Siamese Neural Networks on the Trail of Similarity in Bugs in 5G Mobile Network Base Stations

Siamese Neural Networks on the Trail of Similarity in Bugs in 5G Mobile Network Base Stations

To improve the R&D process by reducing duplicated bug tickets, we used the idea of composing a BERT encoder as a Siamese network to create a system for finding similar existing tickets. We proposed several different methods of generating artificial ticket pairs to augment the training set. Two p...

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Bibliographic Details
Main Authors: Sebastian Zarębski, Aleksander Kuzmich, Sebastian Sitko, Krzysztof Rusek, Piotr Chołda
Format: Article
Language:English
Published: MDPI AG 2022-11-01
Series:Electronics
Subjects:
fault detection
machine learning
natural language processing
Online Access:https://www.mdpi.com/2079-9292/11/22/3664

Internet

https://www.mdpi.com/2079-9292/11/22/3664

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