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the j-lens: finding an llm's unspoken concepts / chirag

ctxnn.github.io · 2,225 words · saved by 1 readers

the theory and intuition behind anthropic's j-lens / j-space paper, with a little bit of maths.

this is part 1. theory and intuition, with a little bit of maths. paper: Verbalizable Representations Form a Global Workspace in Language Models let’s start with an example look at this: the prompt never says spider. the output is just 8. so the question is simple: can we detect the unspoken spider step, and show that the model actually uses it? the paper does both. it finds a spider-associated direction inside the residual stream, then swaps its coordinates for ant. the answer flips from 8 legs to 6. across 50 two-hop questions, this kind of swap succeeds in 54% of trials on Haiku 4.5…

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