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Beyond Context: A New Perspective for Word Embeddings

Yichu Zhou, Vivek Srikumar
2019 Proceedings of the Eighth Joint Conference on Lexical and Computational Semantics (*  
In this paper, we define a new modeling framework for training word embeddings that captures this intuition.  ...  Most word embeddings today are trained by optimizing a language modeling goal of scoring words in their context, modeled as a multiclass classification problem.  ...  Acknowledgments We would like to thank members of the Utah NLP group for several valuable discussions and the anonymous reviewers for their feedback.  ... 
doi:10.18653/v1/s19-1003 dblp:conf/starsem/ZhouS19 fatcat:udz2aedmdnd2nnjh5rtgatrfr4

Beyond News Contents: The Role of Social Context for Fake News Detection [article]

Kai Shu, Suhang Wang, Huan Liu
2018 arXiv   pre-print
We propose a tri-relationship embedding framework TriFN, which models publisher-news relations and user-news interactions simultaneously for fake news classification.  ...  In this paper, we study the novel problem of exploiting social context for fake news detection.  ...  It consists of five major components (Figure 2): a news contents embedding component, a user embedding component, a user-news interaction embedding component, a publisher-news relation embedding component  ... 
arXiv:1712.07709v2 fatcat:sdlieawisbas5dothkyensl4cq

Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context [article]

Zihang Dai, Zhilin Yang, Yiming Yang, Jaime Carbonell, Quoc V. Le, Ruslan Salakhutdinov
2019 arXiv   pre-print
We propose a novel neural architecture Transformer-XL that enables learning dependency beyond a fixed length without disrupting temporal coherence.  ...  Transformers have a potential of learning longer-term dependency, but are limited by a fixed-length context in the setting of language modeling.  ...  CONCLUSIONS We propose a novel architecture, Transformer-XL, for language modeling with self-attention architectures beyond a fixed-length context.  ... 
arXiv:1901.02860v3 fatcat:5yp5qndscrb3bk3f5jts7byqri

Transformer-XL: Attentive Language Models beyond a Fixed-Length Context

Zihang Dai, Zhilin Yang, Yiming Yang, Jaime Carbonell, Quoc Le, Ruslan Salakhutdinov
2019 Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics  
We propose a novel neural architecture Transformer-XL that enables learning dependency beyond a fixed length without disrupting temporal coherence.  ...  Transformers have a potential of learning longer-term dependency, but are limited by a fixed-length context in the setting of language modeling.  ...  As a result, the effective context being utilized can go way beyond just two segments.  ... 
doi:10.18653/v1/p19-1285 dblp:conf/acl/DaiYYCLS19 fatcat:uj5slqod75aufbmxohs2i6gria


2017 RAM. Revista de Administração Mackenzie  
Key considerations/conclusions: As a theoretical contribution, we sought to introduce a new perspective on the dignity phenomenon; thus, we tried to break through, in this field of studies, with a view  ...  Ideas on the ecology of knowledges, relationships of shared authority, and respect for the principles of equality and difference, beyond reciprocal recognition and the availability for mutual enrichment  ...  Dignity in the context of organizations: a look beyond modernity Mackenzie Management Review (Rev. de Adm. Mackenzie -RAM), 18(2), 80-103 • SÃO PAULO, SP • MAR.  ... 
doi:10.1590/1678-69712016/administracao.v18n2p80-103 fatcat:fmealyfhvbdylgromwtlingium

Beyond the ba: managing enabling contexts in knowledge organizations

Chun Wei Choo, Rivadávia Correa Drummond de Alvarenga Neto
2010 Journal of Knowledge Management  
First, it presents a review of the literature on ba or enabling context as a conceptual framework for analyzing knowledge creation.  ...  This need for developing enabling conditions and contexts was identified more than a decade ago when Nonaka and associates introduced the concept of "ba."  ...  The research method adopted is bibliographic in nature, using a range of bibliometric tools to carry out citation analysis and content analysis.  ... 
doi:10.1108/13673271011059545 fatcat:ln7sjlcenvgu5gvxhx5yln5v2m

Designing in Context: Reaching Beyond Usability in Learning Analytics Dashboard Design

June Ahn, Fabio Campos, Maria Hays, Daniela DiGiacombo
2019 Journal of Learning Analytics  
A framework of design practice that is deeply embedded in partnerships with our intended users is needed. • Designing within the context of research-practice partnerships and improvement science initiatives  ...  Rather, an indicator of success is whether productive adaptations and local needs for LA tools can be embedded in the design itself.  ...  We acknowledge the invaluable contributions of our peers at University of Washington, Vanderbilt University, UC Riverside, UC Irvine, New York University, and Stanford University.  ... 
doi:10.18608/jla.2019.62.5 fatcat:bfuj2q6pcjhlfkalxm57wubkja

Beyond the Single Path View: Interpath Dynamics in Regional Contexts

Alexandra Frangenheim, Michaela Trippl, Camilla Chlebna
2019 Economic Geography  
Over the past few years much progress has been made in understanding how new path development unfolds in a regional context.  ...  This article draws on recent contributions that broaden conventional perspectives on regional structural change and develops a framework to analyze the dynamic interdependencies between multiple new regional  ...  Acknowledgments The authors are grateful to Jim Murphy and three anonymous reviewers for their very valuable and constructive comments on earlier versions of this article.  ... 
doi:10.1080/00130095.2019.1685378 fatcat:wngyt4sjg5acrc6jelc77vb4o4

