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Targeted Remasking: Replacing Token Editing with Token-to-Mask Refinement in Discrete Diffusion Language Models
arXiv:2605.26436v2 Announce Type: replace Abstract: Discrete masked diffusion language models such as LLaDA generate text through iterative denoising, where mask tokens are progressively replaced with predicted tokens. LLaDA2.1 introduced a Token-to-Token (T2T) editing mechanism that accelerates generation by directly replacing committed tokens suspected of being incorrect. However, we identify fundamental limitations of T2T editing: it couples error detection with replacement, pollutes the...
Entity Binding Failures in Speech LLM Reasoning: Diagnosis and Chain-of-Thought Intervention
Announce Type: new Abstract: Speech Large Language Models (SLLMs) underperform their text counterparts on complex reasoning. We reveal that this modality gap is not a uniform cognitive deficit. Evaluating three diverse SLLMs, we show speech-to-text (S2T) matches or exceeds text-to-text (T2T) on spatial, syntactic, and factual tasks.
Benjamin Hall tackles grueling One World Trade Center climb on prosthetic legs to honor fallen heroes
Fox News' Benjamin Hall is preparing to conquer more than 2,000 steps to the top of One World Trade Center on Sunday, climbing alongside the very doctor who saved Hall's life when he was critically wounded in Ukraine. Speaking on "Fox & Friends Weekend," Hall and military trauma surgeon Dr. Joe Alderete explained why they're taking on the challenge for the 10th annual Tunnel to Towers Tower Climb. I have to crawl to get to the very top, I will crawl to get to the top because we need to...
Personalized reference genome-based pipeline reveals comprehensive haplotype-resolved views of cancer genomes
Cancer genome analysis relies on standard human reference genomes but detecting somatic alterations in highly repetitive or individual-specific regions remains challenging. We developed the Personalized Reference genome-based Cancer Genome Analysis Pipeline (PRCGAP), to our knowledge, the first comprehensive pipeline integrating haplotype-resolved analyses of somatic point mutations, structural variants, copy number, and DNA methylation on personalized diploid reference genomes. We applied...
A Pan-pangenome illuminates complex structural variation and selection in humans, chimpanzees, and bonobos
Complete, haplotype-resolved genome assemblies have provided unprecedented insight into the evolution of structurally complex, rapidly evolving regions of human genomes; however, population-scale pangenome resources of our closest relatives, chimpanzees and bonobos (genus, Pan), are necessary to ascertain the origins and evolutionary context of these loci. Here, we sequence and assemble 58 haplotypes from four distinct Pan clades to high contiguity (median contig NG50=54 Mb), including eight...