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Si-Meng Han

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Open access Oct 2026

ScratchNet: A Multi-modal Benchmark for Evaluating and Advancing LLMs on Scratch Programming Tasks

Large language models (LLMs) have achieved impressive performance on text-based programming tasks, yet they remain unreliable for block-based languages such as Scratch. Scratch programs feature deeply nested, nonlinear structures, event-driven concurrency across multiple sprites, and tight coupling between code and mul...

Yuan Si, Si-Meng Han, Da-Ming Li et al. · 0 citations

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