Published on: 2025-06-09 00:39:36
Fine-tuning solves specific, measurable problems: models that produce inconsistent JSON schemas, inference costs that scale beyond your budget, prompts so complex they hurt performance, and specialized behavior that's impossible to achieve through prompting alone. This guide walks through the concrete benefits of fine-tuning, helps you identify which goals matter for your use case, and shows you how to get started with a clear path to measurable results. We'll cover the real use cases where fi
Keywords: fine model models quality tuning
Find related items on AmazonPublished on: 2025-07-15 16:23:09
Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More Two popular approaches for customizing large language models (LLMs) for downstream tasks are fine-tuning and in-context learning (ICL). In a recent study, researchers at Google DeepMind and Stanford University explored the generalization capabilities of these two methods. They find that ICL has greater generalization ability (though it comes at a higher computation cost
Keywords: fine icl model models tuning
Find related items on AmazonPublished on: 2025-07-26 08:29:22
by William A. Sethares Here is a brief guide to Tuning Timbre Spectrum Scale. Click for a quick rundown of the central ideas or for an overview, go to the complete table of contents by clicking on the appropriate chapter, or click to download the full book. The book includes a set of sound examples on CD, and the full text of one of the early seminal articles is now available on-line. Several pieces of music that exploit the sound techniques are also available for download in mp3 format. The O
Keywords: dissonance scale spectrum timbre tuning
Find related items on AmazonPublished on: 2025-09-10 16:12:32
Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More Weaponized large language models (LLMs) fine-tuned with offensive tradecraft are reshaping cyberattacks, forcing CISOs to rewrite their playbooks. They’ve proven capable of automating reconnaissance, impersonating identities and evading real-time detection, accelerating large-scale social engineering attacks. Models, including FraudGPT, GhostGPT and DarkGPT, retail for
Keywords: cisco fine llms models tuning
Find related items on AmazonPublished on: 2025-09-23 00:52:37
Edgar Cervantes / Android Authority TL;DR Researchers used the Gemini fine-tuning tool to help hack the Google AI chatbot. The new method, called Fun-Tuning, adds nonsense text that helps trick the AI into following hidden instructions. Google says it’s always working on defenses, but the researchers believe that fixing the issue may impact useful features for developers. They say it takes a thief to catch a thief, and perhaps the same is true when it comes to hacking LLMs. Academic research
Keywords: ai fun gemini prompt tuning
Find related items on AmazonPublished on: 2025-09-26 23:38:35
Large language models are challenging to adapt to new enterprise tasks. Prompting is error-prone and achieves limited quality gains, while fine-tuning requires large amounts of human-labeled data that is not available for most enterprise tasks. Today, we’re introducing a new model tuning method that requires only unlabeled usage data, letting enterprises improve quality and cost for AI using just the data they already have. Our method, Test-time Adaptive Optimization (TAO), leverages test-time c
Keywords: llama model quality tao tuning
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