Automated Grading Through Contrastive Learning: A Gradient Analysis and Feature Ablation Approach

As programming education becomes increasingly complex, grading student code has become a challenging task. Traditional methods, such as dynamic and static analysis, offer foundational approaches but often fail to provide granular insights, leading to inconsistencies in grading and feedback. This stu...

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Bibliographic Details
Main Authors: Mateo Sokač, Mario Fabijanić, Igor Mekterović, Leo Mršić
Format: Article
Language:English
Published: MDPI AG 2025-04-01
Series:Machine Learning and Knowledge Extraction
Subjects:
Online Access:https://www.mdpi.com/2504-4990/7/2/41
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