Delving into The Prompt Report, with Sander Schulhoff of LearnPrompting.org

Nathan welcomes back Sander Schulhoff, creator of LearnPrompting.org, to discuss the recently released Prompt Report. In this episode of The Cognitive Revolution, we explore the current state of prompting techniques for large language models, covering best practices, challenges, and emerging trends in AI. Join us for an in-depth conversation on the future of prompt engineering and its implications for AI development. Apply to join over 400 founders and execs in the Turpentine Network: https://hmplogxqz0y.typeform.com/to/JCkphVqj RECOMMENDED PODCAST: Patrick McKenzie (@patio11) talks to experts who understand the complicated but not unknowable systems we rely on. You might be surprised at how quickly Patrick and his guests can put you in the top 1% of understanding for stock trading, tech hiring, and more. Spotify: https://open.spotify.com/show/3Mos4VE3figVXleHDqfXOH Apple: https://podcasts.apple.com/id1753399812https://podcasts.apple.com/id1753399812 - History 102 with WhatifAltHist Every week, creator of WhatifAltHist Rudyard Lynch and Erik Torenberg cover a major topic in history in depth -- in under an hour. This season will cover classical Greece, early America, the Vikings, medieval Islam, ancient China, the fall of the Roman Empire, and more. Subscribe on Spotify: https://open.spotify.com/show/36Kqo3BMMUBGTDo1IEYihm Apple: https://podcasts.apple.com/us/podcast/history-102-with-whatifalthists-rudyard-lynch-and/id1730633913 YouTube: https://www.youtube.com/@History102-qg5oj SPONSORS: Oracle Cloud Infrastructure (OCI) is a single platform for your infrastructure, database, application development, and AI needs. OCI has four to eight times the bandwidth of other clouds; offers one consistent price, and nobody does data better than Oracle. If you want to do more and spend less, take a free test drive of OCI at https://oracle.com/cognitive The Brave search API can be used to assemble a data set to train your AI models and help with retrieval augmentation at the time of inference. All while remaining affordable with developer first pricing, integrating the Brave search API into your workflow translates to more ethical data sourcing and more human representative data sets. Try the Brave search API for free for up to 2000 queries per month at https://bit.ly/BraveTCR Omneky is an omnichannel creative generation platform that lets you launch hundreds of thousands of ad iterations that actually work customized across all platforms, with a click of a button. Omneky combines generative AI and real-time advertising data. Mention "Cog Rev" for 10% off https://www.omneky.com/ Head to Squad to access global engineering without the headache and at a fraction of the cost: head to https://choosesquad.com/ and mention “Turpentine” to skip the waitlist. CHAPTERS: (00:00:00) About the Show (00:02:35) Sander Schulhoff, Learn Prompting (00:05:22) Hack-a-Prompt updates (00:12:39) The team behind the report (00:18:40) Sponsors: Oracle | Brave (00:20:48) The tech side of things (Part 2) (00:22:24) The taxonomy (00:25:06) Diamonds in the rough (00:28:32) Few-shot prompting design decisions (00:34:01) Sponsors: Omneky | Squad (00:35:48) Example vs. Exemplar (00:38:24) Exemplar Format (00:42:04) Elaborate Instructions (00:44:22) Variation in Performance (00:46:46) Prompt Robustness (00:50:54) RLHF vs. Base Models (00:52:42) How to improve your prompts (00:55:22) Ensembling (00:58:41) Bootstrapping into fine-tuning (01:02:04) Multimodal (01:07:41) Agents (01:09:47) Automated prompt engineering (01:12:35) Productizing learn prompting (01:14:28) Lessons from leading a team (01:16:00) Outro