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Shuai-Chen Chang

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#natural language process... Preprint Sep 2026

DEdit: Iterative Draft Editing for Speculative Decoding

Speculative decoding accelerates autoregressive LLMs by having a lightweight drafter propose tokens that the target model verifies in parallel. Diffusion-based drafters further reduce drafting latency by proposing multiple tokens at once. However, these tokens are predicted independently, so a single early error causes...

Long-Xuan Yu, Bingsen Chen, Peng Shi et al. · 0 citations
Preprint Sep 2026

LEGO-Anything: Coding Agents for 3D Scene Reconstruction

A 3D scene reconstructed from a single image is most useful when represented not as a rendering or a fixed 3D output, but as an explicit scene program whose execution yields a scene that can be inspected, edited, and queried. We present LEGO-Anything, an Image-to-Code framework in which a coding agent iteratively write...

Xi-Rui Li, Peng Shi, Ming-Wen Dong et al. · 0 citations
#artificial intelligence Preprint Sep 2026

One Example Is Enough to Pass Fairness Benchmarks: Rethinking Fairness Evaluation for Aligned LLMs

Warning: This submission studies stereotypes and biases, and contains toxic and offensive examples, used for illustration purposes only. Fairness benchmarks such as BBQ have become the de facto standard for fairness evaluation across major model families. We argue that these benchmarks are too easy to support their rol...

Naihao Deng, Samee Arif, Shuai-Chen Chang et al. · 0 citations

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