SemLink: A Semantic-Aware Automated Test Oracle for Hyperlink Verification using Siamese Sentence-BERT

📰 ArXiv cs.AI

SemLink uses Siamese Sentence-BERT for semantic-aware hyperlink verification in web applications

advanced Published 8 Apr 2026

Action Steps

Implement Siamese Sentence-BERT to analyze hyperlink targets
Train the model on a dataset of labeled hyperlink examples
Use the trained model to verify hyperlink semantics in web applications
Integrate SemLink with existing testing frameworks for automated verification

Who Needs to Know This

Software engineers and QA teams benefit from SemLink as it helps detect semantic drift in hyperlinks, ensuring the accuracy and relevance of linked content

Key Insight

💡 SemLink detects semantic drift in hyperlinks, going beyond traditional HTTP status code checks