diff --git a/_data/transformer-evaluation.yml b/_data/transformer-evaluation.yml
index f62b49a..6e5a4c7 100644
--- a/_data/transformer-evaluation.yml
+++ b/_data/transformer-evaluation.yml
@@ -1,3 +1,15 @@
+- paper:
+ type: preprint
+ text: '[Yoav Kan-Tor et al. 2024](https://arxiv.org/abs/2412.04075)'
+ url: https://arxiv.org/abs/2412.04075
+ code:
+ type: reproducible
+ text: "[ð\x9F\x9B\_ï¸\x8FGitHub](https://github.com/BiomedSciAI/gene-benchmark)"
+ url: https://github.com/BiomedSciAI/gene-benchmark
+ omic_modalities: Natural Language, scRNAseq, protein sequence, DNA sequence
+ evaluated_transformers: Mistral, MPnet, CellPLM, GeneFormer, scGPT, DNABert2, ESM (plus bag-of-words, gene2vec)
+ tasks: genomic properties, gene regulatory functions, gene localization, gene biological processes, protein properties
+ notes: 'Evaluating model performance using gene embeddings allows comparing models utilizing different data modalities. The performance profile of a diverse set of models across ~300 gene related tasks was shown to be most influenced by the training modality.'
- paper:
type: preprint
text: '[Ahlmann-Eltze et al. 2024](https://www.biorxiv.org/content/10.1101/2024.09.16.613342)'
diff --git a/_site/_data/transformer-evaluation.yml b/_site/_data/transformer-evaluation.yml
index f62b49a..55aa966 100644
--- a/_site/_data/transformer-evaluation.yml
+++ b/_site/_data/transformer-evaluation.yml
@@ -1,3 +1,15 @@
+- paper:
+ type: preprint
+ text: '[Yoav Kan-Tor et al. 2024](https://arxiv.org/abs/2412.04075)'
+ url: https://arxiv.org/abs/2412.04075
+ code:
+ type: reproducible
+ text: "[ð\x9F\x9B\_ï¸\x8FGitHub](https://github.com/BiomedSciAI/gene-benchmark)"
+ url: https://github.com/BiomedSciAI/gene-benchmark
+ omic_modalities: Natural Language, scRNAseq, protein sequence, DNA sequence
+ evaluated_transformers: Mistral, MPnet, CellPLM, GeneFormer, scGPT, DNABert2, ESM (plus bag-of-words, gene2vec)
+ tasks: genomic properties, gene regulatory functions, gene localization, gene biological processes, protein properties
+ notes: '-'
- paper:
type: preprint
text: '[Ahlmann-Eltze et al. 2024](https://www.biorxiv.org/content/10.1101/2024.09.16.613342)'
diff --git a/_site/_pages/implementations.html b/_site/_pages/implementations.html
index bb5d8df..8c37983 100644
--- a/_site/_pages/implementations.html
+++ b/_site/_pages/implementations.html
@@ -976,7 +976,7 @@