10,574 research outputs found

    A Challenge Set Approach to Evaluating Machine Translation

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    Neural machine translation represents an exciting leap forward in translation quality. But what longstanding weaknesses does it resolve, and which remain? We address these questions with a challenge set approach to translation evaluation and error analysis. A challenge set consists of a small set of sentences, each hand-designed to probe a system's capacity to bridge a particular structural divergence between languages. To exemplify this approach, we present an English-French challenge set, and use it to analyze phrase-based and neural systems. The resulting analysis provides not only a more fine-grained picture of the strengths of neural systems, but also insight into which linguistic phenomena remain out of reach.Comment: EMNLP 2017. 28 pages, including appendix. Machine readable data included in a separate file. This version corrects typos in the challenge se

    Computational and Robotic Models of Early Language Development: A Review

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    We review computational and robotics models of early language learning and development. We first explain why and how these models are used to understand better how children learn language. We argue that they provide concrete theories of language learning as a complex dynamic system, complementing traditional methods in psychology and linguistics. We review different modeling formalisms, grounded in techniques from machine learning and artificial intelligence such as Bayesian and neural network approaches. We then discuss their role in understanding several key mechanisms of language development: cross-situational statistical learning, embodiment, situated social interaction, intrinsically motivated learning, and cultural evolution. We conclude by discussing future challenges for research, including modeling of large-scale empirical data about language acquisition in real-world environments. Keywords: Early language learning, Computational and robotic models, machine learning, development, embodiment, social interaction, intrinsic motivation, self-organization, dynamical systems, complexity.Comment: to appear in International Handbook on Language Development, ed. J. Horst and J. von Koss Torkildsen, Routledg

    Towards an Automatic Dictation System for Translators: the TransTalk Project

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    Professional translators often dictate their translations orally and have them typed afterwards. The TransTalk project aims at automating the second part of this process. Its originality as a dictation system lies in the fact that both the acoustic signal produced by the translator and the source text under translation are made available to the system. Probable translations of the source text can be predicted and these predictions used to help the speech recognition system in its lexical choices. We present the results of the first prototype, which show a marked improvement in the performance of the speech recognition task when translation predictions are taken into account.Comment: Published in proceedings of the International Conference on Spoken Language Processing (ICSLP) 94. 4 pages, uuencoded compressed latex source with 4 postscript figure

    Inflation and Unemployment in the U.S. and Canada: A Common Framework

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    This paper summarizes the results of our efforts to broaden the theory of the Phillips curve and to explain the joint evolution of inflation and unemployment in the United States and Canada since 1930.Phillips curve, unemployment, inflation

    Locally normal subgroups of totally disconnected groups. Part II: Compactly generated simple groups

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    We use the structure lattice, introduced in Part I, to undertake a systematic study of the class S\mathscr S consisting of compactly generated, topologically simple, totally disconnected locally compact groups that are non-discrete. Given G∈SG \in \mathscr S, we show that compact open subgroups of GG involve finitely many isomorphism types of composition factors, and do not have any soluble normal subgroup other than the trivial one. By results of Part I, this implies that the centraliser lattice and local decomposition lattice of GG are Boolean algebras. We show that the GG-action on the Stone space of those Boolean algebras is minimal, strongly proximal, and micro-supported. Building upon those results, we obtain partial answers to the following key problems: Are all groups in S\mathscr S abstractly simple? Can a group in S\mathscr S be amenable? Can a group in S\mathscr S be such that the contraction groups of all of its elements are trivial?Comment: 82 page

    Limits of contraction groups and the Tits core

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    The Tits core G^+ of a totally disconnected locally compact group G is defined as the abstract subgroup generated by the closures of the contraction groups of all its elements. We show that a dense subgroup is normalised by the Tits core if and only if it contains it. It follows that every dense subnormal subgroup contains the Tits core. In particular, if G is topologically simple, then the Tits core is abstractly simple, and if G^+ is non-trivial then it is the unique minimal dense normal subgroup. The proofs are based on the fact, of independent interest, that the map which associates to an element the closure of its contraction group is continuous.Comment: 11 page

    Le temps géographique

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    Le temps gĂ©ographique perçu et vĂ©cu, peut ĂȘtre actif ou ressenti. Actif puisqu'il impose les rythmes de la vie rurale, agricole ou artisanale, par des saisons Ă  caractĂšres variables selon les types de climats. Ce temps, au rythme cosmique, est diffĂ©rent du temps vĂ©cu, conventionnel et « monnayable ». Il aiguille l'activitĂ© urbaine et industrielle, presque indiffĂ©rente aux rythmes saisonniers. La semaine n'a plus que cinq jours, tandis que l'annĂ©e active est amputĂ©e de pĂ©riodes d'inactivitĂ©s improductives.Enfin, le temps maĂźtre de la vie : temps de formation, temps d'activitĂ©, temps de retraite.Ainsi le temps gĂ©ographique rĂ©vĂšle ses diffĂ©rentes facettes, selon l'angle sous lequel nous le considĂ©rons.Geographic time imposes its own rhythms on rural, agricultural and artisanal life by the varying climatic conditions of its seasons. Such « cosmic » time differs from conventional and commercial time, which rules urban and industrial activities and which depends almost not at all on seasonal variations. The work week is now only five days long, and the year is broken by many periods of unproductive inactivity. Finally, time, with its stages of training, activity and retirement, is the master of life
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