Towards Effective Theory of LLMs:
A Representation Learning Approach

Muhammed Ustaomeroglu*  ·  Guannan Qu

Carnegie Mellon University

Coming soon

Preliminary examples

A few interactive trajectory visualizations from the paper. Click a card to open it in a new tab.

Figure 1

Trajectory overview

Interactive view of the headline figure.

Open → Test doc 1

Document trajectory #1

Hover tokens and points to inspect.

Open → Test doc 2

Document trajectory #2

Hover tokens and points to inspect.

Open → Test doc 3

Document trajectory #3

Hover tokens and points to inspect.

Open →