Digital Commons Network^™

Persistence Pays Off: Paying Attention To What The Lstm Gating Mechanism Persists, John D. Kelleher, Giancarlo Salton

Articles

Language Models (LMs) are important components in several Natural Language Processing systems. Recurrent Neural Network LMs composed of LSTM units, especially those augmented with an external memory, have achieved state-of-the-art results. However, these models still struggle to process long sequences which are more likely to contain long-distance dependencies because of information fading and a bias towards more recent information. In this paper we demonstrate an effective mechanism for retrieving information in a memory augmented LSTM LM based on attending to information in memory in proportion to the number of timesteps the LSTM gating mechanism persisted the information.

Uncompromising Hunger For Justice: Resistance, Sacrifice, And Latcrit Theory, Brenda Williams, Edwin Lindo, Marc-Tizoc González

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In this Article, three law professors report on and theorize a nonviolent direct-action campaign of the kind discussed by Dr. King in his famous Letter from a Birmingham Jail. Using the basic steps of the nonviolent campaign as an organizing framework, they analyze and report on the 18-day hunger strike by the Frisco 5 (a.k.a., Frisco5). This direct action protested the extrajudicial killings of Amilcar Perez-Lopez, Alex Nieto, Luis Góngora-Pat, and Mario Woods by San Francisco Police Department (SFPD) officers and advocated for institutional change to reduce the risk of homicides against persons with similarly racialized minority-group identities. Two weeks …

Do Judges Cry? An Essay On Empathy And Fellow-Feeling, Richard Delgado, Jean Stefancic

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No abstract provided.

Presidential Laws And The Missing Interpretive Theory, Tara Leigh Grove

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There is something missing in interpretive theory Recent controversies"”involving for example the first travel ban and funding for sanctuary cities"”demonstrate that presidential "laws" executive orders proclamations and other directives raise important questions of meaning Yet while there is a rich literature on statutory interpretation and a growing one on regulatory interpretation there is no theory about how to discern the meaning of presidential directives Courts for their part have repeatedly assumed that presidential directives should be treated just like statutes But that cannot be right Theories of interpretation depend on both constitutional law and institutional setting For statutes the relevant …

The Role Of Previous Discourse In Identifying Public Textual Cyberbullying, Aurelia Power, Anthony Keane, Brian Nolan, Brian O'Neill

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In this paper we investigate the contribution of previous discourse in identifying elements that are key to detecting public textual cyberbullying. Based on the analysis of our dataset, we first discuss the missing cyberbullying elements and the grammatical structures representative of discourse-dependent cyberbullying discourse. Then we identify four types of discourse dependent cyberbullying constructions: (1) fully inferable constructions, (2) personal marker and cyberbullying link inferable constructions, (3) dysphemistic element and cyberbullying link inferable constructions, and (4) dysphemistic element inferable constructions. Finally, we formalise a framework to resolve the missing cyberbullying elements that proposes several resolution algorithms. The resolution algorithms target …

Disrupting Adhesion Contracts With #Metoo Innovators, Xuan-Thao Nguyen

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Adhesion contracts are everywhere. Take it or leave it, the dominant party holds the leverage while the weaker party adheres. Ninety percent of employment contracts contain mandatory arbitration clauses, and attempts to challenge arbitration requirements meet with judicial indifference or hostility. Ultimately, arbitration clauses eviscerate the employee's right to a jury trial and access to the court system in general. In recent years, employers in the tech sector have faced unexpected resistance from innovators. Just as innovators are known for disrupting old business models through technological innovations, #MeToo reformers are disrupting the seemingly insurmountable adhesion contract regime. They organize, protest, …

Peace And Subjectivity, Louis E. Wolcher

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So long as there is law there can be no universal human right to peace. This is because legalized violence, whether in threat or in deed, constitutes the very antithesis of peaceful relations from the point of view of those whom law represses. Law cannot define peace as the absence of all violence—and still less as the absence of all legalized suffering—without gainsaying justice, for as Pascal says, “Justice without might is helpless; might without justice is tyrannical.” Although legal outcomes, like falling boulders and pouncing lions, can always be imputed to historical causes, experience teaches that legal actors generally …

Regulating Bot Speech, Madeline Lamo, Ryan Calo

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We live in a world of artificial speakers with real impact. So-called “bots” foment political strife, skew online discourse, and manipulate the marketplace. Concerns over bot speech have led prominent figures in the world of technology to call for regulations in response to the unique threats bots pose. Recently, legislators have begun to heed these calls, drafting laws that would require online bots to clearly indicate that they are not human.

