Edge 372: Learn About CALM, Google DeepMind's Method to Augment LLMs with Other LLMs
Was this email forwarded to you? Sign up here Edge 372: Learn About CALM, Google DeepMind's Method to Augment LLMs with Other LLMsJust like RAG but with LLMs!
Knowledge augmentation is one of most important topics in LLM-based applications. Over the last few months, we have seen a proliferation of augmentation techniques such as retrieve-augmented-generation(RAG) that attempt to expand LLM knowledge with access to external tools or data. However, can we augment LLMs with other LLMs? This seems like an area worth exploring and is the subject of a new paper by Google DeepMind. The idea of augmenting LLMs with LLMs ties directly into the area of model composition. The key principle to explore is whether it’s possible to combine a general-purpose anchor model with a specialized model to create new abilities. For example, could the code understanding ability of one model be merged with the language generation skill of another to facilitate code-to-text generation? Typically, the solution involves additional training or fine-tuning of the anchor model using the data from the specialized model. However, this approach can be computationally expensive and sometimes impractical due to data privacy concerns and organizational limits... Subscribe to TheSequence to read the rest.Become a paying subscriber of TheSequence to get access to this post and other subscriber-only content. A subscription gets you:
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Edge 371: Two-Step LLM Reasoning with Skeleton of Thoughts
Tuesday, February 20, 2024
Created by Microsoft Research, the technique models some of the aspects of human cognitive reasoning in LLMs. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
📌 ML Engineering Event: Mastering AI and ML at Production Scale at apply()
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Join the next apply() virtual conference on Wednesday, April 3, for a free event that brings together the engineering community to master AI and ML in production. Since 2021, apply() has hosted more
Edge 370: A Deep Dive Into AlphaGeometry: Google DeepMind’s New Model that Solves Geometry Problems Like a Math Ol…
Monday, February 19, 2024
The model uses a neurosymbolic approach to reasong through complex problems. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
More Super Models is All We Need
Monday, February 19, 2024
Five major foundation models released in a single week! ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Edge 369: LLM Reasoning with Chain-Of-Code
Tuesday, February 13, 2024
Can LLMs use code generation to reason through complex tasks?
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