Refining GPT-3 Embeddings with a Siamese Structure for Technical Post Duplicate Detection

1 code implementation • 22 Dec 2023 • Xingfang Wu, Heng Li, Nobukazu Yoshioka, Hironori Washizaki, Foutse khomh

When applied to the dataset we constructed with a recent Stack Overflow dump, our approach attains a Top-1, Top-5, and Top-30 accuracy of 23. 1%, 43. 9%, and 68. 9%, respectively.

Characterizing and Classifying Developer Forum Posts with their Intentions

1 code implementation • 21 Dec 2023 • Xingfang Wu, Eric Laufer, Heng Li, Foutse khomh, Santhosh Srinivasan, Jayden Luo

The modeling of the intentions of posts can provide an extra dimension to the current tag taxonomy.

TAG

On the Effectiveness of Log Representation for Log-based Anomaly Detection

1 code implementation • 17 Aug 2023 • Xingfang Wu, Heng Li, Foutse khomh

We believe our comprehensive comparison of log representation techniques can help researchers and practitioners better understand the characteristics of different log representation techniques and provide them with guidance for selecting the most suitable ones for their ML-based log analysis workflow.

Anomaly Detection Log Parsing