Kankakee County
Urgent weather warning from Texas to Pennsylvania as tornadoes and giant hail threaten millions
Kentucky mother and daughter turn down $26.5MILLION to sell their farms to secretive tech giant that wants to build data center there Horrifying next twist in the Alexander brothers case: MAUREEN CALLAHAN exposes an unthinkable perversion that's been hiding in plain sight Hollywood icon who starred in Psycho after Hitchcock dubbed her'my new Grace Kelly' looks incredible at 95 Kylie Jenner's total humiliation in Hollywood: Derogatory rumor leaves her boyfriend's peers'laughing at her' behind her back Tucker Carlson erupts at Trump adviser as she hurls'SLANDER' claim linking him to synagogue shooting Ben Affleck'scores $600m deal' with Netflix to sell his AI film start-up Long hair over 45 is ageing and try-hard. I've finally cut mine off. Alexander brothers' alleged HIGH SCHOOL rape video: Classmates speak out on sickening footage... as creepy unseen photos are exposed Heartbreaking video shows very elderly DoorDash driver shuffle down customer's driveway with coffee order because he is too poor to retire Amber Valletta, 52, was a '90s Vogue model who made movies with Sandra Bullock and Kate Hudson, see her now Model Cindy Crawford, 60, mocked for her'out of touch' morning routine: 'Nothing about this is normal' The US is facing a severe weather outbreak on Wednesday, threatening millions of people with tornadoes, giant hail and destructive winds. Forecasters warned that the dangerous storm system is expected to barrel through Texas and Louisiana before pushing northeast toward parts of Pennsylvania and New York. Northern Illinois remains the area of greatest concern, where a moderate tornado risk covers about two million people.
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Retrieval, Reasoning, Re-ranking: A Context-Enriched Framework for Knowledge Graph Completion
Li, Muzhi, Yang, Cehao, Xu, Chengjin, Jiang, Xuhui, Qi, Yiyan, Guo, Jian, Leung, Ho-fung, King, Irwin
The Knowledge Graph Completion~(KGC) task aims to infer the missing entity from an incomplete triple. Existing embedding-based methods rely solely on triples in the KG, which is vulnerable to specious relation patterns and long-tail entities. On the other hand, text-based methods struggle with the semantic gap between KG triples and natural language. Apart from triples, entity contexts (e.g., labels, descriptions, aliases) also play a significant role in augmenting KGs. To address these limitations, we propose KGR3, a context-enriched framework for KGC. KGR3 is composed of three modules. Firstly, the Retrieval module gathers supporting triples from the KG, collects plausible candidate answers from a base embedding model, and retrieves context for each related entity. Then, the Reasoning module employs a large language model to generate potential answers for each query triple. Finally, the Re-ranking module combines candidate answers from the two modules mentioned above, and fine-tunes an LLM to provide the best answer. Extensive experiments on widely used datasets demonstrate that KGR3 consistently improves various KGC methods. Specifically, the best variant of KGR3 achieves absolute Hits@1 improvements of 12.3% and 5.6% on the FB15k237 and WN18RR datasets.
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AR on the rise in 2021: 13 notes
Augmented reality technology has taken off in spine and orthopedic surgery in 2021. In December, ClarifyEye expanded in Spain and Oman. The hospital is the first in Denver to implement Augmedics' Xvision system. Riverside Healthcare partnered with Brainlab to add its Zeiss Kinevo Microscope to its spine program. The first spine case combining augmented reality and a surgical robot was recently performed by Kornelis Poelstra, MD, PhD, director of The Robotic Spine Institute of Silicon Valley in Los Gatos, Calif., in May.
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