Accurate Knowledge Distillation via N-best Reranking

We propose utilizing n-best reranking to enhance Sequence-Level Knowledge Distillation (Kim and Rush, 2016) where we extract pseudo-labels for student model’s training data from top n-best hypotheses and leverage a diverse set of models with different inductive biases, objective functions or architectures, including some publicly-available large language models, to pick the highest-quality hypotheses as labels. …

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Knowledge Bases for Amazon Bedrock now supports advanced parsing, chunking, and query reformulation giving greater control of accuracy in RAG based applications

Knowledge Bases for Amazon Bedrock is a fully managed service that helps you implement the entire Retrieval Augmented Generation (RAG) workflow from ingestion to retrieval and prompt augmentation without having to build custom integrations to data sources and manage data flows, pushing the boundaries for what you can do in your RAG workflows. However, it’s …

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Faster API development with the Cloud Code plugin for API management

Developers are at the heart of API delivery, and they need tools that make the process faster and easier. Apigee is a powerful API management platform that helps enterprises build, manage, monetize and scale APIs with tools that help developers simplify and speed up API development. Apigee is accessible in the Google Cloud console, as …

Eliminating cameramen distractions with AI to enhance live soccer broadcasts

While the sports industry continually improves spectators’ viewing experience at home, some problems remain unsolved. One such issue for soccer fans is cameramen accidentally appearing in each other’s shots on live broadcasts. These occurrences not only detract from critical game moments but potentially lead to revenue losses for broadcasters due to viewer dissatisfaction.

5 Tips for Getting Started with Deep Learning

Deep learning is a subset of machine learning that has become a cornerstone in many technological breakthroughs. At the core of deep learning, it’s a model inspired by the human brain, which we call a neural network. Contrary to the traditional machine learning model, deep learning can automatically find feature representations from data. That’s why …

How to counter idiots like Terrence Howard?

In a world filled with misinformation and oddball theories, it’s inevitable to come across individuals who hold beliefs that defy basic logic and established facts. One such example is actor Terrence Howard, who famously claimed that 1 x 1 = 2. As baffling as this assertion might be, it presents an opportunity to explore how …

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Reducing Hallucinations with the Ontology in Palantir AIP

Reducing Hallucinations with the Ontology in Palantir AIP (Engineering Responsible AI , #1) Over the past two decades, Palantir has promoted the responsible use of technology through our principles, public positions, and products. This is nowhere more important than in our current work partnering with organizations to leverage the power of AI through Palantir AIP. From ensuring …