Introduction of deep neural networks to the machine translation research ameliorated conventional machine translation systems in multiple ways, specifically in terms of translation quality. The ability of deep neural networks to learn a sensible representation of words is one of the major reasons for this improvement. Despite machine translation using deep neural architecture is showing state-of-the-art results in translating European languages, we cannot directly apply these algorithms in Indian languages mainly because of two reasons: unavailability of the good corpus and (...) Indian languages are morphologically rich. In this paper, we propose a neural machine translation (NMT) system for four language pairs: English–Malayalam, English–Hindi, English–Tamil, and English–Punjabi. We also collected sentences from different sources and cleaned them to make four parallel corpora for each of the language pairs, and then used them to model the translation system. The encoder network in the NMT architecture was designed with long short-term memory (LSTM) networks and bi-directional recurrent neural networks (Bi-RNN). Evaluation of the obtained models was performed both automatically and manually. For automatic evaluation, the bilingual evaluation understudy (BLEU) score was used, and for manual evaluation, three metrics such as adequacy, fluency, and overall ranking were used. Analysis of the results showed the presence of lengthy sentences in English–Malayalam, and the English–Hindi corpus affected the translation. Attention mechanism was employed with a view to addressing the problem of translating lengthy sentences (sentences contain more than 50 words), and the system was able to perceive long-term contexts in the sentences. (shrink)

O termo "livre" nunca aparece, em Platão e Aristóteles, como relacionado com a condição moral do homem, pois possui um significado estritamente político. A noção de liberdade, referida ao âmbito da ética, é algo tardio no Ocidente, tendo surgido com o cristianismo. Embora esta noção esteja hoje laicizada, isto é, seja considerada quase que exclusivamente em sua dimensão horizontal, e não na vertical, enquanto relacionada a Deus, nem por isso se deve esquecer a contribuição fundamental de Agostinho na formulação deste (...) conceito. No presente texto toma-se como fonte de análise o diálogo De libero arbítrio. (shrink)

The use of single-use items is now ubiquitous in medical practice. Because of the high costs of these items, the practice of reusing them after sterilisation is also widespread especially in resource-poor economies. However, the ethics of reusing disposable items remain unclear. There are several analogous conditions, which could shed light on the ethics of reuse of disposables. These include the use of restored kidney transplantation and the use of generic drugs etc. The ethical issues include the question of patient (...) safety and the possibility of infection. It is also important to understand the role of informed consent before reuse of disposables. The widespread practice of reuse may bring down high healthcare costs and also reduce the huge amount of hospital waste that is generated. The reuse of disposables can be justified on various grounds including the safety and the cost effectiveness of this practice. (shrink)

Festschrift honoring P.F. Strawson; includes contributed articles on his contributions in logic and on logic.

Echoing bell hooks’s discussions on “black rage,” this article explores the politics of “Dalit rage” by juxtaposing some instances of projections of Dalits as an “angry,” “illiberal,” and “intolerant” constituency with examples of anger from Dalit literature. While these projections in “mainstream” media and caste Hindu–dominated civil society narratives often represent them as engulfed in the emotive states marked by anger, intolerance, and impatience, the instances from Dalit literature archive a “Dalit rage” that demands to be dissociated from the Nietzschean (...) category of ressentiment. Through B. R. Ambedkar’s readings of Nietzsche in Philosophy of Hinduism and Nietzsche’s readings of Manu’s Manavadharmashastra in Twilight of the Idols, this article draws a fine line of differentiation between Nietzsche’s contempt for ressentiment and Manu’s disdain for anger. “Dalit rage” occupies a distinctly different thymotic space and articulates a Dalit predicament that exploits rage as a marker of protest, resistance, and caste-ridden social conflicts. This article shows why we cannot bracket Nietzsche’s contempt for ressentiment with Manu’s demands of the sudras (and, in extension, other “lower castes”/Dalits) to be “meek” by exploring Manu’s perpetuation and legitimization of the varna order through a “morality of breeding” and Nietzsche’s more wholesale rejection of morality as he deems it a pia fraus (moral fraud). Thus this “Dalit rage” offers us a repository of the limits of a liberal democracy and enables an Ambedkarite reading of Nietzsche whose project of constructing ubermensch is markedly different from Manu’s “morality of taming” through a “morality of breeding.”. (shrink)

