“Why we are excited about confession!” by boazbarak, Gabriel Wu, Manas Joglekar

episode

LessWrong (30+ Karma) not yet transcribed

▲ 0

Transcript

This episode hasn't been transcribed yet Upvotes decide what gets transcribed next — 0 so far. Sign in to upvote

More from LessWrong (30+ Karma)

“Claude Opus 4.5 Achieves 50%-Time Horizon Of Around 4 hrs 49 Mins” by Michaël Trazzi 3 min · 20 Dec 2025

All episodes from LessWrong (30+ Karma) →

Report any issue

Source

Recorded14 Jan 2026

Publisherfeeds.type3.audio ↗

Handlerec:15325781

Show notes

Boaz Barak, Gabriel Wu, Jeremy Chen, Manas Joglekar [Linkposting from the OpenAI alignment blog, where we post more speculative/technical/informal results and thoughts on safety and alignment.] TL;DR We go into more details and some follow up results from our paper on confessions (see the original blog post). We give deeper analysis of the impact of training, as well as some preliminary comparisons to chain of thought monitoring. We have recently published a new paper on confessions, along with an accompanying blog post. Here, we want to share with the research community some of the reasons why we are excited about confessions as a direction of safety, as well as some of its limitations. This blog post will be a bit more informal and speculative, so please see the paper for the full results. The notion of “goodness” for the response of an LLM to a user prompt is inherently complex and multi-dimensional, and involves factors such as correctness, completeness, honesty, style, and more. When we optimize responses using a reward model as a proxy for “goodness” in reinforcement learning, models sometimes learn to “hack” this proxy and output an answer that only “looks good” to it (because [...] ---Outline:(08:19) Impact of training(12:32) Comparing with chain-of-thought monitoring(14:05) Confessions can increase monitorability(15:44) Using high compute to improve alignment(16:49) Acknowledgements --- First published: January 14th, 2026 Source: https://www.lesswrong.com/posts/k4FjAzJwvYjFbCTKn/why-we-are-excited-about-confession --- Narrated by TYPE III AUDIO. ---Images from the article:Apple Podcasts and Spotify do not show images in the episode description. Try Pocket Casts, or another podcast app.

Ask this episode

“What did the council decide on item 42?” — answered with the speaker and the moment.