This repository contains the code, data and resources related to the paper entitled "RecSOI: Recommending Research Directions using Statements of Ignorance".
RecSOI.ipynb is a Notebook containing all the necessary code for the recommendations with RecSOI. The Notebook allows for the reproduction of the results in the paper. The last cells of the Notebook contains the results shown in the paper.
The data used with RecSOI in its evaluation is in pickle (pkl) files (in the folder called "Resources for RecSOI"). These files are loaded in the RecSOI.ipynb Notebook.
In addition, the data collected to analyze the important of context is available in the folder called "Data for Context Experiment".
Additional resources necessary to perform the evaluation of RecSOI and its competitors are available as pickle (pkl) files in the "Resources for RecSOI" folder.
3 resources are too big to be uploaded here and should be requested to the authors:
- The Logisitc Regression model used in the experiment
- The new large dataset extending Boguslav et al.'s dataset
- The embeddings of all the sentences in all papers of the large dataset