Update citation: cite paper (arXiv); Zenodo as artifact archive

README.md

@@ -40,18 +40,17 @@ semantic discovery of open-source software entities (functions, types, templates
 MediaWiki / Wikimedia ecosystem.
 
 This Hugging Face dataset is a **complementary mirror** of the pre-computed artifacts archived on
-Zenodo. **The canonical, citable record is the Zenodo deposit** — please cite that DOI:
+Zenodo ([10.5281/zenodo.20586256](https://doi.org/10.5281/zenodo.20586256)). The Hugging Face copy
+makes the corpus **browsable in the dataset Viewer** and easy to pull with the `datasets` /
+`huggingface_hub` libraries.
 
-> **Zenodo DOI (canonical): [10.5281/zenodo.20586256](https://doi.org/10.5281/zenodo.20586256)**
-
-The Hugging Face copy exists to make the corpus **browsable in the dataset Viewer** and easy to
-pull with the `datasets` / `huggingface_hub` libraries. It does not supersede Zenodo.
+> **If you use this dataset, please cite the paper** (see [Citation](#citation)). Zenodo is the
+> archival home of the artifacts; the paper is the reference to cite.
 
 - **Code / system:** <https://github.com/ftosoni/mediawiki-code2code-search>
 - **Paper:** *MediaWiki Code2Code Search: Neural Retrieval for the Semantic Discovery of
   Open-Source Software Entities* — Francesco Tosoni, Sant'Anna School of Advanced Studies, Pisa.
-  Peer-reviewed version **forthcoming in *SoftwareX*** (ms. SOFTX-D-26-00628). See
-  [Citation](#citation).
+  A peer-reviewed version is **forthcoming in *SoftwareX***. See [Citation](#citation).
 
 ---
 
@@ -156,33 +155,23 @@ See [`LICENSE.md`](LICENSE.md) for the full statement.
 
 ## Citation
 
-Please cite the **canonical Zenodo dataset**:
+Please cite the paper:
 
 ```bibtex
-@dataset{tosoni2026mediawiki_c2c_data,
-  author    = {Tosoni, Francesco},
-  title     = {Pre-computed {FAISS} Vector Index and {SQLite} Metadata Database
-               for {MediaWiki} {Code2Code} Search},
-  year      = {2026},
-  publisher = {Zenodo},
-  doi       = {10.5281/zenodo.20586256},
-  url       = {https://doi.org/10.5281/zenodo.20586256}
+@misc{tosoni2026mediawikicode2codesearchneural,
+  title         = {MediaWiki Code2Code Search: Neural Retrieval for the Semantic Discovery of Open-Source Software Entities},
+  author        = {Francesco Tosoni},
+  year          = {2026},
+  eprint        = {2607.26766},
+  archivePrefix = {arXiv},
+  primaryClass  = {cs.IR},
+  url           = {https://arxiv.org/abs/2607.26766}
 }
 ```
 
-The accompanying paper is **forthcoming in *SoftwareX*** (this entry will be updated with the
-published DOI once available):
-
-```bibtex
-@article{tosoni2026mediawiki,
-  author  = {Tosoni, Francesco},
-  title   = {{MediaWiki} {Code2Code} Search: Neural Retrieval for the
-             Semantic Discovery of Open-Source Software Entities},
-  journal = {SoftwareX},
-  year    = {2026},
-  note    = {To appear; under review (ms. SOFTX-D-26-00628)}
-}
-```
+The pre-computed artifacts are archived on Zenodo:
+[10.5281/zenodo.20586256](https://doi.org/10.5281/zenodo.20586256). A peer-reviewed version of the
+paper is forthcoming in *SoftwareX*.
 
 ---