https://cognaptus.com/tags/transformer-models/ Recent content in Transformer Models on Cognaptus Hugo -- 0.145.0 en-us Thu, 05 Feb 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-02-05-attention-with-doubt-teaching-transformers-when-not-to-trust-themselves/ Thu, 05 Feb 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-02-05-attention-with-doubt-teaching-transformers-when-not-to-trust-themselves/ A mechanism-first reading of UAT-Lite, an inference-time method that moves uncertainty from final probability cleanup into transformer attention itself.