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- Introduced a new mechanism for calculating token weights based on core patterns and important vocabulary, improving the accuracy of target-gloss pair orientation. - Replaced the previous hint logic with a more robust token-based scoring system, enhancing the quality of vocabulary item representation. - Streamlined the code for better maintainability and clarity in vocabulary preparation processes.