Paper and models: Timber: Training-free Instruct Model Refining with Base via Effective Rank, https://arxiv.org/abs/2509.23595
Taki WU
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MMFormalizer: Multimodal Autoformalization in the Wild
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From Denoising to Refining: A Corrective Framework for Vision-Language
Diffusion Model
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ByteDance-Seed/BeyondAIME