In this task, you are given a part of an article. Your task is to generate headline (title) for this text. Preferred headlines are under fifteen words.

[Q]: The manuscript presents an experiment at implementation of a Machine Translation system in a MapReduce model. The empirical evaluation was done using fully implemented translation systems embedded into the MapReduce programming model. Two machine translation paradigms were studied: shallow transfer Rule Based Machine Translation and Statistical Machine Translation. The results show that the MapReduce model can be successfully used to increase the throughput of a machine translation system. Furthermore this method enhances the throughput of a machine translation system without decreasing the quality of the translation output. Thus, the present manuscript also represents a contribution to the seminal work in natural language processing, specifically Machine Translation. It first points toward the importance of the definition of the metric of throughput of translation system and, second, the applicability of the machine translation task to the MapReduce paradigm.
[A]: Increasing the throughput of machine translation systems using clouds


[Q]: In this paper, we address the problem of embedded feature selection for ranking on top of the list problems. We pose this problem as a regularized empirical risk minimization with p-norm push loss function (p = ∞) and sparsity inducing regularizers. We leverage the issues related to this challenging optimization problem by considering an alternating direction method of multipliers algorithm which is built upon proximal operators of the loss function and the regularizer. Our main technical contribution is thus to provide a numerical scheme for computing the infinite push loss function proximal operator. Experimental results on toy, DNA microarray and BCI problems show how our novel algorithm compares favorably to competitors for ranking on top while using fewer variables in the scoring function.
[A]: Sparse Support Vector Infinite Push


[Q]: L’articolo presenta un’introduzione all’Intelligenza Artificiale (IA) in forma divulgativa e informale ma precisa. L’articolo affronta prevalentemente gli aspetti informatici della disciplina, presentando varie tecniche usate nei sistemi di IA e dividendole in simboliche e subsimboliche. L’articolo si conclude presentando il dibattito in corso sull’IA e in particolare sui vantaggi e i pericoli che sono stati individuati, terminando con l’opinione dell’autore al riguardo.
[A]:
Introduzione all’Intelligenza Artificiale∗