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Torneo

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numero linee = 6343   inizio linea = 3139 fino alla linea=3146 prossimi dal 3147 fino al 3154 inizio tutti 

    3139 migration. The examine formalizes and evaluates twelve token optimization strategies: baseline representation,
    3140 context pruning, minification, DSL-based semantic compression, metadata
    3141 augmentation, context refactoring, schema distillation, adaptive routing, AST-primarily based
    3142 minification, identifier masking, output constraint enforcement, and
    3143 hybrid optimization. The strategies are evaluated on samples of
    3144 10 and one hundred Oracle SQL queries utilizing Valid Syntax Rate, Exact Match, Semantic Match, CodeBLEU, and Token Efficiency.
    3145 The results present that mild context pruning preserves semantic quality virtually at the baseline stage, attaining
    3146 89.75% Semantic Match on the 100-query sample compared with 89.80% for the unoptimized baseline.