First, thanks for the links. I'm unable to attach a Turtle (ttl) file. It says that format is not supported so I changed the extension to "txt" but the attached demo ontology is a ttl file. This is just a small file I use for demos, the actual files would be too large to attach but here is a link to a larger file: DaanMatch Knowledge Graph on Github This is work in progress so there is more data we plan to add. But examples of the questions we would like to ask are:

Which NGOs have done projects in Andhra Pradesh with the goal of gender equality?

Which NGOs located within 100 miles of Hyderabad have the goal of eliminating poverty?

Those seem like pretty straight forward questions because there are already links in the ontology that answer them (in the demo ontology the answer may just be none but hopefully the idea is clear). On a more ambitious note, right now we are doing simple text pattern matching between keywords that describe the UN SDG Goals and the mission, vision, and objectives of the NGOs to create the property values linking an NGO to specific UN SDG goals that the NGO focuses on. I was hoping that the LLM would be able to replace that because for the finer grained Targets and Indicators the basic text matching isn't as accurate. So a question might be:

Based on their objectives, mission, and vision which NGOs have a budget of less than 10 million rupees, provide services for Andhra Pradash and are working on SDG Target 5.2? (Where the LLM would compare the description text for Target 5.2 with the listed properties for the SDGs in the geographic region)