Abstract: Methods and systems for unsupervised training for a neural multilingual sequence-to-sequence (seq2seq) model. Denoising adapters for each of one or more languages is inserted into an encoder and/or a decoder of the seq2seq model. Parameters of the one or more denoising adapters are trained on a language-specific denoising task using monolingual text for each of the one or more languages. Cross-attention weights of the seq2seq model with the trained denoising adapter layers are fine-tuned on a translation task in at least one of the one or more languages with parallel data.

Abstract: A mobile studio and a method for using the mobile studio are disclosed. The mobile studio is provided with lower and upper frameworks. A lower framework includes a planar upper-tier frame and a planar lower-tier frame, the planar upper-tier frame has a connecting tab to secure the mobile studio to a vehicle. An upper framework is secured to the lower framework. The upper framework supports at least a production area. Preferably, the upper framework supports a storage area including a rack assembly. Preferably, the rack assembly faces a rear door, at least part of the rack assembly having a sound insulating material. The method for using the mobile studio is provided with securing a bracket onto the chassis of the vehicle, loading the mobile studio onto the bracket, and securing the mobile studio to the vehicle using the connecting tab.

Abstract: A mobile studio and a method for using the mobile studio are disclosed. The mobile studio is provided with lower and upper frameworks. A lower framework includes a planar upper-tier frame and a planar lower-tier frame, the planar upper-tier frame has a connecting tab to secure the mobile studio to a vehicle. An upper framework is secured to the lower framework. The upper framework supports at least a production area. Preferably, the upper framework supports a storage area including a rack assembly. Preferably, the rack assembly faces a rear door, at least part of the rack assembly having a sound insulating material. The method for using the mobile studio is provided with securing a bracket onto the chassis of the vehicle, loading the mobile studio onto the bracket, and securing the mobile studio to the vehicle using the connecting tab.