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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 ,

Senseforth.ai recognized in 2022 Gartner Magic Quadrant for Conversational AI Platforms

Palo Alto (California) [US]/ Bengaluru (Karnataka) [India], February 2 (ANI/BusinessWire India): Senseforth.ai today announced that they have been recognized by Gartner in the 2022 Magic Quadrant for Conversational AI Platforms report. ....

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Business News | Senseforth.ai Recognized in 2022 Gartner Magic Quadrant for Conversational AI Platforms

Get latest articles and stories on Business at LatestLY. Palo Alto (California) [US]/ Senseforth.ai today announced that they have been recognized by Gartner® in the 2022 Magic Quadrant™ for Conversational AI Platforms report. Business News | Senseforth.ai Recognized in 2022 Gartner Magic Quadrant for Conversational AI Platforms. ....

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Senseforth.ai Recognized in 2022 Gartner Magic Quadrant for Conversational AI Platforms

Senseforth.ai has been recognized for Completeness of Vision and Ability to Execute. Senseforth.ai today announced that they have been recognized by Gartner in the 2022 Magic Quadrant for Conversational ....

United States , Kostenloser Wertpapierhandel , Manhardeep Kochhar , Asia Pacific , Anthony Mullen , Shridhar Marri , Magnus Revang , Gartner Inc , Magic Quadrant , Enterprise Conversational , Frost Sullivan , Machine Reading Comprehension , Bern Elliot , North America , Fractal Analytics , Product Marketing ,

Toyota Motor North America selects Cerence Browse to bring search engine-level intelligence into cars

Toyota Motor North America (TMNA) has selected Cerence Browse, Cerence’s AI-powered, cloud-based content domain, to bring the power and intelligence of internet search engines directly into Toyota and Lexus vehicles in its next-generation multimedia system. TMNA is the first automaker to deploy Cerence’s new cloud service, Browse. Cerence Browse will. ....

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