In this paper we proposed a ?-machine learning approach to correct general many-body force fields. We illustrate by adding 4-body correction the MB-pol water potential bring it higher level of accuracy.

This paper describes baseline systems for Finnish-English and English-Finnish machine translation using standard phrasebased and factored models including morphological features. We experiment with compound splitting and morphological segmentation and study the effect of adding noisy out-of-domain data to the parallel and the monolingual training data. Our results stress the importance of train...

This article describes the Aalto University entry to the English-to-Finnish news translation shared task in WMT 2017. Our system is an open vocabulary neural machine translation (NMT) system, adapted to the needs of a morphologically complex target language. The main contributions of this paper are 1) implicitly incorporating morphological information to NMT through multi-task learning, 2) addi...

This paper describes a method of evaluating quality for developers of machine translation systems to easily check imperfections in their own systems. This evaluation method is a systematic, objective method along with test example sets in which we clarified the evaluation procedure by adding yes/no questions and explanations to the example sentences for evaluation. In March 1995, our two test-s...

The SRI team joined the subtask of Chinese-English Patent machine translation evaluation, and submitted the translation results using a combined output from two types of grammars supported in SRInterp [13], with two different word segmentations. We investigated the effect of adding sparse features, together with several optimization strategies. Also,for the PatentMT domain, we carried out preli...

Several techniques have been proposed for adding persistence to the Java language environment. This paper describes a system we call icee that works by checkpointing the Java Virtual Machine. We compare the scheme to other persistent Java techniques. Checkpointing offers two unique advantages: first, the implementation is independent of the JVM implementation, and therefore survives JVM updates...