#masked-denoising News & Analysis

2 articles tagged with #masked-denoising. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AIBullisharXiv – CS AI · Jun 27/10

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DSL-LLaDA: Scaling Continuous Denoising to 8B Masked Diffusion LMs

Researchers have developed DSL-LLaDA, an 8-billion parameter masked diffusion language model that addresses the quality-versus-length tradeoff in fast text generation by adopting continuous embedding-space denoising instead of discrete token unmasking. Adapted from LLaDA-8B with minimal additional training, the model achieves superior summarization performance on low-step inference budgets while demonstrating robustness to corrupted input tokens.

AINeutralarXiv – CS AI · May 286/10

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Diffusion Large Language Models for Visual Speech Recognition

Researchers introduce DLLM-VSR, a diffusion-based large language model framework for visual speech recognition that replaces traditional left-to-right decoding with iterative masked denoising. The system achieves state-of-the-art 19.5% word error rate on LRS3 by using confidence-based unmasking and length-guided candidate decoding to resolve visual ambiguities.