Update README.md

README.md

@@ -14,7 +14,7 @@ This is a [sentence-transformers](https://www.SBERT.net) model that maps persona
 
 The model has been generated by fine-tuning [all-mpnet-base-v2](https://huggingface.co/sentence-transformers/all-mpnet-base-v2) using unsigned empirical correlations of 200k pairs of personality items. The model, therefore, encodes the content of personality-related texts independent of the direction (e.g., negation).  
 
-See [Wulff & Mata (2024)](https://osf.io/preprints/psyarxiv/9h7aw) (see [Supplement](https://osf.io/nmv29/)) for details.
+See [Wulff & Mata (2025)](https://doi.org/10.1038/s41562-024-02089-y) (see [Supplement](https://static-content.springer.com/esm/art%3A10.1038%2Fs41562-024-02089-y/MediaObjects/41562_2024_2089_MOESM1_ESM.pdf)) for details.
 
 ## Usage
 
@@ -50,16 +50,17 @@ The model has been evaluated on public personality data. For standard personalit
 
 Performance can be higher on the many common personality items it has been trained on due to memorization (r ~ .9). Performance will be worse for more specialized personality assessments and texts beyond personality items, as well as for personality factors due to the reduced variance in correlations.
 
-See [Wulff & Mata (2024)](https://osf.io/preprints/psyarxiv/9h7aw) (see [Supplement](https://osf.io/z47qs/)) for details. 
+See [Wulff & Mata (2025)](https://doi.org/10.1038/s41562-024-02089-y) (see [Supplement](https://static-content.springer.com/esm/art%3A10.1038%2Fs41562-024-02089-y/MediaObjects/41562_2024_2089_MOESM1_ESM.pdf)) for details. 
 
 ## Citing
 
+
 ```
-@article{wulff2024jinglejangle,
+@article{wulff2024taxonomic,
   author       = {Wulff, Dirk U. and Mata, Rui},
-  title        = {Automated jingle–jangle detection: Using embeddings to tackle taxonomic incommensurability},
-  journal      = {PsyArViv},
-  doi          = {https://doi.org/10.31234/osf.io/9h7aw}
+  title        = {Semantic embeddings reveal and address taxonomic incommensurability in psychological measurement},
+  journal      = {Nature Human Behavior},
+  doi          = {https://doi.org/10.1038/s41562-024-02089-y}
 }
 
 ```