Element relational graph-augmented multi-granularity contextualized encoding for document-level event role filler extraction
Peer-Reviewed Publication
Updates every hour. Last Updated: 14-Aug-2025 23:11 ET (15-Aug-2025 03:11 GMT/UTC)
A research team led by Zhengtao Yu introduces the Element Relational Graph-Augmented Multi-Granularity Contextualized Encoder (ERGM) for document-level event role filler extraction, outperforming baseline models and effectively capturing dependency relationships in extensive experiments on the MUC-4 benchmark.
Imagine a world where worms can hear. While it may sound like science fiction, researchers at the University of Michigan have discovered that the nematode C. elegans, a commonly studied model organism, is capable of sensing and responding to airborne sound. This groundbreaking finding challenges the long-held belief that hearing is exclusive to vertebrates and certain arthropods.
The study, published in the Biophysics Reports reveals that C. elegans exhibit a behavior called phonotaxis, where they move away from the source of sound. This response is dependent on the frequency and size of the sound source, suggesting that the worms are sensitive to sound pressure gradients rather than absolute sound pressure levels.
So, how do these microscopic creatures perceive sound? The answer lies in their skin. When airborne sound waves cause the worms’ external cuticle to vibrate, it activates specialized mechanosensory neurons called FLP and PVD. These neurons, located in the worms’ head and tail regions, respectively, respond to the vibrations by triggering avoidance behavior.
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Anterior cruciate ligament (ACL) injuries are prevalent, with over 400 000 reconstruction surgeries globally each year. Despite a reported success rate of over 90%, many patients still experience complications. A new review in Engineering explores artificial ligaments as a solution. These ligaments, used since the 1950s, have advantages but also drawbacks. The study delves into their healing process, recent modifications, and future research directions, offering hope for improved ACL reconstruction outcomes.
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