Author

Ayse Tosun

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#software testing Book Oct 2026

Automated Annotation of Test Types using LLMs: A Multi-LLM Workflow for Machine Learning Test-Related Commits

This analysis focused on their classification performance, stability, agreement with experts, top-2 candidate recovery, and multi-LLM voting workflows (S1-S4) along with a corresponding analysis on Keras.

Asli Sari, Ayse Tosun, G. Alptekin · 0 citations