text2geoql

• I have defined a natural language processing task named text2geoql and am in the process of building a dataset for it
• text2geoql is a task that translates arbitrary natural language into reasonable geoql based on the intent
• geoql is an abbreviation for "Geospatial data query languages"
  • Off course, geoql contains overpassql

text2geoql-dataset

• https://github.com/yuiseki/text2geoql-dataset
  • This repository publishes over 1000 Overpass QLs that are paired with the TRIDENT intermediate language
  • These Overpass QLs, except for the original 100 Overpass QLs, were automatically generated by TinyDolphin, an very tiny LLM fine-tuned from TinyLlama
    • https://huggingface.co/cognitivecomputations/TinyDolphin-2.8-1.1b
  • These Overpass QLs have been verified to send actual requests to the Overpass API and obtain correct results
• This dataset is may be the first ever synthetic dataset generated by LLM in the field of GIS