This work is the first to consider how efforts to regulate bots might run afoul of the First Amendment. At first blush, requiring a bot to self-disclose raises little …

Jurisliterature And Transgression, Peter Goodrich

Articles

The jurisliterary profession is the curious enterprise of writing, as a jurist, about law. Many seek to escape into literature, philosophy, critique, psychoanalysis, the couch, but then, in the main, they have abandoned law. Those that persist, who remain jurists, have the propensity to transgress the boundaries of the juridical, the strictures of abstraction and disembodiment, so as to generate accounts of legal sensibility, so as to manifest the polyglottal and visceral potential of transforming the juridical bubble into that most ethical of realms, the poetics of desire. Jurisliterary transgression, at its strongest, returns the materiality of imagination to the …

Re-Assessing The Place Of The “Silent Period” In The Development Of English As An Additional Language Among Children In Early Years Settings, Ruth Harris

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This paper explores the acceptance of a “silent period” as a stage in second language development for children acquiring English as an Additional Language in Early Years settings. Current views suggest that it is normal for children to very quickly stop using their mother tongue and enter a period of silence. A positive perspective on this is that children may be using this time to observe and grow in understanding of the second language. However, there may also be negative effects, as children may become withdrawn and miss out on opportunities to develop relationships and language. It is the argument …

Cooking A Corporation Tax Controversy: Apple, Ireland And The Eu., Ciara Graham, Brendan O'Rourke

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Given the centrality of corporations in distribution of income and wealth studies, discursive constructions of corporate taxation are essential to understanding the production of inequality. The focus of this study is an interview with Apple’s Chief Executive Tim Cook on the Irish state broadcaster, Raidió Teilifís Éireann’s (RTÉ) flagship news programme, Morning Ireland, following the ruling by the European Commission (EC) on the corporation tax arrangements between Apple Inc. and Ireland. Drawing on a Critical Discourse Analysis (CDA) approach, a frame analysis is provided. The significance and extent of the EC’s ruling has potential implications for corporation taxation policy, within …

Calculating Restaurant Failure Rates Using Longitudinal Census Data, J. J. Healy, Máirtín Mac Con Iomaire

Articles

Failure rates in the restaurant industry are popularly perceived to be far higher than they actually are. This paper calculates failure rates in the Irish Food and Drinks Sector (IFDS), for the first time, using longitudinal census data from the Central Statistics Office (CSO) in Ireland, which follows the European statistical classification of economic activity (NACE). The results are compared with previously published literature on restaurant failure rates in the United States of America. This study also compares IFDS failure rates with other industry sectors in Ireland (construction, manufacturing). Drawing on Stinchcombe’s ’liability of newness’ theory, the informal fallacies theory …

Ex-Post Service Contract Performance Management, Brian Forbes, Malcolm Brady

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This paper highlights how contract incompleteness can threaten the performance of public procurement facilities management contracts during their implementation stages, based on a multiple case study comprising five public procurement services contracts. The paper takes a principle-agent view and with the unit of analysis being the contract itself. The paper shows that contract contingencies are almost inevitable and may stem from the written contract or from the participating organisations. Written and unwritten contract management mechanisms were used in practice to deal with contingencies as they arose in the services case studies examined. The paper found that written contracts do not …

Expanding University Entrepreneurial Ecosystems To Under-Represented Communities, Emma O'Brien, Thomas M. Cooney, Per Blenker

Articles

Purpose – Entrepreneurship education has moved from an elitist view focussing on a start-up and picking-the-winners philosophy towards a broader enterprising behaviour approach; recognising entrepreneurship as an activity of relevance for everybody. The purpose of this paper is to extend this development and identify how university entrepreneurial ecosystems can be expanded to support communities that are under-represented in entrepreneurship.

