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@@ -40,5 +40,6 @@ All notebooks pull pre-tokenized data from prism-lab/wikitext-103-prism-32k-seq4
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  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.
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  ## Additional Notes
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- Phase exploration on embeddings will be replaced soon with stronger version which includes statistical test
 
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  Causal ablation codes and models will be added soon.
 
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  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.
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  ## Additional Notes
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+ Phase exploration on embeddings will be replaced soon with stronger version which includes statistical analysis.
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+
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  Causal ablation codes and models will be added soon.