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most citedText-to-SQL Domain Adaptation via Human-LLM Collaborative Data Annotation

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cs.IR2026

SCARV: Structure-Constrained Aggregation for Stable Sample Ranking in Redundant NLP Datasets

Xu Zheng, Feiyu Wu, Linhong Wu +2

Sample-level rankings are increasingly used in data-centric NLP for analysis, filtering, debugging, and curation, yet existing pipelines typically score training examples pointwise…