Synergistic enhancement of requirement-to-code traceability: A framework combining large language model based data augmentation and an advanced encoder

Key Points

• Enhanced requirement-to-code traceability shows a significant improvement, potentially transforming software development processes.
• A 30% increase in traceability accuracy highlights the effectiveness of the framework combining data augmentation and an encoder.
• Framework development utilized an advanced encoder with large language model based data augmentation techniques to optimize traceability.
• The findings indicate a need for further research into scalable implementation across diverse development environments.