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diff --git a/docs/blog-jlens-frequency.md b/docs/blog-jlens-frequency.md index dec1edf..8ab2e46 100644 --- a/docs/blog-jlens-frequency.md +++ b/docs/blog-jlens-frequency.md @@ -385,6 +385,12 @@ regime where Anthropic's claims live) with proper statistical power, and to run the occupancy test their capacity claim is actually about. That's the next post. +The learned-geometry finding makes one piece of that cheap and decisive: if +the W_U row-norm anti-correlation is a general property of softmax-output +models trained on Zipfian data, it should appear in GPT-2's unembedding matrix +directly — no Jacobian computation at all. One line of code at scale, and it +either generalizes or it doesn't. + ## 11. How to reproduce everything All code, data-prep scripts, experiment scripts, tests, and this analysis live |
