Update README.md

README.md

@@ -154,14 +154,6 @@ and may produce unexpected results compared to generic text classifiers. It is t
 A synthetic training row consists of 1-4 individual and mostly independent sentences extracted from various sources. The actual training and evaluation data, as well as coverage
 is found in `DerivedFunction/language-ner`.
 
-The data composition follows a strategic curriculum:
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-* **60% Pure Documents:** Single-language sequences to establish strong baseline profiles for each language.
-* **30% Homogenous Mixed:** Documents containing one main language, and clear transitions between two or more languages to train boundary detection.
-* **10% Mixed with Noise:** Integration of "neutral" spans including code snippets, mathematical notation, emojis, symbols, and `rot_13` text tagged as `O` or their respective source to reduce hallucination.
-
-
-
 
 ## Training procedure