This comprehensive analysis dives deep into the intricate interplay between artificial intelligence (AI) and human agency, examining the remarkable capabilities and inherent limitations of large language models (LLMs) such as GPT-3 and ChatGPT. The paper traces the complex trajectory of AI's evolution, highlighting its operation based on statistical pattern recognition, devoid of self-consciousness or innate comprehension. As AI permeates multiple spheres of human life, it raises substantial ethical, legal, and societal concerns that demand immediate attention and deliberation. The metaphorical illustration (...) of humans as “shepherds” of AI, coupled with a thought-provoking examination of “agency without intelligence,” engenders deep reflections on the future of human-AI interplay and the associated philosophical, ethical, and practical ramifications. The paper further elucidates critical challenges associated with AI, such as ethical dilemmas, “agency without intelligence,” the role of human oversight, and the environmental impact of AI technologies. In the pursuit of solutions, the paper maps prospective directions, emphasizing the need for robust AI policies, improved AI literacy, sustainable AI practices, and a continued dialogue on the multifaceted issues surrounding AI. Through a holistic exploration of AI, this paper underlines the necessity for a multidisciplinary, collaborative approach to chart an ethical, beneficial, and sustainable AI future, enabling society to harness the potential of AI responsibly while mitigating the associated risks. (shrink)

On Buddhism, and on the life and philosophy of Gautama Buddha; includes contributed articles.

section 1. Reason, language, and the self -- section 2. Law, emergency, and exception -- section 3. Terrorism as a paradigm of (in)security -- section 4. Terrorism and the crisis of the political.

Martha C. Nussbaum, Not For Profit: Why Democracy Needs the Humanities, 2012, Princeton and Oxford, MA: Princeton University Press, pp. 184, $15, ISBN: 978-0-691-15448-0.

would suspect him of murdering them and would not spare him. So he too killed himself. Gods were very much disturbed by this sad incident and realized the ...

Optimization by definition is the action of making most effective or the best use of a resource or situation and that is required almost in every field of engineering. In this work, the optimization of Least Mean square (LMS) algorithm is carried out with the help of Particle Swarm Optimization (PSO) and Ant Colony Optimization (ACO). Efforts have been made to find out the advantages and disadvantages of combining gradient based (LMS) algorithm with Swarm Intelligence SI (ACO, PSO). This optimization (...) of LMS algorithm will help us in further extending the uses of adaptive filtering to the system having multi-model error surface that is still a gray area of adaptive filtering. Because the available version of LMS algorithm that plays an important role in adaptive filtering is a gradient based algorithm, that get stuck at the local minima of system with multi-model error surface considering it global minima, resulting in an non-optimized convergence. By virtue of the proposed method we have got a profound solution for the problem associated with system with multimodal error surface. The results depict significant improvements in the performance and displayed fast convergence rate, rather stucking at local minima. Both the SI techniques displayed their own advantage and can be separately combined with LMS algorithm for adaptive filtering. This optimization of LMS algorithm will further help to resolve serious interference and noise issues and holds a very important application in the field of biomedical science. (shrink)

In today’s age, we see the increasing influence of technology on people, which begs to raise the question: “Is society determined by technology?” Rising up within the constraints of each society, technology had its limitations, as it catered to the needs and interests of the masses. As society evolved, so did its requirements. We are at a stage where dependence on technology has gone through the roof with new innovations coming up in the sector, the rise of artificial intelligence, for (...) instance. Technology has replaced the concept of being a mere tool and is creating/demanding space of its own. With advancements in various fields like robotics which churn out machines that can mimic human behaviour and are equipped with anthropomorphic features, it has become rather difficult to view them as mere commodities waiting for one’s (human master’s) command. Keeping this in view, the paper primarily focuses on the relationship between society and technology, with special emphasis on artificial intelligence, through an analysis of the films Ra One (Bollywood), Android Kunjappan (Mollywood), and Ironman 3 (Hollywood). Secondarily, an experimental study was carried out to know the perception of the Engineering students, the future technologists, who are the stakeholders of the 21st-century technological world, with an aim to know their perception of technology and bring an awareness of the limitations of technology and its role in the creation of utopian and dystopian world. Finally, the paper examines the consequence of technological determinism and autonomy from a colonial perspective and intends to bring preparedness among the students to perceive technology conscious of its limitation and bring harmony between society and technology that leads towards building a utopian world. (shrink)

