avoid confusion on split/set

README.md

@@ -22,7 +22,7 @@ Amino acid sequences use [IUPAC-IUB codes](https://en.wikipedia.org/wiki/FASTA_f
 XML source from https://www.uniprot.org/help/downloads <br/>
 CoLab notebook: https://colab.research.google.com/drive/1M6sO0Ws6i5z9VUXIXopiOqo1OkQ7K-1g?usp=sharing
 
-## Pretraining set
+## Pretraining split
 
 Amino acid sequences for **unreviewed proteins (TrEMBL)**
 
@@ -31,7 +31,7 @@ Large proteins are split into a new row every 8,000 letters.
 
 ### Share of taxa
 
-In the pretraining set:
+In the pretraining split:
 - 31% Papilionoideae/Faboideae (soybeans, peas, pulses, peanuts)
 - 19% Triticeae (wheat, barley, rye, and relatives)
 - 17% Oryzeae (rice, wild rice, and relatives)
@@ -47,7 +47,7 @@ In the pretraining set:
 - 0.2% Beta vulgaris (beet)
 - 0.1% Bambusa (includes edible bamboo shoots)
 
-## Finetuning set
+## Finetuning split
 
 **Reviewed proteins (Swiss-Prot)** from above taxa. Each row contains a gene name, species or subspecies, an amino acid sequence, and comments / annotations available in UniProt.
 
@@ -61,18 +61,18 @@ Annotations may be empty, or may include information such as:
 
 Removed PubMed reference numbers to avoid training models to hallucinate PubMed references.
 
-In the current state of plant genomics research, about half of the reviewed set are from rice and related species, 
-a fifth are from Papilionoideae/Faboideae, and seven taxa have less than 1%.
+In the current state of plant genomics research, about half of the finetuning split are from rice and related 
+species, a fifth are from Papilionoideae/Faboideae, and seven taxa have less than 1% each.
 
-## Research set (TODO)
+## Research split (TODO)
 
-Formatted like the finetuning set, but with proteins from quinoa and amaranth.
+Formatted like the finetuning split, but with proteins from quinoa and amaranth.
 
 
 
 ## Limitations and Safety Notes
 
-Proteins and review status on UniProt are from late March 2024.
+Proteins and review status on UniProt are from March 29, 2024.
 
 You should at least pretrain on more than *Oryza sativa*, because its reviewed proteins are probably some of the most common/important.