Mova · papers by stage

and back, byte for byte

Giving the text back exactly: round trips and converters between dialects of UD. The 2 works of Mova's own list that this stage uses; measured marks a work whose effect Mova measured in its own experiments (0 here). Each title opens our card: the summary, how Mova uses the work, its references and who cites it. What the stage does is on Mova's pipeline page; every stage is on the main list.

• All Roads Lead to UD: Converting Stanford and Penn Parses to English Universal Dependencies with Multilayer Annotations
  Siyao Peng, Amir Zeldes · 2018

  What Mova took: en/seeds/errors/coordination-structure.md — cited for the observation that moving cc onto the following conjunct is the main source of non-projectivity in GUM after conversion; the seed's rules check that conj points…

• Pre-annotation Matters: A Comparative Study on POS and Dependency Annotation for an Alsatian Dialect
  Delphine Bernhard, Nathanaël Beiner, Barbara Hoff · 2025

  What Mova took: en/seeds/errors/llm-annotator-failure-modes.md: a seed card listing typical failure modes of LLM-based UD annotators; this paper supplies the first two — "tags are better than trees"…