---
license: cc-by-4.0
language:
- en
---
# Rivers Knowledge Base Dataset

Full structured knowledge base combining DBpedia extractions with LLM-augmented data for U.S. rivers. This repository contains raw DBpedia SPARQL query results, augmented hydrological measurements, alternative river names, and geographic and administrative metadata. The knowledge base serves as the source data for knowledge graph construction used in the Licensing Oracle experiments.

## Citation
```bibtex
@article{ackermann2025stemming,
  title={Stemming Hallucination in Language Models Using a Licensing Oracle},
  author={Ackermann, Richard and Emanuilov, Simeon},
  year={2025}
}
```