Liron Reacts to Subbarao Kambhampati on Machine Learning Street Talk
Podcast:Doom Debates Published On: Thu Nov 28 2024 Description: Today I’m reacting to a July 2024 interview that Prof. Subbarao Kambhampati did on Machine Learning Street Talk.Rao is a Professor of Computer Science at Arizona State University, and one of the foremost voices making the claim that while LLMs can generate creative ideas, they can’t truly reason.The episode covers a range of topics including planning, creativity, the limits of LLMs, and why Rao thinks LLMs are essentially advanced N-gram models.00:00 Introduction02:54 Essentially N-Gram Models?10:31 The Manhole Cover Question20:54 Reasoning vs. Approximate Retrieval47:03 Explaining Jokes53:21 Caesar Cipher Performance01:10:44 Creativity vs. Reasoning01:33:37 Reasoning By Analogy01:48:49 Synthetic Data01:53:54 The ARC Challenge02:11:47 Correctness vs. Style02:17:55 AIs Becoming More Robust02:20:11 Block Stacking Problems02:48:12 PlanBench and Future Predictions02:58:59 Final ThoughtsShow NotesRao’s interview on Machine Learning Street Talk: https://www.youtube.com/watch?v=y1WnHpedi2ARao’s Twitter: https://x.com/rao2zPauseAI Website: https://pauseai.infoPauseAI Discord: https://discord.gg/2XXWXvErfAWatch the Lethal Intelligence video and check out LethalIntelligence.ai! It’s an AWESOME new animated intro to AI risk.Doom Debates’ Mission is to raise mainstream awareness of imminent extinction from AGI and build the social infrastructure for high-quality debate.Support the mission by subscribing to my Substack at DoomDebates.com and to youtube.com/@DoomDebates. Thanks for watching. Get full access to Doom Debates at lironshapira.substack.com/subscribe