[Retracted] Software Systems Security Vulnerabilities Management by Exploring the Capabilities of Language Models Using NLP

Algorithm 8

SQuAD dataset process.

	Input: SQuAD data set process:
(1)	Data preprocessing to create input meta data from SQuADdatasetinput_meta_data = generate_tf_record_from_json_file()
(2)	Building BERT SQuAD layer:
	BertSquadLayer (tf.keras.layers.Layer)
(3)	BERT questions answering system training phase configuration
(4)	Create a SQuAD loss function for further computation
(5)	Training and evaluation
	Output:
	F1-score: 77.26
	Exact match: 66.91%