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@@ -24,5 +24,8 @@ It contains the following tables:
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  - tasks.csv
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  - areas.csv
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  UUIDs were added to the dataset since the PapersWithCode IDs (pwc_ids) are not distinct enough. These UUIDs may change in the future with new versions of the dataset.
 
 
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  There is also a simple Python Notebook which was used to optain and refactor the dataset.
 
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  - tasks.csv
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  - areas.csv
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+ ### Specials
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  UUIDs were added to the dataset since the PapersWithCode IDs (pwc_ids) are not distinct enough. These UUIDs may change in the future with new versions of the dataset.
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+ Also, embeddings were calculated for all of the 56K papers using the brilliant model [SciNCL](https://huggingface.co/malteos/scincl) as well as dimensionality-redused 2D coordinates using UMAP.
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  There is also a simple Python Notebook which was used to optain and refactor the dataset.