Update README.md

README.md

@@ -30,11 +30,15 @@ This repository contains the training scripts and evaluation notebooks for repro
 | Eval_T4_Last.ipynb | Replicates WikiText-103 results using pretrained checkpoints |
 | Physical_Validation.ipynb | Generates Figure 3b (iso-energetic validation on WMT14 PRISM) |
 | Skewness_paper_last.ipynb | Layer-wise skewness and carrier wave threshold analysis (Section 5.4, Figure 5, Table 3) |
-Phase exploration on embeddings will be replaced soon with stronger version which includes statistical test
+
 ## Data
 
 All notebooks pull pre-tokenized data from prism-lab/wikitext-103-prism-32k-seq4k and prism-lab/wmt14-de-en-* on HuggingFace.
 
 ## Note on Weight Tying
 
-All models use tied embeddings (input embeddings = output projection weights). Checkpoint files contain duplicated weights for compatibility. Evaluation scripts redefine model classes with proper weight tying before loading.
+All models use tied embeddings (input embeddings = output projection weights). Checkpoint files contain duplicated weights for compatibility. Evaluation scripts redefine model classes with proper weight tying before loading.
+
+## Additional Notes
+Phase exploration on embeddings will be replaced soon with stronger version which includes statistical test
+Causal ablation codes and models will be added soon.