Oğuz Kağan Kahraman

Balanced Defensive Fine-Tuning for Text-to-SQL on a Small Code Language Model: A Pre-Registered Measurement Report

Locally run small language models enable generating SQL from natural language without sending the database schema to third-party servers. However, a model fine-tuned only to "translate the question into SQL" can also translate destructive or unauthorized commands embedded in the prompt. In this report we measure, under...