glam4cm 1.0.0

Graph Neural Networks and Language Models Trainer (Separate or combined) for conceptual models

glam4cm

The data in this archive is derived from the user-contributed content on the Cooking Stack Exchange website (https://cooking.stackexchange.com/), used under CC-BY-SA 3.0 (http://creativecommons.org/licenses/by-sa/3.0/).

The original data dump can be downloaded from: https://archive.org/download/stackexchange/cooking.stackexchange.com.7z and details about the dump obtained from: https://archive.org/details/stackexchange

We distribute two files, under CC-BY-SA 3.0:

• cooking.stackexchange.txt, which contains all question titles and their associated tags (one question per line, tags are prefixed by the string "label") ;

• cooking.stackexchange.id, which contains the corresponding row IDs, from the original data dump.

Node classification Language Model Freezing parameters Effect of attributes Effect of edge information Edge of partial node type information

GNN GCNConv, SAGEConv, GATConv Random Node Embeddings Bert Node Embeddings Finetuned Node Embeddings Random Edge Embeddings Bert Edge Embeddings Finetuned Edge Embeddings