Why ChatGPT fails | Language Model Limitations EXPLAINED

How it is possible that ChatGPT makes so many incorrect statements and spits out wrong facts? We explain why ChatGPT isn't a truth oracle. ► Sponsor: Arize AI. Sign up for Arize: https://arize.com/join Free industry certification in ML observability: https://courses.arize.com/ Learn about embedding drift from Arize research: https://towardsdatascience.com/measuring-embedding-drift-aa9b7ddb84ae Check out our daily #MachineLearning Quiz Questions: https://www.youtube.com/c/AICoffeeBreak/community 📜 ChatGPT blog: https://openai.com/blog/chatgpt/ 📜 Evaluating the Factual Consistency of Large Language Models Through Summarization: https://arxiv.org/abs/2211.08412 📜 WebGPT: Improving the Factual Accuracy of Language Models through Web Browsing: https://openai.com/blog/webgpt/ 📜 Behavior cloning is miscalibrated: https://www.alignmentforum.org/posts/BgoKdAzogxmgkuuAt/behavior-cloning-is-miscalibrated 📺 ChatGPT vs. Sparrow: https://youtu.be/SWwQ3k-DWyo 📜 Transformers as Algorithms: Generalization and Stability in In-context Learning: https://arxiv.org/abs/2301.07067 📜 Do Prompt-Based Models Really Understand the Meaning of their Prompts?: https://arxiv.org/abs/2109.01247 Thanks to our Patrons who support us in Tier 2, 3, 4: 🙏 Dres. Trost GbR, Siltax, Edvard Grødem, Vignesh Valliappan, Mutual Information, Mike Ton ➡️ AI Coffee Break Merch! 🛍️ https://aicoffeebreak.creator-spring.com/ Outline: 00:00 ChatGPT spits out wrong facts 02:15 Arize AI (Sponsor) 03:40 How does ChaGPT / a language model work? 05:53 Why ChatGPT generates nonsense 06:38 Confidence and clarifications 07:21 Limits of behavioral cloning 09:04 Phrasing 09:21 Jail breaks 09:45 Is ChatGPT even usable? ▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀ 🔥 Optionally, pay us a coffee to help with our Coffee Bean production! ☕ Patreon: https://www.patreon.com/AICoffeeBreak Ko-fi: https://ko-fi.com/aicoffeebreak ▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀ 🔗 Links: AICoffeeBreakQuiz: https://www.youtube.com/c/AICoffeeBreak/community Twitter: https://twitter.com/AICoffeeBreak Reddit: https://www.reddit.com/r/AICoffeeBreak/ YouTube: https://www.youtube.com/AICoffeeBreak #AICoffeeBreak #MsCoffeeBean #MachineLearning #AI #research​ Music 🎵 : Intentions – Anno Domini Beats Video editing: Nils Trost