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Author

Yuan Si

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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
Preprint Aug 2026

The Ingestion Tax: Adopting File-Backed Weights in Tensor Frameworks

This work presents file-backed weight adoption: a framework-independent producer maps each tensor with MAP_SHARED, wraps the pages as a no-copy GPU buffer, and exports a DLPack capsule that PyTorch or MLX imports as ordinary storage.

Yuan Si, Yufeng Lin, Da-Ming Li et al. · 1 citation
Review Jul 2026

AISPA: User-Centric System Prompt Auditing for Large Language Model Applications

A user-centric framework for systematically auditing system prompts in AI systems, AISPA is introduced, a user-centric framework for systematically auditing system prompts in AI systems that examines specific parts of a system prompt and evaluates them along eight dimensions that matter to users.

Xiangning Lin, Shenzhe Zhu, Shu Yang et al. · 0 citations

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