LessWrong (Curated & Popular)

“A Three-Layer Model of LLM Psychology” by Jan_Kulveit


Listen Later

This post offers an accessible model of psychology of character-trained LLMs like Claude.

Epistemic Status

This is primarily a phenomenological model based on extensive interactions with LLMs, particularly Claude. It's intentionally anthropomorphic in cases where I believe human psychological concepts lead to useful intuitions.

Think of it as closer to psychology than neuroscience - the goal isn't a map which matches the territory in the detail, but a rough sketch with evocative names which hopefully which hopefully helps boot up powerful, intuitive (and often illegible) models, leading to practically useful results.

Some parts of this model draw on technical understanding of LLM training, but mostly it is just an attempt to take my "phenomenological understanding" based on interacting with LLMs, force it into a simple, legible model, and make Claude write it down.

I aim for a different point at the Pareto frontier than for example Janus: something [...]

---

Outline:

(00:11) Epistemic Status

(01:14) The Three Layers

(01:17) A. Surface Layer

(02:55) B. Character Layer

(05:09) C. Predictive Ground Layer

(07:24) Interactions Between Layers

(07:44) Deeper Overriding Shallower

(10:50) Authentic vs Scripted Feel of Interactions

(11:51) Implications and Uses

(15:54) Limitations and Open Questions

The original text contained 1 footnote which was omitted from this narration.

---

First published:
December 26th, 2024

Source:
https://www.lesswrong.com/posts/zuXo9imNKYspu9HGv/a-three-layer-model-of-llm-psychology

---

Narrated by TYPE III AUDIO.

...more
View all episodesView all episodes
Download on the App Store

LessWrong (Curated & Popular)By LessWrong

  • 4.8
  • 4.8
  • 4.8
  • 4.8
  • 4.8

4.8

11 ratings


More shows like LessWrong (Curated & Popular)

View all
Conversations with Tyler by Mercatus Center at George Mason University

Conversations with Tyler

2,389 Listeners

Astral Codex Ten Podcast by Jeremiah

Astral Codex Ten Podcast

123 Listeners

Sean Carroll's Mindscape: Science, Society, Philosophy, Culture, Arts, and Ideas by Sean Carroll | Wondery

Sean Carroll's Mindscape: Science, Society, Philosophy, Culture, Arts, and Ideas

4,136 Listeners

ManifoldOne by Steve Hsu

ManifoldOne

87 Listeners

The Jim Rutt Show by The Jim Rutt Show

The Jim Rutt Show

251 Listeners

Machine Learning Street Talk (MLST) by Machine Learning Street Talk (MLST)

Machine Learning Street Talk (MLST)

87 Listeners

Dwarkesh Podcast by Dwarkesh Patel

Dwarkesh Podcast

389 Listeners

Hard Fork by The New York Times

Hard Fork

5,432 Listeners

Clearer Thinking with Spencer Greenberg by Spencer Greenberg

Clearer Thinking with Spencer Greenberg

128 Listeners

Razib Khan's Unsupervised Learning by Razib Khan

Razib Khan's Unsupervised Learning

198 Listeners

No Priors: Artificial Intelligence | Technology | Startups by Conviction

No Priors: Artificial Intelligence | Technology | Startups

121 Listeners

Latent Space: The AI Engineer Podcast by swyx + Alessio

Latent Space: The AI Engineer Podcast

75 Listeners

"Econ 102" with Noah Smith and Erik Torenberg by Turpentine

"Econ 102" with Noah Smith and Erik Torenberg

145 Listeners

Complex Systems with Patrick McKenzie (patio11) by Patrick McKenzie

Complex Systems with Patrick McKenzie (patio11)

121 Listeners

LessWrong posts by zvi by zvi

LessWrong posts by zvi

1 Listeners