3 papers
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…
cs.AI2025
Adobe Summit Concierge Evaluation with Human in the Loop
Yiru Chen, Sally Fang, Sai Sree Harsha +6
Generative AI assistants offer significant potential to enhance productivity, streamline information access, and improve user experience in enterprise contexts. In this work, we pr…
cs.HC2025
Text-to-SQL Domain Adaptation via Human-LLM Collaborative Data Annotation
Yuan Tian, Daniel Lee, Fei Wu +5
Text-to-SQL models, which parse natural language (NL) questions to executable SQL queries, are increasingly adopted in real-world applications. However, deploying such models in th…