Update README.md

README.md

@@ -14,6 +14,7 @@ pretty_name: MatPROV
 # MatPROV
 
 **MatPROV** is a dataset of materials synthesis procedures extracted from scientific papers using large language models (LLMs) and represented in [PROV-DM](https://www.w3.org/TR/prov-dm/)–compliant structures.
+Further details on MatPROV are described in our paper "[MatPROV: A Provenance Graph Dataset of Material Synthesis Extracted from Scientific Literature](https://arxiv.org/abs/2509.01042).”
 
 ---
 
@@ -91,10 +92,20 @@ For details on the filtering status of each DOI, see `doi_status.csv`.
 - Prompt examples used for LLM extraction are provided in `few-shot/`.
 - Files are stored in `few-shot/` and named as `<DOI>.txt`.
 
+## Links
+
+- Paper: https://arxiv.org/abs/2509.01042
+- Code: https://github.com/MatPROV-project/matprov-experiments
+
 ## Citation
 
 If you use MatPROV, please cite:
 
 ```
-TBD
+@article{tsuruta2025matprov,
+  title={Mat{PROV}: A Provenance Graph Dataset of Material Synthesis Extracted from Scientific Literature},
+  author={Hirofumi Tsuruta and Masaya Kumagai},
+  journal={arXiv preprint arXiv:2509.01042},
+  year={2025}
+}
 ```