Design/methodology/approach – Based on an integrative literature review (Torraco, 2005), this paper draws together and synthesises literature from the field of entrepreneurship, higher education studies and under-represented communities in an integrated fashion, leading to the development of a new conceptual model. …

Bigger Versus Similar: Selecting A Background Corpus For First Story Detection Based On Distributional Similarity, Fei Wang, Robert J. Ross, John D. Kelleher

Articles

The current state of the art for First Story Detection (FSD) are nearest neighbourbased models with traditional term vector representations; however, one challenge faced by FSD models is that the document representation is usually defined by the vocabulary and term frequency from a background corpus. Consequently, the ideal background corpus should arguably be both large-scale to ensure adequate term coverage, and similar to the target domain in terms of the language distribution. However, given these two factors cannot always be mutually satisfied, in this paper we examine whether the distributional similarity of common terms is more important than the scale …

Large-Scale Green Supplier Selection Approach Under A Q-Rung Interval-Valued Orthopair Fuzzy Environment, Limei Liu, Wenzhi Cao, Biao Shi, Ming Tang

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As enterprises pay more and more attention to environmental issues, the green supply chain management (GSCM) mode has been extensively utilized to guarantee profit and sustainable development. Greensupplierselection(GSS),whichisakeysegmentofGSCM,hasbeeninvestigated to put forward plenty of GSS approaches.

Languages For Different Health Information Readers: Multitrait-Multimethod Content Analysis Of Cochrane Systematic Reviews Textual Summary Formats, Jasna Karačić, Pierpaolo Dondio, Ivan Buljan, Darko Hren, Ana Marušić

Articles

Background: Although subjective expressions and linguistic fluency have been shown as important factors in processing and interpreting textual facts, analyses of these traits in textual health information for different audiences are lacking. We analyzed the readability and linguistic psychological and emotional characteristics of different textual summary formats of Cochrane systematic reviews. Methods: We performed a multitrait-multimethod cross-sectional study of Press releases available at Cochrane web site (n= 162) and corresponding Scientific abstracts (n= 158), Cochrane Clinical Answers (n= 35) and Plain language summaries in English (n= 156), French (n= 101), German (n= 41) and Croatian (n=156). We used SMOG index …

On The Exactitude Of Big Data: La Bêtise And Artificial Intelligence, Noel Fitzpatrick, John D. Kelleher

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This article revisits the question of ‘la bêtise’ or stupidity in the era of Artificial Intelligence driven by Big Data, it extends on the questions posed by Gille Deleuze and more recently by Bernard Stiegler. However, the framework for revisiting the question of la bêtise will be through the lens of contemporary computer science, in particular the development of data science as a mode of analysis, sometimes, misinterpreted as a mode of intelligence. In particular, this article will argue that with the advent of forms of hype (sometimes referred to as the hype cycle) in relation to big data and …

Arguing With Friends, William Baude, Ryan D. Doerfler

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No abstract provided.

Compelled Subsidies And The First Amendment, William Baude, Eugene Volokh

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No abstract provided.

Divine Justice And The Library Of Babel: Or, Was Al Capone Really Punished For Tax Evasion?, Gabriel Mendlow

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A criminal defendant enjoys an array of legal rights. These include the right not to be punished for an offense unless charged, tried, and proved guilty beyond a reasonable doubt; the right not to be punished disproportionately; and the right not to be punished for the same offense more than once. I contend that the design of our criminal legal system imperils these rights in ways few observers appreciate. Because criminal codes describe misconduct imprecisely and prohibit more misconduct than any legislature actually aspires to punish, prosecutors decide which violations of the code merit punishment, and judges decide how much …

The Rule Of Three, Patrick Barry

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Judges use the Rule of Three. Practitioners use the Rule of Three. And so do all manner of legal academics. Yet although many people seem to have an intuitive feel for how useful this rhetorical move is, no extended explanation of its mechanics and variety of forms exists. This essay offers that explanation. It begins with an introduction to the more straightforward form of the rule of three, which simply involves arranging information not in twos or fours or any other set of numbers-but rather in the trusty, melodic structure of threes. It then moves on to a closer look …

Implicit Bias's Failure, Samuel Bagenstos

Articles

The 2016 presidential election was a coming-out party of sorts for the concept of implicit bias-and not necessarily in a good way. In answering a question about race relations and the police during the vice-presidential debate, Mike Pence introduced the topic. Offering his explanation for why the Fraternal Order of Police had endorsed the Trump-Pence ticket, Pence said:

A New Approach To Executory Contracts, John A.E. Pottow

Articles

This Article will proceed as follows. First, it will offer an abbreviated explanation of the treatment of executory contracts under the Code, chronicling the development of the concept of executoriness and the subsequent challenges of its effects. Second, it will explain a new approach that embraces and makes its peace with executoriness by focusing on the proper treatment of non-executory contracts. Third, it will address some of the anticipated counterarguments to the new approach. Finally, it will offer a quick road test to demonstrate how the new approach would have more easily resolved a major litigated precedent in this field.

