External Publication
Visit Post

[Update] Falsifying the GD_ratio: How Logit Temperature Confounds Dynamic Geometry (V22.5 Audit)

Hugging Face Forums [Unofficial] June 9, 2026
Source

“Following excellent feedback from the community, I ran a temperature-normalization audit on the GD_ratio clusters. Result: The clusters reorganized significantly after entropy calibration. GPT-2 and Phi-1.5 switched groups. Conclusion: Raw logit geometry is heavily confounded by effective model temperature (calibration). It is not a pure dynamic signal. Impact: This falsifies the strongest interpretation of GD_ratio but strengthens the framework by identifying a critical control variable. Future analyses will use temperature-normalized metrics. Full details in V22.5 report below. Next step: Isolating the residual dynamic structure post-calibration.”

Discussion in the ATmosphere

Loading comments...