Constructing the context through goals and schemata: top-down processes in comprehension and beyond

Marco Mazzone
2015 Frontiers in Psychology  
The activation of a schema, in turn, activates its other components, so as to predict a likely context for the original item.  ...  My main purpose here is to provide an account of context selection in utterance understanding in terms of the role played by schemata and goals in top-down processing.  ...  In my view, the good news for RT is that large parts of the theory stay unaffected by these problems.  ... 
doi:10.3389/fpsyg.2015.00651 pmid:26042077 pmcid:PMC4436578 fatcat:zvz4blukpfhzhgf5s3kbhrvfnm

Vulnerability beyond Stereotypes: Context and Agency in Hurricane Risk Communication

Heather Lazrus, Betty H. Morrow, Rebecca E. Morss, Jeffrey K. Lazo
2012 Weather, Climate, and Society  
We thank the Miami Center for Independent Living, Ask Miami, focus group participants, J. Demuth, O. Wilhelmi, B. Orlove, and reviewers for their time and contributions.  ...  Agency is the capacity of individuals to make decisions and act independently while interacting with structures and institutions embedded in broader sociocultural, economic, and political contexts.  ...  A major theme in the non-hearing-impaired focus group was emotional response and anxiety brought about by sensationalized reporting in news about impending hurricanes.  ... 
doi:10.1175/wcas-d-12-00015.1 fatcat:iq3ln35rgrcxdjq5dvenlbvryu

Beyond Collective Violence: Capturing Context and Complexity in Palestinian Diasporic Resistance

Scarlet Harris
2015 Critical Sociology  
It makes the case for a more nuanced analysis of resistance amongst Palestinians living in the UK, framed by understandings of (post)colonialism.  ...  In what ways are such expressions of resistance shaped by social processes specific to such a context?  ...  Here we might look also to the work of Lila Abu-Lughod, whose case for a shift in perspective regarding everyday resistance seems particularly pertinent.  ... 
doi:10.1177/0896920515604474 fatcat:rzbj33i4mvehpawctichpa5hzu

Beyond agency and victimisation: re-reading HIV and AIDS in African contexts

Katarina Jungar, Elina Oinas
2011 Social Dynamics  
Notes on Contributors Katarina Jungar is a researcher in Women's Studies at Abo Akademi University, Finland.  ...  (de Kock 1992, p. 46) Our commitment to studying the processes of power that shape the contexts in which women act is not a call for a return to structuralist determinism, where all experiences are rendered  ...  Our need for clearer research ethics informed by scrutinising the politics of representation led us to consider dilemmas beyond the mere acknowledgement that we should neither speak for nor to others.  ... 
doi:10.1080/02533952.2011.603192 fatcat:kngmmjpuznbdbghax4jmm6zsye

Beyond Comorbidity: A Critical Perspective of Syndemic Depression and Diabetes in Cross-cultural Contexts

Emily Mendenhall
2015 Medical Anthropology Quarterly  
Finally, I discuss the relevance of syndemics for the fields of medicine and public health while cautioning what must not be lost in translation across disciplines.  ...  This article would have been impossible without the local support and mentoring of Elizabeth A. Jacobs (Chicago, USA), Dorairaj Prabhakaran (New Delhi, India), and Shane A.  ...  In addition, I am indebted to Merrill Singer for our correspondence about syndemics and his comments on this manuscript.  ... 
doi:10.1111/maq.12215 pmid:25865829 pmcid:PMC4600415 fatcat:c3653avw7bg3bimutp7zmh6oyi

The power of transparency norms in the WTO legal framework: Impacts beyond the trade context

Long Van Tran
2016 International Review of Law  
Beyond trade facilitation, transparency norms in the WTO legal context are, implicitly and explicitly, aimed at addressing problems in the domestic administrative laws of its members.  ...  In this global ruled-based system, transparency has become sufficiently powerful to be a multifunctional instrument for promoting the rule of law, good governance, and democracy.  ...  It is becoming increasingly clear, however, that the impact of the WTO norms goes beyond the trade context.  ... 
doi:10.5339/irl.2016.iit.2 fatcat:ngmv4iedxzfsppadq5yh7ifpji

Thinking Beyond the Centuries of Neglect: Diaspora and Democratic Processes in the Context of Ukraine

Olga Oleinikova
2020 Central and Eastern European Migration Review  
Having the Ukrainian case study at its centre, this section asks how the modern perspective of dispersal offers a useful way to conceptualise diaspora, while examining how the modern diaspora activity  ...  that shapes democratic thinking and underpins diaspora scholarship (particularly diaspora engagement with democratic processes and its potential and contribution to democratic change) and to propose a  ...  Kalantzi and Lapshyna posit a modern perspective on dispersal and offer a new way to conceptualise diaspora.  ... 
doi:10.17467/ceemr.2020.10 doaj:a6fb174ef9aa4fa8825a890165899c0f fatcat:nkkussc2wbcrtgyc5xuploz24a
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