Name		Name	Last commit message	Last commit date
parent directory ..
gpt3.5_formatted_data		gpt3.5_formatted_data
raw_data		raw_data
README.md		README.md
czi_software_citation_intent_data.xlsx		czi_software_citation_intent_data.xlsx
czi_val_merged.csv		czi_val_merged.csv
load data.ipynb		load data.ipynb
softcite_somesci_data_aggregation.ipynb		softcite_somesci_data_aggregation.ipynb
software_citation_intent_czi.csv		software_citation_intent_czi.csv
software_citation_intent_merged.csv		software_citation_intent_merged.csv
software_intent_data_merged.xlsx		software_intent_data_merged.xlsx

README.md

Datasets

For training, use columns text and label. label is a numerical label with the following mapping:

num2label = {0: "created", 1: "used", 2: "mention", 3: "none"}
label2num = {"created": 0, "used": 1, "mention": 2, "none": 3}

To regenerate the CSV files from the Excel sheets, run the notebook load_data.ipynb.

software_citation_intent_merged.csv: dataset build by Josh, Martin and Kai from Softcite, SoMeSci and unlabelled examples. Also contains a column context which has the surrounding sentences. In the case of the unlabelled examples, this is currently equivalent to the sentences column but that will be updated soon.
software_citation_intent_czi.csv: dataset curated by CZI, provided by Ana and mapped to our intent labels by Donghui. Does not contain context column. Removed rows with unclear/NaN citation intent.