October 23, 2024
Can AIs Generate Novel Research Ideas? with lead author Chenglei Si
"The Cognitive Revolution" | AI Builders, Researchers, and Live Player AnalysisAbout this episode
In this episode of The Cognitive Revolution, Nathan delves into the fascinating world of AI-generated research ideas with Stanford PhD student Chenglei Si. They discuss a groundbreaking study that pits AI against human researchers in generating novel AI research concepts. Learn about the surprising results that show AI-generated ideas scoring higher on novelty and excitement, and explore the implications for the future of AI research and development. Join us for an insightful conversation that challenges our understanding of AI capabilities and their potential impact on scientific discovery. Link to the research paper being discussed: https://arxiv.org/abs/2409.04109 Be notified early when Turpentine's drops new publication: https://www.turpentine.co/exclusiveaccess SPONSORS: Weights & Biases RAG++: Advanced training for building production-ready RAG applications. Learn from experts to overcome LLM challenges, evaluate systematically, and integrate advanced features. Includes free Cohere credits. Visit https://wandb.me/cr to start the RAG++ course today. Shopify: Shopify is the world's leading e-commerce platform, offering a market-leading checkout system and exclusive AI apps like Quikly. Nobody does selling better than Shopify. Get a $1 per month trial at https://shopify.com/cognitive Notion: Notion offers powerful workflow and automation templates, perfect for streamlining processes and laying the groundwork for AI-driven automation. With Notion AI, you can search across thousands of documents from various platforms, generating highly relevant analysis and content tailored just for you - try it for free at https://notion.com/cognitiverevolution Brave: 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 Oracle: 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 CHAPTERS: (00:00:00) About the Show (00:00:22) Sponsors: Weights & Biases RAG++ (00:01:28) About the Episode (00:05:30) Introducing Chenglei Si (00:06:22) Path to Automating Research (00:07:58) Notable AI Research Projects (00:15:26) Evaluating Research Ideas (Part 1) (00:19:39) Sponsors: Shopify | Notion (00:22:33) Evaluating Research Ideas (Part 2) (00:25:49) Research Setup and Design (00:29:38) AI Prompting and Idea Generation (00:34:40) Diversity vs. Quality of Ideas (Part 1) (00:34:40) Sponsors: Brave | Oracle (00:36:44) Diversity vs. Quality of Ideas (Part 2) (00:42:05) Inference Scaling and Execution (00:45:04) Anonymizing and Evaluating Ideas (00:53:22) Headline Results and Analysis (00:58:45) Observations and Insights (01:09:02) Novelty Indicators and Deception (01:11:59) Top AI-Generated Ideas (01:14:41) Next Steps and Future Directions (01:20:43) Expectations for the Future (01:23:14) Outro