LASER

  • Massively Multilingual Sentence Embeddings for Zero-Shot Cross-Lingual Transfer and Beyond
  • joint multilingual sentence representations
  • LASER
  • Language-Agnostic SEntence Representations
  • 93 languages, belonging to more than 30 different families and written in 28 different scripts
  • universal language agnostic sentence embeddings
  • train a single encoder to handle multiple languages, so that semantically similar sentences in different languages are close in the Embedding space
  • single BiLSTM encoder with a shared BPE vocabulary for all languages
  • coupled with an auxiliary decoder and trained on publicly available parallel corpora
  • learn a classifier on top of the resulting embeddings using English annotated data only, and transfer it to any of the 93 languages without any modification
  • XNLI
  • MLDoc
  • BUCC
  • test set of aligned sentences in 112 languages

Laser

  • Acronym for Light Amplification by Stimulated Emission of Radiation. A device that produces a coherent monochromatic beam of light which is extremely narrow and focused but still within the visible light spectrum. This is commonly used as a non-Contact Sensor for robots. Robotic applications include: distance finding, identifying accurate locations, surface mapping, bar code scanning, cutting, welding etc.