Edge 373: Computationally Efficient LLM Reasoning with ReWOO
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💡 ML Concept of the Day: LLM Reasoning with ReWOOAugmenting LLMs with external data with techniques such as RAG is one of the most common patterns in generative AI applications. Often overlooked is the impact that RAG-type techniques have on the reasoning abilities of LLMs. Typically, a RAG system needs to coordinate reasoning and action with LLMs. The most common setting is that the LLM reason when to use an external tool. It then pauses to gather the response from the tool before determining the next step. This approach, while simple and straightforward, can sometimes lead to increased computational demands due to repetitive prompts and actions. ReWOO is a new reasoning technique optimized for information augmented LLMs. ReWOO works by decomposing the fundamental aspects of LLM reasoning and action: step-wise reasoning, tool-calls, and summarization into separate modules. ReWOO achieves this by structing its method around three core components:... 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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Google Goes Small and Open Source with Gemma
Sunday, February 25, 2024
Gemma is based on the core architecture powering Gemini. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
📝 Guest Post: LoRA Land: 25 Fine-Tuned Mistral-7b LLMs that Rival or Outperform GPT-4
Friday, February 23, 2024
In this guest post, Predibase team discusses their recent release of LoRA Land that they built to demonstrate a real world example of how smaller, task-specific fine-tuned models can cost-effectively
Edge 372: Learn About CALM, Google DeepMind's Method to Augment LLMs with Other LLMs
Thursday, February 22, 2024
Just like RAG but with LLMs! ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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()
Monday, February 19, 2024
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
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