Distributional Semantics Over Semi-structured Data
Distributional Semantics Over Semi-structured Data
批准号:
488743-2015
负责人:
Cheung, Jackie
金额:
$1.82万
依托单位:
依托单位国家:
加拿大
项目类别:
Engage Grants Program
财政年份:
2015
资助国家:
加拿大
项目状态:
已结题
起止时间:
2015-01-01 至 2016-12-31
中文摘要
许多应用程序涉及结构化和非结构化数据。例如,在将作业与
求职者,结构化的组成部分包括所需的正式资格,工作地点,
职称等,而非结构化组件是作业本身的原始文本描述,
候选人的简历。在这个项目中,我们将研究如何将这两个来源的
信息,以便构建能够支持关于该领域的有用推断的语义表示
例如对面试某个职位的候选人进行排名。使用Workhoppers的数据集,该公司
将求职者与合同职位相匹配,我们将开发考虑
输入数据中存在的单词以及它们在数据结构中的位置,
更好的实体概况,如职位空缺或求职者。这些意义表征将被
应用于对求职者进行排名,并提供求职者的摘要,突出他们如何
资格符合职位描述。本文的研究将对Workhoppers的匹配算法有一定的借鉴意义,
使更多的职位候选人能够匹配到合适的职位。它也可以使加拿大经济受益,
加快求职过程。
英文摘要
Many applications involve both structured and unstructured data. For example, in a system that matches jobs to
job seekers, the structured component includes the formal qualifications required, the location of the job, the
job title, etc., whereas the unstructured component is the raw text description of the job itself and the textual
parts of the candidate's resume. In this project, we will investigate how to incorporate both sources of
information in order to build a semantic representation that can support useful inferences about the domain
such as ranking candidates to interview for a position. Using a data set from Workhoppers, a company that
matches job seekers to contract positions, we will develop statistical models of meaning that consider the
words that are present in the input data as well as their position within the structure of the data in order to build
a better profile of an entity such as a job opening or a job seeker. These meaning representations will then be
applied to ranking job candidates, and to present a summary of a job candidate that highlights how their
qualifications meet the job description. This research will benefit Workhoppers' matching algorithm by
enabling more job candidates to be matched to an appropriate job. It could also benefit Canadian economy by
accelerating the job search process.
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会议论文
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批准号:RGPIN-2020-04871
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项目类别:Discovery Grants Program - Individual
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资助金额:$2.11万
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财政年份:2022
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负责人:Cheung, Jackie
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依托单位:
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资助金额:$2.11万
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Enabling Common Sense Reasoning in Natural Language Processing Systems
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批准号:RGPIN-2020-04871
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项目类别:Discovery Grants Program - Individual
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资助金额:$2.11万
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财政年份:2020
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负责人:Cheung, Jackie
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Towards Generalized Natural Language Generation with Distributional Semantics
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批准号:RGPIN-2015-05380
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项目类别:Discovery Grants Program - Individual
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资助金额:$1.31万
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财政年份:2019
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负责人:Cheung, Jackie
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依托单位:
Common Sense Reasoning as Alternative Scenario Search
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批准号:519933-2018
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项目类别:Engage Plus Grants Program
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资助金额:$0.91万
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财政年份:2018
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负责人:Cheung, Jackie
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依托单位:
Towards Generalized Natural Language Generation with Distributional Semantics
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批准号:RGPIN-2015-05380
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项目类别:Discovery Grants Program - Individual
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资助金额:$1.31万
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财政年份:2018
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负责人:Cheung, Jackie
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依托单位:
Towards Generalized Natural Language Generation with Distributional Semantics
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批准号:RGPIN-2015-05380
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项目类别:Discovery Grants Program - Individual
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资助金额:$1.31万
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财政年份:2017
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负责人:Cheung, Jackie
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依托单位:
Learning Frame Semantics with Deep Neural Networks for the Winograd Schema Challenge
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批准号:502340-2016
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项目类别:Engage Grants Program
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资助金额:$1.82万
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财政年份:2016
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负责人:Cheung, Jackie
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依托单位:
Towards Generalized Natural Language Generation with Distributional Semantics
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批准号:RGPIN-2015-05380
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项目类别:Discovery Grants Program - Individual
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资助金额:$1.31万
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财政年份:2016
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负责人:Cheung, Jackie
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依托单位:
Towards Generalized Natural Language Generation with Distributional Semantics
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批准号:RGPIN-2015-05380
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项目类别:Discovery Grants Program - Individual
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资助金额:$1.31万
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财政年份:2015
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负责人:Cheung, Jackie
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依托单位:
Indicative Summarization of Fiction
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批准号:485969-2015
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项目类别:Engage Grants Program
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资助金额:$1.82万
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财政年份:2015
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负责人:Cheung, Jackie
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依托单位:
statistical modeling for context-aware parsing
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批准号:392280-2010
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项目类别:Alexander Graham Bell Canada Graduate Scholarships - Doctoral
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资助金额:$1.27万
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财政年份:2012
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负责人:Cheung, Jackie
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依托单位:
statistical modeling for context-aware parsing
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批准号:392280-2010
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项目类别:Alexander Graham Bell Canada Graduate Scholarships - Doctoral
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资助金额:$1.27万
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财政年份:2011
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负责人:Cheung, Jackie
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依托单位:
statistical modeling for context-aware parsing
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批准号:392280-2010
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项目类别:Alexander Graham Bell Canada Graduate Scholarships - Doctoral
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资助金额:$2.55万
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财政年份:2010
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负责人:Cheung, Jackie
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依托单位:
Identifying Implicature in Evaluative Text for Information Extraction
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批准号:361461-2009
-
项目类别:Postgraduate Scholarships - Master's
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资助金额:$1.44万
-
财政年份:2009
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负责人:Cheung, Jackie
-
依托单位:
Identifying Implicature in Evaluative Text for Information Extraction
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批准号:361461-2008
-
项目类别:Postgraduate Scholarships - Master's
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资助金额:$1.26万
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财政年份:2008
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负责人:Cheung, Jackie
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依托单位:
海外基金