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Intuitive Judgement with Analytical Oversight: A Dual-Process Architecture for Complex Relational Understanding
Complex relational understanding tasks such as Document-level Relation Extraction require resolving semantic ambiguity amid a quadratic explosion of entity pairs, causing severe class imbalance and false negatives. Although large language models show strong reasoning ability, directly applying them
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