More organizations use AI in the hiring process than ever before, yet the perceived ethicality of such processes seems to be mixed. With such variation in our views of AI in hiring, we need to understand how these perceptions impact the organizations that use it. In two studies, we investigate how ethical perceptions of using AI in hiring are related to perceptions of organizational attractiveness and innovativeness. Our findings indicate that ethical perceptions of using AI in hiring are positively related (...) to perceptions of organizational attractiveness, both directly and indirectly via perceptions of organizational innovativeness, with variations depending on the type of hiring method used. For instance, we find that individuals who consider it ethical for organizations to use AI in ways often considered to be intrusive to privacy, such as analyzing social media content for traits and characteristics, view such organizations as both more innovative and attractive. Our findings trigger a timely discussion about the critical role of ethical perceptions of AI in hiring on organizational attractiveness and innovativeness. (shrink)

In recent years, images of climate catastrophe have become commonplace. However, Black visions of the confluence of the Anthropocene and the apocalypse have been largely ignored. As we argue in this article, Black social thought offers crucial resources for drawing out the implicit exclusions of dominant representations of climate breakdown and developing an alternative account of the planet’s future. By reading a range of critical race theorists, from Frederick Douglass and W. E. B. Du Bois to Octavia Butler and Ta-Nehisi (...) Coates, we propose a rethinking of the climate apocalypse. The African American theoretical and cultural tradition elaborates an image of the end of the world that emphasises the non-revelatory nature of climate catastrophe, warns against associating collapse with rebirth, and articulates a mode of maroon survivalism in which the apocalypse is an event to be endured and escaped rather than fatalistically expected or infinitely delayed. (shrink)

Quando os fatos já não se configuram como verificação do real, o discurso pode ganhar um estatuto ontológico independente. Esta horizontalidade entre o fato e o discurso não se dá a salvo de consequências, principalmente quando observada a interferência desse fenômeno em processos de tomada de decisão. É por essa razão que o presente artigo visa refletir sobre o problema da verdade em tempos de uma autonomia nos discursos. Guiando-se pela questão: “como podemos decidir se não sabemos, ao certo, acerca (...) de qual objeto está sendo decidido?”, nos valemos das leituras dos clássicos da filosofia para empreender uma discussão acerca do tema. (shrink)

(Report assembled for the Workshop of the AMIA Working Group on Formal Biomedical Knowledge Representation in connection with AMIA Symposium, Washington DC, 2005.) Best practices in ontology building for biomedicine have been frequently discussed in recent years. However there is a range of seemingly disparate views represented by experts in the field. These views not only reflect the different uses to which ontologies are put, but also the experiences and disciplinary background of these experts themselves. We asked six questions related (...) to biomedical ontologies to what we believe is a representative sample of ontologists in the biomedical field and came to a number conclusions which we believe can help provide an insight into the practical problems which ontology builders face today. (shrink)

Science, in particular physics, is a collective enterprise and is so because it is, itself, a fruit of the exquisitely social nature of human living. So it is inevitable to encounter ethical issues in the natural sciences, since the contest of differing interests and views is perennial in its practice, indeed essential to its momentum. The crucial ethical question always hangs in the air: How is the truth best served? In this paper we describe some ethical aspects of our own (...) discipline of science: their cultural context and the bounds which they delineate for themselves, sometimes in transgression. We argue that the minimalist ethic espoused in science, namely loyalty to truth, is a bellwether for the much wider, more problematic, and more vital consequences of ethics – and its failure – in human relationships at large. (shrink)

Recent work suggests that DNA replication origins are regulated by the number of multiple mini‐chromosome maintenance (MCM) complexes loaded. Origins are defined by the loading of MCM – the replicative helicase which initiates DNA replication and replication kinetics determined by origin's location and firing times. However, activation of MCM is heterogeneous; different origins firing at different times in different cells. Also, more MCMs are loaded in G1 than are used in S phase. These aspects of MCM biology are explained by (...) the observation that multiple MCMs are loaded at origins. Having more MCMs at early origins makes them more likely to fire, effecting differences in origin efficiency that define replication timing. Nonetheless, multiple MCM loading raises new questions, such as how they are loaded, where these MCMs reside at origins, and how their presence affects replication timing. In this review, we address these questions and discuss future avenues of research. (shrink)