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README.md

@@ -17,6 +17,7 @@ size_categories:
 
 **Alloy-Bench** is a Russian-language **multiple-choice benchmark** for evaluating large language models in the domain of metallurgy and mining engineering.  
 It is designed in the spirit of MMLU-style exams and focuses on professional knowledge rather than general trivia.
+This is the validation split - publicly available for open evaluation and comparison.
 
 
 ### 📊 Dataset Statistics
@@ -36,7 +37,7 @@ The dataset is stored in a tabular format (Parquet). Each row corresponds to a *
 - **question** – the question text in Russian;
 - **options** – a list of possible answers (3–5 choices);
 - **correct_answer** – the correct option;
-- **knowledge_area** – subdomain (e.g. *Металлургия редких металлов*, *Металлургия тяжелых цыетных металлов*, *Химическая инженерия*).
+- **knowledge_area** – subdomain (e.g. *Металлургия редких металлов*, *Металлургия тяжелых цветных металлов*, *Химическая инженерия*).
 
 
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