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"CREAM: Named Entity Recognition with Concise query and REgion-Aware Mi" by Xun Yao, Qihang Yang et al.

Recent advancements in Machine Reading Comprehension (MRC) models have sparked interest in the field of Named Entity Recognition (NER), where entities are extracted as answers of given queries. Yet, existing MRC-based models face several challenges, including high computational costs, limited consideration of entity content information, and the tendency to generate sharp boundaries, that hinder their generalizability. To alleviate these issues, this paper introduces CREAM, an enhanced model leveraging Concise query and REgion-Aware Minimization. First, we propose a simple yet effective strategy of generating concise queries based primarily on entity categories. Second, we propose to go beyond existing methods by identifying entire entities, instead of just their boundaries (start and end positions), with an efficient continuous cross-entropy loss. An in-depth analysis is further provided to reveal their benefit. The proposed method is evaluated on six well-known NER benchmarks. Experim ....

Machine Reading Comprehension , Named Entity Recognition , Named Entity Recognition , Query Optimization , Egion Aware Loss ,

BlinkX announces the dawn of 'ClienTech' era, making customers the center-point of innovation

BlinkX , an elementally born tech-driven company, from the house of JM Financial, announces the beginning of the. ....

Customer Data Platform , Named Entity Recognition , Tech Ecosystem ,

Physical to digital transition transformed hyperlocal communication Lokal co-founder Vipul Chaudhary

(This story has not been edited by THE WEEK and is auto-generated from a PTI ....

New Delhi , Aurora Postgres , Vipul Chaudhary , Amazon Web Services , Elastic Compute Cloud , Named Entity Recognition , Large Language Models ,

Unveiling Tenali: A comprehensive exploration of CredenTek's AI-fintech platform - News

Unveiling Tenali: A comprehensive exploration of CredenTek's AI-fintech platform - News
khaleejtimes.com - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from khaleejtimes.com Daily Mail and Mail on Sunday newspapers.

Khaleej Times , United Arab Emirates , Pravin Gupta , Credentek Software , Hugging Face Transformers , Face Transformers , Named Entity Recognition , Machine Learning , Natural User Interface ,

Unveiling Tenali: A Comprehensive Exploration Of Credentek's AI-Fintech Platform

Unveiling Tenali: A Comprehensive Exploration Of Credentek's AI-Fintech Platform
menafn.com - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from menafn.com Daily Mail and Mail on Sunday newspapers.

Pravin Gupta , Credentek Software , Khaleej Times , Hugging Face Transformers , Face Transformers , Named Entity Recognition , Machine Learning , Natural User Interface ,