• NormGenesis Framework: Introduced a novel framework that integrates exemplar-guided refinement and Violation-to-Resolution (V2R) dialogues.

• Multilingual & Cultural Coverage: Constructed 10,800 dialogues across English, Korean, and Chinese, addressing both high- and low-resource settings.

• Beyond Norm Adherence: Demonstrated the importance of modeling not only norm adherence but also recovery from violations.

• Impact: Provides a foundation for building socially aware dialogue systems with stronger generalization across languages and cultural contexts.

Outcome

• The 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP) / Main Conference, Oral Presentation, Nominated Award (Outstanding Paper Award and Resource Award and SAC Highlight)