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Long-Context Sliding Window Retrieval (>512 tokens): Slides an IDF-weighted clause window across multi-section contracts and long documents across all field types (number, list, duration, text, date, boolean, enum).
Context-Aware Multi-Numeric Disambiguation: Proximity-weighted lexical matching + unit-type alignment ($/USD, %, days/months/years, including hyphenated forms like 10-day and 12-month) + section header filtering + calibrated abstention (p_null = 0.992) on absent numeric fields.