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In explaining the reasons for sustained existence of tolerance in Indian philosophical mind and continuation of tolerant practices in socio-political life, Amartya Sen argues that tolerance is inherently a social enterprise, which may appear as contingent, but for all intents and purposes is persistent. Basing his thesis that is opposed to Cartesian dualism, which makes a distinction between mind and body, Sen submits that Indian system of universalizing perception finds a subtle form of connection between mind and body. He expands the ancient core worldview, Vasundhara kutumbakam as a secular tolerant civil code,1which makes a connection between the transcendental and the pragmatic planes of consciousness, and reconstructs a thesis about tolerance around human consciousness, which is collectivized and anchored in an acknowledged public space in society that is joined together psychologically as well as philosophically. Tolerance as consciousness can be regarded a necessary condition for playing the role of intentionality as stipulated by classical philosophy. Aware of this ancient wisdom that accepts relativism as an impasse over some evaluative matter, Sen avoids the pitfalls of cultural relativism in tolerance by offering an argument that is based on the metaphysics of Advaita Vedanta and other religious and secular literature, and epitomizes an internationalizing virtue in tolerant traditions. I would examine some interconnected issues, such as the ethical “perimeter” of Sen’s philosophical observation of totalized value system and Indian tolerant attitudes in real life, etc., raising the broader question about the location of cultural identity in relation to supranational state organization. My chief argument is that Sen has been able to observe a connection between the Advaita Vedantic moral philosophy that informs that viewed from the Brahmanic perspective of absolute knowledge in unity, the apparent subject of duality is not the ultimate subject. My conclusion is that valuing of tolerance, individual liberty as well as civil rights is a particular contribution of Western thinking and philosophy; the Western advocates of these rights often provide ammunition to the non-Western critics of tolerance and human rights.

In lieu of an abstract, here is a brief excerpt of the content:Reviewed by:Advaita Epistemology and Metaphysics: An Outline of Indian Non-RealismS. R. SahaAdvaita Epistemology and Metaphysics: An Outline of Indian Non-Realism. By Chakravarthi Ram-Prasad. London: RoutledgeCurzon, 2002. Pp. xii + 274. Hardcover $75.00.Chakrabarthi Ram-Prasad deserves praise for Advaita Epistemology and Metaphysics: An Outline of Indian Non-Realism, a book on the core area of Advaita Vedānta philosophy, written in an analytical and comparative style, choosing contemporary Western philosophy as his canvas. George Thibaut's translations of Vedānta commentaries were supplemented by the writings of Sarvepalli Radhakrishnan and others, who followed the style of history of philosophy in their works. But the brand of Western philosophy that served as the background for them was perhaps limited to Hegelian and Neo-Hegelian philosophy. Many later philosophers, notably Krish-nachandra Bhattacharya, Rashbihary Das, G. R. Malkani, T.R.V. Murti, and T.M.P. Mahadevan, followed an interpretive style in their writings on Vedānta, mostly confining themselves to systems of Indian philosophy. After India achieved independence, a new era began for analytical research in Indian philosophy, led by Daniel Ingalls, J. N. Mohanty, Bimal Krishna Matilal, and Arindam Chakrabarti, although their work is mostly confined to Nyāya, Buddhism, and Vedānta. Following their model many others in India and abroad have been doing important work mainly in the areas of Nyāya and Buddhism but rarely in Vedānta. The credit goes to Chakra-barthi Ram-Prasad to have been able to produce a full-length book on Advaita Vedānta written in a thoroughly analytical style that transcends geographical barriers in philosophy.The book contains an Introduction and four sections. In the Introduction we get an idea of the project Ram-Prasad has undertaken. By "Advaita" he means the philosophy that Ś an.kara argues for in his commentaries on various Upaniṣads and on Bādarāyaṇa's Vedāntasūtras. It is not Ram-Prasad's aim to give an exposition of this philosophy in the style of historicist-philological exegesis, but rather to give an innovative reconstruction of Advaita on the basis of the views of three philosophers of the school interpreted in the light of the views of prominent philosophers of the West, although the book is firmly anchored in the Indian tradition. A distinction is made in Advaita between soteriology and philosophy. The Upaniṣads declare that brahman is the ultimate reality. Brahman is, however, identical with ātman, and ātman is again identical with ji¯va. That there is a self cannot be denied, for one who denies is the self itself. This self is undeniable because it is reflexive in nature. Self, understood in this sense, is identical with brahman. ji¯va, which is conceived as suffering consciousness, is only a particular exemplification of this brahman-ātman. Every ji¯va is thus individuated ātman. The goal of liberation for an individual is nothing other than the attainment of the de-individuated state. Not only ji¯va but also the [End Page 264] world, according to Advaita, is ultimately brahman, although the world is independent of ji¯va and its cognitional states. The de-individuation of ji¯va and the reducibility of the world to brahman do not get ready acceptance in human consciousness. On the matter of such a realization, s´ravaṇa or teachings from the texts stand in need of aid from manana or philosophical reflection. Ram-Prasad has argued for a philosophy of Advaita that is not incompatible with its soteriological goal, although his interest in developing this philosophy is autonomous in character.Ram-Prasad calls the brand of philosophy that he develops in this book "non-realism." It holds that the object of experience is not what it appears to be. The object appears in experience as an "other" to cognition. According to realism, the object is really so and is elementary to reality. But according to anti-realism the object is not elementary and is reducible to cognition and hence is only a construct. Advaita metaphysics is neither realistic nor anti-realistic. Ram-Prasad argues for this philosophical position on the basis of his interpretation of some leading philosophers of...

In this paper, we present a novel word clustering technique to capture contextual similarity among the words. Related word clustering techniques in the literature rely on the statistics of the words collected from a fixed and small word window. For example, the Brown clustering algorithm is based on bigram statistics of the words. However, in the sequential labeling tasks such as named entity recognition, longer context words also carry valuable information. To capture this longer context information, we propose a new word clustering algorithm, which uses parse information of the sentences and a nonfixed word window. This proposed clustering algorithm, named as variable window clustering, performs better than Brown clustering in our experiments. Additionally, to use two different clustering techniques simultaneously in a classifier, we propose a cluster merging technique that performs an output level merging of two sets of clusters. To test the effectiveness of the approaches, we use two different NER data sets, namely, Hindi and BioCreative II Gene Mention Recognition. A baseline NER system is developed using conditional random fields classifier, and then the clusters using individual techniques as well as the merged technique are incorporated to improve the classifier. Experimental results demonstrate that the cluster merging technique is quite promising.