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This paper introduces BHARATI, a set of SentencePiece BPE tokenizers trained on a balanced multilingual corpus for classical Indian languages. Subword fertility analysis shows significant improvements in tokenization efficiency, reducing sequence length by up to 90% compared to baseline tokenizers, thereby enhancing effective context length for downstream language models.