Raven automates Scratch program assessment by having instructors specify task-level video generation rules and using LLMs to analyze resulting videos for behavioral compliance, outperforming prior tools on real student submissions.
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A case study of software redesign reveals reuse challenges and shows that semantic alignment heuristics with hierarchical clone detection reduce irrelevant clones by 33-99% and raise precision to 86%.
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Raven: Rethinking Automated Assessment for Scratch Programs via Video-Grounded Evaluation
Raven automates Scratch program assessment by having instructors specify task-level video generation rules and using LLMs to analyze resulting videos for behavioral compliance, outperforming prior tools on real student submissions.
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Investigating Code Reuse in Software Redesign: A Case Study
A case study of software redesign reveals reuse challenges and shows that semantic alignment heuristics with hierarchical clone detection reduce irrelevant clones by 33-99% and raise precision to 86%.