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Jinhang Su

2 accepted papers

2025

SPFT-SQL: Enhancing Large Language Model for Text-to-SQL Parsing by Self-Play Fine-Tuning

EMNLP 2025

Despite the significant advancements of self-play fine-tuning (SPIN), which can transform a weak large language model (LLM) into a strong one through competitive interactions between models of varying capabilities, it still faces challenges in the Text-to-SQL task. SPIN does not generate new informa

Cited by 0SourcePDFScholar
2024

FEDKA: Federated Knowledge Augmentation for Multi-Center Medical Image Segmentation on non-IID Data

ICASSP 2024accepted

Federated learning (FL) allows decentralized medical institutions to collaboratively learn a shared global model without breaching data privacy. However, in the context of medical image segmentation, data distributions across centers may vary a lot due to the diverse imaging protocols, vendors and p…

Cited by 0SourceScholar