A
system (100) for context-sensitive
language translation, comprising: an input interface module (102) configured to allow the user to input text for
language translation, wherein the input interface module (102) includes an interface that allows the user to input text and select the language for translation; a
context processing module (104) connected to the input interface module (102) and configured to enable context-dependent extraction of information from the provided input text, wherein the
context processing module (104) comprises the following: an input
processing module (106) configured to decompose the input text into tokens and identify context-sensitive segments; and a context extraction module (108) connected to the input
processing module (106), wherein the context extraction unit (108) comprises an extraction processor configured to generate context vectors from source input text; a translation
processing unit (110) comprising a
machine learning-based processor configured to translate the provided input text, wherein the translation processing unit comprises: an attention mechanism (112) configured to select words based on their relevance to the context; and a translation generation module (114) configured to generate translations using a neural network that incorporates the attention-weighted context vectors; a post-processing unit (116) connected to the translation processing unit (110) and configured to refine the translated output to ensure fluency and coherence, refining the translation grammar, ensuring
semantic consistency, validating contextual appropriateness, and generating a fluency
score; and an output module (118) connected to the post-processing unit (116) and comprising a display with an output interface on which the input text and the translated output text are displayed to the user.