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ZENODO
Dataset . 2024
License: CC BY
Data sources: ZENODO
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Dataset . 2024
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2024
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2024
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2024
License: CC BY
Data sources: Datacite
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Dataset used to train ProteinCLIP

Authors: Wu, Kevin;

Dataset used to train ProteinCLIP

Abstract

This contains embeddings for UniProt records used to train ProteinCLIP (see https://www.biorxiv.org/content/10.1101/2024.05.14.594226v1). This includes both embeddings from protein language models and natural language emebeddings of function. All records are stored in hdf5 files with identifiers as keys (e.g., P38398) and embedding arrays as their values. All embeddings are given as 1-dimensional vectors. The following protein language models have associated embeddings: ESM2, 6-layer ESM2, 12-layer ESM2, 30-layer ESM2, 33-layer ESM2, 36-layer ProtT5 Some of the above protein embeddings are split into sub-file indicated by the suffix "_splitN"; these files when concatenated yield the full set of proteins and were originally created separately due to parallel processing of embeddings. Text embeddings are generated by OpenAI's "text-embedding-3-large" model. We also include the raw files used to create these embeddings. Namely the ".dat.gz" file contains the archive of UniProt annotations including the function fields we parse for creating function text embeddings, and ".fasta.gz" file containing corresponding sequences. Data splits used to train the ProteinCLIP models described in our preprint are contained in data_splits.json. 

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average