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Wen-Yi Li

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#artificial intelligence Preprint Aug 2026

PPTBench: Can Coding Agents Reconstruct the Visual World through Structured, Editable Slides

PPTBench establishes a measurable testbed for studying visual coding and advancing agents toward more reliable visual creation, and shows that agents can generally produce valid slide files, but struggle to produce high-quality reconstructions that faithfully recover the semantics and visual structure of the target.

Xiao-Qiu Wang, Yi-Zhe Chi, Wen-Yi Li et al. · 0 citations
Preprint Aug 2026

Agogic: Performance-Timed Music Tokens for LLM-Native Text-to-Symbolic-Music Generation

Text-to-music language models begin with a choice usually made by default: how to tokenize music. Normally entangled with backbone, data, and recipe, its effect has never been measured in isolation. We fix pretrained Qwen3.5 (0.8B-27B), data, budget, and decoding, and swap only the representation across seven tokenizat...

Junhao Chen, Ming-Jin Chen, Jingjia Mao et al. · 1 citation
Preprint Aug 2026

AI4AI-Bench: Benchmarking LLM Agents in Algorithmic Design for Recursive Self-Improvement

This work presents AI4AI\mbox{-}Bench, 10 frozen research repositories spanning 10 training algorithm families, and releases the task suite, the evaluators and every scored submission, so that the measurement can be repeated as these systems change.

Yi-Zhe Chi, Wenyi Li, De-Yao Hong et al. · 5 citations
#software testing Preprint Aug 2026

SWE Refactor Bench: Can Coding Agents Complete a Long-Horizon, Whole-Repository Stack Migration?

SWE Refactor Bench is introduced, a benchmark comprising 20 whole-repository migrations, covering 4 kinds of technical debt, and SWE Refactor Bench is positioned as a rigorous testbed for developing coding agents for reliable whole-repository migrations.

De-Yao Hong, Yi-Zhe Chi, Wen-Yi Li et al. · 3 citations · ⚡1

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