tuesday. During the event — one of the prestigious graphics conference’s top sessions — NVIDIA researchers showed how, with the support of …
Read more “NVIDIA Researchers Harness Real-Time Gen AI to Build Immersive Desert World”