semantic：Semantic information extraction from the HDFS dataset.
CNN&GRU：Experimental code and partial results of the HDFS data.
CNN&GRU_BGL：Experimental code and partial results of the BGL data.
CNN&GRU_Thunderbird：Experimental code and partial results of the Thunderbird data.
Bert-base-cased needs to be downloaded manually from the internet.
The Thunderbird data can be downloaded from Hugging Face using the Tb_data.py file.
https://doi.org/10.5281/zenodo.18211712