Researchers from Microsoft Research and Tsinghua University Proposed Skeleton-of-Thought (SoT): A New Artificial Intelligence Approach to Accelerate Generation of LLMs

Researchers from Microsoft Research and Tsinghua University Proposed Skeleton-of-Thought (SoT): A New Artificial Intelligence Approach to Accelerate Generation of LLMs AI News, AI, AI tools, Innovation, itinai.com, LLM, Madhur Garg, MarkTechPost, t.me/itinai 🚀 Exciting News in AI! Researchers from Microsoft Research and Tsinghua University have introduced a breakthrough approach called Skeleton-of-Thought (SoT) to speed up the processing of Large Language Models (LLMs) like GPT-4 and LLaMA. This innovation optimizes the organization of output content without extensively modifying the LLMs themselves. 🔑 SoT works by prompting LLMs to construct a skeleton of the answer and then expanding multiple points within the skeleton simultaneously. This two-stage process improves response times without compromising the quality of the answers. SoT has been evaluated on various models using real-world questions, and it achieved substantial speed-ups ranging from 1.13x to 2.39x. ✨ SoT presents a promising solution to the slow processing speed of LLMs. By focusing on data-level efficiency optimization and parallel expansion, it significantly improves response times while maintaining or even enhancing answer quality across different question domains. This opens up avenues for more efficient and versatile language models in the future. 👉 To learn more about this innovative research and access the paper and GitHub, visit the link: [https://www.marktechpost.com/2022/07/29/researchers-from-microsoft-research-and-tsinghua-university-proposed-skeleton-of-thought-sot-a-new-artificial-intelligence-approach-to-accelerate-generation-of-llms/](https://www.marktechpost.com/2022/07/29/researchers-from-microsoft-research-and-tsinghua-university-proposed-skeleton-of-thought-sot-a-new-artificial-intelligence-approach-to-accelerate-generation-of-llms/) 🌟 Stay ahead of the competition and harness the power of AI in your company. Consider adopting the Skeleton-of-Thought (SoT) approach proposed by researchers from Microsoft Research and Tsinghua University. Here are some practical steps to evolve your company with AI: 1️⃣ Identify Automation Opportunities: Locate customer interaction points that can benefit from AI. 2️⃣ Define KPIs: Ensure your AI initiatives have measurable impacts on business outcomes. 3️⃣ Select an AI Solution: Choose tools that align with your needs and provide customization. 4️⃣ Implement Gradually: Start with a pilot, gather data, and expand AI usage judiciously. For expert advice and insights on AI KPI management and leveraging AI, connect with us at hello@itinai.com. Stay updated on AI news and trends by following us on Telegram at [https://t.me/itinainews](https://t.me/itinainews) or Twitter @itinaicom. 🔦 Spotlight on a Practical AI Solution: Discover how our AI Sales Bot from itinai.com/aisalesbot can redefine your sales processes and customer engagement. This solution automates customer interactions 24/7 and manages interactions across all stages of the customer journey. 🌟 Redefine your sales processes and customer engagement with AI. Explore our AI solutions at itinai.com. 📚 Useful Links: 🔬 AI Lab in Telegram @aiscrumbot – free consultation 🔍 Researchers from Microsoft Research and Tsinghua University Proposed Skeleton-of-Thought (SoT): A New Artificial Intelligence Approach to Accelerate Generation of LLMs 📰 MarkTechPost 🐦 Twitter – @itinaicom