Multilingual_Settings
Related Papers
INMIGRA3: building a case for NGOs and NMT
AbstractINMIGRA3 is a three-year project that builds on the work of two previous initi-atives: INMIGRA2-CM and CRISIS-MT . Together, they address the specific needs of NGOs in multilingual settings with …...
Leveraging Contextual Embeddings for Detecting Diachronic Semantic Shift
AbstractWe propose a new method that leverages contextual embeddings for the task of diachronic semantic shift detection by generating time specific word representations from BERT embeddings. The results of our …...
WikiUMLS: Aligning UMLS to Wikipedia via Cross-lingual Neural Ranking
AbstractWe present our work on aligning the Unified Medical Language System (UMLS) to Wikipedia, to facilitate manual alignment of the two resources. We propose a cross-lingual neural reranking model to …...
Prediction or Comparison: Toward Interpretable Qualitative Reasoning
Modern task-oriented semantic parsing ap- proaches typically use seq2seq transformers to map textual utterances to semantic frames comprised of intents and slots. While these models are empirically strong, their specific …...
Efficient Multilingual Multi-modal Pre-training through Triple Contrastive Loss
AbstractLearning visual and textual representations in the shared space from web-scale image-text pairs improves the performance of diverse vision-and-language tasks, as well as modality-specific tasks. Many attempts in this framework …...
Transforming Sequence Tagging Into A Seq2Seq Task
AbstractPretrained, large, generative language models (LMs) have had great success in a wide range of sequence tagging and structured prediction tasks. Casting a sequence tagging task as a Seq2Seq one …...