Clarify existing version of dataset for new DOI snapshot before substantial taxonomic revision

README.md

@@ -4,6 +4,7 @@ language:
 - en
 - la
 pretty_name: TreeOfLife-10M
+description: Over 10 million images covering 454 thousand taxa in the tree of life used to train BioCLIP. This dataset of images of biological organisms paired with their associated taxonomic labels expands on the foundation established by existing high-quality datasets, such as iNat21 and BIOSCAN-1M, by further incorporating newly curated images from the Encyclopedia of Life (eol.org), which supplies most of TreeOfLife-10M’s data diversity.
 task_categories:
 - image-classification
 - zero-shot-classification
@@ -27,7 +28,7 @@ size_categories: 10M<n<100M
 
 ## Dataset Description
 
-- **Homepage:** https://imageomics.github.io/bioclip/
+- **Homepage:** [BioCLIP Page](https://imageomics.github.io/bioclip/)
 - **Repository:** [Imageomics/bioclip](https://github.com/Imageomics/bioclip)
 - **Paper:** [BioCLIP: A Vision Foundation Model for the Tree of Life](https://openaccess.thecvf.com/content/CVPR2024/papers/Stevens_BioCLIP_A_Vision_Foundation_Model_for_the_Tree_of_Life_CVPR_2024_paper.pdf)
 <!-- [arXiv](https://doi.org/10.48550/arXiv.2311.18803) -->
@@ -302,13 +303,16 @@ This dataset (the compilation) has been marked as dedicated to the public domain
 ```
 @dataset{treeoflife_10m,
   author = {Samuel Stevens and Jiaman Wu and Matthew J Thompson and Elizabeth G Campolongo and Chan Hee Song and David Edward Carlyn and Li Dong and Wasila M Dahdul and Charles Stewart and Tanya Berger-Wolf and Wei-Lun Chao and Yu Su},
-  title = {TreeOfLife-10M},
-  year = {2023},
+  title = {{TreeOfLife-10M (Revision )}},
+  year = {2025},
   url = {https://huggingface.co/datasets/imageomics/TreeOfLife-10M},
-  doi = {10.57967/hf/1972},
+  doi = {<update on new generation>},
   publisher = {Hugging Face}
 }
 ```
+
+Note that this version is updated from [Revision 69ca82e](https://huggingface.co/datasets/imageomics/TreeOfLife-10M/tree/69ca82e7481dcae0764f7c5452ea32b3a41cf620), which is the version used for the original BioCLIP model training ([BioCLIP Revision 7b4abf1](https://huggingface.co/imageomics/bioclip/tree/7b4abf1f6ee747c15de00c7d28a5e62990b5dabc)). There are **no substantial differences to the dataset itself**; this version simply adds extra [files](https://huggingface.co/datasets/imageomics/TreeOfLife-10M/commit/5f1c0c80a94da39b7e84024d34f9b936db9f7ae1) and [instructions](https://huggingface.co/datasets/imageomics/TreeOfLife-10M/commit/343c36b9b362494065ac427ac1da989b834b22cf) required for reproducibility of the dataset, as well as the [BioCLIP text embeddings](https://huggingface.co/datasets/imageomics/TreeOfLife-10M/commit/4e719078e4cab104a0b631c0fd724ba9ee02411b) (from BioCLIP Revision 7b4abf1).
+
 Please also cite our paper: 
 ```
 @inproceedings{stevens2024bioclip,