5 papers
THEaiTRE 1.0: Interactive generation of theatre play scripts
Rudolf Rosa, Tomáš Musil, Ondřej Dušek +13
We present the first version of a system for interactive generation of theatre play scripts. The system is based on a vanilla GPT-2 model with several adjustments, targeting specif…
Semantic Holism and Word Representations in Artificial Neural Networks
Tomáš Musil
Artificial neural networks are a state-of-the-art solution for many problems in natural language processing. What can we learn about language and meaning from the way artificial ne…
A Test Suite and Manual Evaluation of Document-Level NMT at WMT19
Kateřina Rysová, Magdaléna Rysová, Tomáš Musil +2
As the quality of machine translation rises and neural machine translation (NMT) is moving from sentence to document level translations, it is becoming increasingly difficult to ev…
Derivational Morphological Relations in Word Embeddings
Tomáš Musil, Jonáš Vidra, David Mareček
Derivation is a type of a word-formation process which creates new words from existing ones by adding, changing or deleting affixes. In this paper, we explore the potential of word…
Examining Structure of Word Embeddings with PCA
Tomáš Musil
In this paper we compare structure of Czech word embeddings for English-Czech neural machine translation (NMT), word2vec and sentiment analysis. We show that although it is possibl…