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README.md

@@ -9,17 +9,24 @@ tags:
 
 # RiemannGen checkpoints
 
-Trained checkpoints for the [RiemannGen](https://github.com/) project: two
-from-scratch MolMIM-style latent sequence models.
+Trained checkpoints for the RiemannGen project: two from-scratch
+MolMIM-style latent sequence models.
 
-- `atom/final-atom.pt` + `atom/vocab_new.txt` -- plain-SMILES model, trained
-  on a combined ZINC15 + MOSES + ChEMBL corpus.
+- `atom/final-atom.pt` + `atom/vocab_new.txt` -- plain-SMILES model.
 - `fragment/final.pt` + `fragment/vocab_new.txt` -- SAFE-fragment-encoded
   model, for scaffold growth / local fragment editing.
 
 Licensed under MIT -- free to use, modify, and redistribute.
 
-Note: the training corpus includes data from ChEMBL, which is distributed
-under CC-BY-SA. Whether that imposes any share-alike obligation on model
-weights trained on it is an unsettled question in ML licensing generally --
-not resolved here, mentioned for transparency.
+## Citation
+
+If you use these checkpoints or the RiemannGen codebase, please cite:
+
+```
+@misc{riemanngen2026,
+  title  = {RiemannGen: latent-space molecule generation with atom and fragment backends},
+  author = {XeonChem},
+  year   = {2026},
+  url    = {https://huggingface.co/XeonChem/riemanngen}
+}
+```