Джошуа

Many statistical translation models can be regarded as weighted logical deduction. Under this paradigm, we use weights from the expectation semiring (Eisner, 2002), to compute first-order statistics (e.g., the ex- …...

We describe Joshua, an open source toolkit for statistical machine transla- tion. Joshua implements all of the algo- rithms required for synchronous context free grammars (SCFGs): chart-parsing, n- gram language …...

A principal weakness of conventional (i.e., non-hierarchical) phrase-based statistical machine translation is that it can only exploit continuous phrases. In this paper, we extend phrase-based decoding to allow both source …...

We describe the progress we have made in the past year on Joshua (Li et al., 2009a), an open source toolkit for parsing based machine translation. The new functional- ity …...

Many machine translation evaluation met- rics have been proposed after the seminal BLEU metric, and many among them have been found to consistently outperform BLEU, demonstrated by their better correlations …...

We present progress on Joshua, an open- source decoder for hierarchical and syntax- based machine translation. The main fo- cus is describing Thrax, a flexible, open source synchronous context-free grammar …...

We present KenLM, a library that imple- ments two data structures for efficient lan- guage model queries, reducing both time and memory costs. The PROBING data structure uses linear probing …...