Text-to-SQL that asks the LLM to predict the result set (arxiv.org)

I work in the field and have read a good number of papers on the topic. All existing approaches send DDL commands, semantic layer data, few shot samples etc. This one actually sends a version of the DB. First time I have seen this approach.

Anyone tried this yet or have thoughts?