CTC Speech Gets a Linguistic Boost from LLMs

CTC Speech Gets a Linguistic Boost from LLMs In the world where voice assistants meet speed runs and streaming captions, two competing ideas shape what we hear next: you want a transcript that is both fast and fluent. End-to-end speech recognition has made that possible by weaving every component into a single neural network, and…

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Energy Clues Redefine How Nuclei Change Charge States

In the grand game of nuclei, protons and neutrons are players in a delicate dance. When two atomic nuclei collide at high speed, sometimes a proton—effectively a charged guest—gets traded or removed. The likelihood of that charge-changing event, called a charge-changing cross section (CCCS), carries the fingerprints of how protons are distributed inside the nucleus….

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Do tilted disks remix a black hole’s image?

Lead insight: light around a black hole is not a simple halo but a performance—a chiral, gravitational ballet choreographed by how we view the scene. A Schwarzschild black hole, the simplest non-spinning model, makes a crisp circular shadow when lit by a distant blanket of light. But the real-world glow from an accretion disk—gas and…

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When data goes missing, cancer clues still shine brightly

Cancer isn’t a single monolith so much as a chorus of molecular disruptions that ripple through DNA, RNA, proteins, and beyond. To understand it, researchers increasingly profile patients across multiple molecular layers—DNA methylation, gene expression, microRNA, and more—hoping to stitch together a holistic portrait. Yet in the real world, data from some layers are often…

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Can Scheduling Be Made Linear, as Time Itself?

Our digital world runs on schedules, from compiler registers juggling variables to cloud backups staggering across the night. The classic Weighted Job Scheduling problem asks a simple but stubborn question: given a collection of jobs, each with a time window and a value, which non-overlapping set should we pick to maximize total value? It sounds…

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