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Added Yoav Kan-Tor et al. 2024 (#64)
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* Updated Filtersidebar

* Added Yoav Kan-Tor et al. 2024

* add notes to gene embedding benchmark

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Co-authored-by: Paul O.-P <[email protected]>
Co-authored-by: Paul O.-P <[email protected]>
Co-authored-by: Artur Szałata <[email protected]>
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4 people authored Dec 19, 2024
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12 changes: 12 additions & 0 deletions _data/transformer-evaluation.yml
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- 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: "\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)'
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12 changes: 12 additions & 0 deletions _site/_data/transformer-evaluation.yml
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- 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: "\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)'
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2 changes: 1 addition & 1 deletion _site/assets/js/components/FilterButton.jsx
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Expand Up @@ -6,7 +6,7 @@ const FILTER_OPTIONS = {
{ value: 'peer_reviewed', label: 'Peer Reviewed 📄' },
],
code: [
{ value: 'reproducible', label: 'Reproducible 🛠️' },
{ value: 'reproducible', label: 'Training Code Available 🛠️' },
{ value: 'evaluation_only', label: 'Evaluation Only 🔍' },
{ value: 'none', label: 'None' },
],
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2 changes: 1 addition & 1 deletion _site/assets/js/components/FilterPanel.jsx
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{ value: 'peer_reviewed', label: 'Peer Reviewed 📄' },
],
code: [
{ value: 'reproducible', label: 'Reproducible 🛠️' },
{ value: 'reproducible', label: 'Training Code Available 🛠️' },
{ value: 'evaluation_only', label: 'Evaluation Only 🔍' },
{ value: 'none', label: 'None' },
],
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2 changes: 1 addition & 1 deletion _site/assets/js/components/FilterSidebar.jsx
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Expand Up @@ -8,7 +8,7 @@ const FILTER_OPTIONS = {
{ value: 'peer_reviewed', label: 'Peer Reviewed 📄' },
],
code: [
{ value: 'reproducible', label: 'Reproducible 🛠️' },
{ value: 'reproducible', label: 'Training Code Available 🛠️' },
{ value: 'evaluation_only', label: 'Evaluation Only 🔍' },
{ value: 'none', label: 'None' },
],
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2 changes: 1 addition & 1 deletion _site/feed.xml
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<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="4.3.4">Jekyll</generator><link href="http://localhost:4000/single-cell-transformer-papers/feed.xml" rel="self" type="application/atom+xml" /><link href="http://localhost:4000/single-cell-transformer-papers/" rel="alternate" type="text/html" /><updated>2024-12-18T09:50:36+01:00</updated><id>http://localhost:4000/single-cell-transformer-papers/feed.xml</id><title type="html">Transformers in Single-Cell Omics</title><subtitle>A curated collection of papers on transformers in single-cell analysis</subtitle></feed>
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6 changes: 3 additions & 3 deletions _site/index.html

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2 changes: 1 addition & 1 deletion assets/js/components/FilterButton.jsx
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{ value: 'peer_reviewed', label: 'Peer Reviewed 📄' },
],
code: [
{ value: 'reproducible', label: 'Reproducible 🛠️' },
{ value: 'reproducible', label: 'Training Code Available 🛠️' },
{ value: 'evaluation_only', label: 'Evaluation Only 🔍' },
{ value: 'none', label: 'None' },
],
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2 changes: 1 addition & 1 deletion assets/js/components/FilterPanel.jsx
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Expand Up @@ -8,7 +8,7 @@ const FILTER_OPTIONS = {
{ value: 'peer_reviewed', label: 'Peer Reviewed 📄' },
],
code: [
{ value: 'reproducible', label: 'Reproducible 🛠️' },
{ value: 'reproducible', label: 'Training Code Available 🛠️' },
{ value: 'evaluation_only', label: 'Evaluation Only 🔍' },
{ value: 'none', label: 'None' },
],
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2 changes: 1 addition & 1 deletion assets/js/components/FilterSidebar.jsx
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Expand Up @@ -8,7 +8,7 @@ const FILTER_OPTIONS = {
{ value: 'peer_reviewed', label: 'Peer Reviewed 📄' },
],
code: [
{ value: 'reproducible', label: 'Reproducible 🛠️' },
{ value: 'reproducible', label: 'Training Code Available 🛠️' },
{ value: 'evaluation_only', label: 'Evaluation Only 🔍' },
{ value: 'none', label: 'None' },
],
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