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1
On the localness of software
In: http://macbeth.cs.ucdavis.edu/cache-model.pdf (2014)
Abstract: The n-gram language model, which has its roots in statistical natural language processing, has been shown to successfully capture the repetitive and predictable regularities (“naturalness") of source code, and help with tasks such as code suggestion, porting, and designing assistive coding devices. However, we show in this paper that this natural-language-based model fails to exploit a special property of source code: localness. We find that human-written programs are localized: they have useful local regularities that can be captured and exploited. We introduce a novel cache language model that consists of both an n-gram and an added “cache " component to exploit localness. We show empirically that the additional cache component greatly improves the n-gram approach by capturing the localness of software, as measured by both cross-entropy and suggestion accuracy. Our model’s suggestion accuracy is actually comparable to a state-of-the-art, semantically augmented language model; but it is simpler and easier to implement. Our cache language model requires nothing beyond lexicalization, and thus is applicable to all programming languages.
Keyword: and Enhancement General Terms Algorithms; Cache Language Model; Categories and Subject Descriptors D.2.7 [Software Engineering; Code Suggestion; Distribution; Documentation; Experimentation; Maintenance; Measurement Keywords Localness
URL: http://macbeth.cs.ucdavis.edu/cache-model.pdf
http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.698.4405
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2
Using natural language processing technology for qualitative data analysis
In: http://crowston.syr.edu/system/files/NLP_for_qualitative_analysis.pdf (2010)
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3
Empirical evaluation of a mathematical model of ethnolinguistic vitality: The case of Võro
In: http://lepo.it.da.ut.ee/~ehalam/pdf/vitalityvorufinal.pdf (2007)
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4
Generation of Formatters for Context-free Languages
In: http://ftp.cs.uu.nl/people/visser/publications/./ftp/BV96.ps.gz (1999)
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5
Generation of Formatters for Context-Free Languages
In: http://www.cs.uu.nl/~visser/ftp/BV96.pdf.gz
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6
(1991)eight-stage scale of language-planning priorities for reversing language shift
In: http://www.multilingual-matters.net/beb/006/0332/beb0060332.pdf
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7
Parents ’ Attitudes Toward Heritage Language Maintenance for Their Children and Their Efforts to Help Their Children Maintain the Heritage Language: A Case Study of Korean-Canadian Immigrants
In: http://www.multilingual-matters.net/lcc/020/0223/lcc0200223.pdf
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8
1Pangasinan—An Endangered Language? Retrospect and Prospect
In: http://www2.hawaii.edu/~vanderso/Pangasinan.pdf
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9
Young bilingual children learning to read with dual language books
In: http://edlinked.soe.waikato.ac.nz/research/files/etpc/files/2008v7n2art4.pdf
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10
Authors
In: http://espace.library.uq.edu.au/eserv/UQ:13121/Izon_M_ALS2006_cameraready.pdf
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11
Language Dynamics of an Ethnic Minority Group: Some Methodological Concerns on Data Collection
In: http://www3.ntu.edu.sg/home/CFCavallaro/Pdf files/Language dynamics of an ethnic minority group Some methodological concerns on data collection TLJ 2006.pdf
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12
Investigating Heritage Language and Culture Links: An Indo-Canadian Hindu Perspective
In: http://education.concordia.ca/~pavel/pdf/kumar-et-al-2008.pdf
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13
Language resources and the language professional
In: http://www.ifi.unizh.ch/cl/yuste/postworkshop/repository/eyuste.pdf
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14
Sudanese Languages in Melbourne: Linguistic Demography and Language Maintenance
In: http://www.als.asn.au/proceedings/als2009/musgravehajek.pdf
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15
[Draft version — please do not quote]
In: http://www.ee.cityu.edu.hk/~lelab/minett_files/Endangered_languages.pdf
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16
married to
In: http://www.macrothink.org/journal/index.php/jsr/article/viewFile/5133/4135/
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