The Self And Other: Portraying Israeli And Palestinian Identities On Twitter, Jason Deegan, John Hogan, Sharon Feeney, Brendan Orourke

Articles

The conflict between Israel and Palestine has lasted over half a century, with both sides enduring military and political turmoil. This paper explores how Twitter is being used as a medium to portray identities in the conflict. We examine the tweets contained in the @IDFspokesperson and @ISMPalestine Twitter accounts between late 2015 and early 2016. Using textual analysis, we gain an insight into how these Twitter accounts, defined by the conflict, are used in portraying the self and the other.

Towards A Digital Earth: Using Archetypes To Enable Knowledge Interoperability Within Geo-Observational Sensor Systems Design, Paul Stacey, Damon Berry

Articles

Earth System Science (ESS) observational data are often inadequately semantically enriched by geo-observational information systems in order to capture the true meaning of the associated data sets. Data models underpinning these information systems are often too rigid in their data representation to allow for the ever-changing and evolving nature of ESS domain concepts. This impoverished approach to observational data representation reduces the ability of multi-disciplinary practitioners to share information in a computable way.

Object oriented techniques typically employed to model data in a complex domain (with evolving domain concepts) can unnecessarily exclude domain specialists from the design process, invariably leading …

Interculturalism In Higher Education In Ireland: An Analysis From A Strategy, Policy And Practice Perspective, Brid Ni Chonaill

Articles

Education is instrumental in preparing students to participate in increasingly diverse Irish, European and global societies, with higher education having a part to play in the process. Issues around migration and cultural diversity have gained less attention in the higher education sector in Ireland than at primary and post primary level with a few notable exceptions. Higher education is regarded as having a “critical role” to play in terms of “enriching Ireland’s cultural life, nurturing our understanding of our own national identity and that of other cultures and belief systems” [1]. Influenced by developments at European Union level, the approach …

Interactions For Language Learning In And Around Virtual World, Ciara R. Wigham, Luisa Panichi, Susanna Nocchi, Randall Sandler

Articles

“… the new forms of interaction made possible by virtual worlds remain, to a significant degree, unexplored.” (Peterson, 2011: 78) “… immersion and interaction are necessary conditions of worldhood. Without them, virtual worlds would not be worlds at all.” (Zabel, 2014: 417) Since the mid-1990s, the pedagogical opportunities offered by three-dimensional (3D) virtual worlds (VWs) have generated a considerable amount of interest and dialogue among educators and educational researchers across a variety of disciplines. The potential of VWs for language learning and teaching did not go unnoticed by the CALL community: language educators and researchers began to explore and to …

Muddy Waters: Refining The Way Forward For The “Sustainability Science” Of Socio-Hydrogeology, Paul Hynds, Shane Regan, Luisa Andrade, Simon Mooney, Kevin O'Malley, Stephanie Dipelino, Jean O'Dwyer

Articles

The trouble with groundwater is that despite its critical importance to global water supplies, it frequently attracts insufficient management attention relative to more visible surface water sources, irrespective of regional climate, socioeconomic profile, and regulatory environment. To this end, the recently defined sub-discipline of "socio-hydrogeology", an extension of socio-hydrology, seeks to translate and exchange knowledge with and between non-expert end-users, in addition to involving non-expert opinion and experience in hydrogeological investigations, thus emphasising a "bottom-up" methodology. It is widely acknowledged that issues pertaining to groundwater quality, groundwater quantity, climate change, and a poor general awareness and understanding of groundwater occurrence …

Country Specific Investments And The Rights Of Non-Citizens, Adam S. Chilton, Eric A. Posner

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No abstract provided.