WebJul 20, 2024 · Context-aware Machine Translation Context-aware machine translation aims to incorporate the source or target context to help translation. Previous works [24,11,31,9,5, 30, 17,29] have proven the ... WebMay 21, 2024 · Introduction. One of the next frontiers for Neural Machine Translation (NMT) is moving beyond the sentence-by-sentence translation that currently is the norm, to a context-aware, document level translation. Including extra-sentential context means that discourse elements (such as expressions referring back to previously-mentioned …
Improving Context-Aware Neural Machine Translation with …
Web2.3. Context-Aware NMT The context-aware MT models focus on contextual information in the surrounding text [27] and either the context of the source or the target sentence can be considered. Ex- ploiting the source side of contexts usually implements an additional encoder to represent the multiple contextual sentences efficiently [6,28,29]. WebMar 28, 2024 · As such, one application of context-aware Neural MT is document-level translation, a topic which we covered in Issue #15. We saw approaches taking several previous sentences into account when translating the source sentence. This context was modelled in a cache or as an additional neural network: an encoder or an attention network. illnesses that cause hallucinations
Data augmentation using back-translation for context-aware …
WebOct 31, 2024 · Context-aware or contextualized modeling is an alternative to global modeling that consists of three stages: (1) a set of training contexts are identified; (2) models are trained on a per-context ... WebMay 9, 2024 · Weisong Sun, Chunrong Fang, Yuchen Chen, Guanhong Tao, Tingxu Han, Quanjun Zhang. Track. ICSE 2024 Technical Track. When. Mon 9 May 2024 20:25 - 20:30 at ICSE room 4 - Search-Based Software Engineering 2 Chair (s): Ali Ouni. Tue 10 May 2024 05:25 - 05:30 at ICSE room 2 - Search-Based Software Engineering 1 Chair (s): … WebFeb 16, 2024 · Code Search based on Context-aware Code Translation. Code search is a widely used technique by developers during software development. It provides … illnesses that cause deafness