Evaluating uniXcoder Embeddings for Automated Grading: A Study Across Varied Code Perspectives

Automated grading systems play a pivotal role in modern educational settings, offering efficiency and scalability in assessing student submissions. In this study, we investigate the potential of uniXcoder embeddings of C language codes. A comparative analysis across four scenarios: code-only, codequ...

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Bibliographic Details
Published in:	International Conference on Computing, Communication, and Networking Technologies (Online) pp. 1 - 5
Main Authors:	Narmada, Nakka, Pati, Peeta Basa
Format:	Conference Proceeding
Language:	English
Published:	IEEE 24.06.2024
Subjects:	Automatic assessment C languages Code Embeddings Codes Davies Bouldin Index Grading Indexes KL divergence kmeans clustering Principal component analysis Principal Component Analysis (PCA) Scalability Silhouette Score Subject matter experts uniXcoder Visualization
ISSN:	2473-7674
Online Access:	Get full text
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