Roberto Navigli
Roberto Navigli wrote 5 of the papers Mova reads, in 2017–2024, most of them on Word sense disambiguation, Semantic role labeling, Machine translation; often with Simone Conia, Alessandro Raganato, Andrea Di Fabio.
OpenAlex · ORCID · h-index 61 · 19197 citations · 555 works — openalex, 2026-10-18
Topics: Word sense disambiguation 2 · Semantic role labeling 2 · Machine translation 1
Papers
- Beyond Correlation: Interpretable Evaluation of Machine Translation Metrics (2024)
Correlation with human judgement says little about what a metric score means. The paper evaluates metrics in two proxy scenarios: as binary classifiers for data filtering (good against bad, and perfect against other, labelled from WMT23 MQM with cut-offs set by MQM error weights), and as re-rankers, where the… - Exploring Non-Verbal Predicates in Semantic Role Labeling: Challenges and Opportunities (2023)
Most SRL research and benchmarks assume that predicates are verbs. The authors test a state-of-the-art PropBank system (CN-22) trained on OntoNotes. Its argument F1 falls from 84.7 on verbs to 16.4 on nouns, and a noun-trained model falls from 72.8 to 11.2 on verbs, so it does not transfer knowledge across predicate… - Generationary or «How We Went beyond Word Sense Inventories and Learned to Gloss» (2020)
The paper replaces the choice from a sense inventory with generation of a definition for a word in its context. - VerbAtlas: a Novel Large-Scale Verbal Semantic Resource and Its Application to Semantic Role Labeling (2019)
VerbAtlas clusters all 13,767 WordNet verb synsets by hand into 466 frames (EAT, KILL, GIVE, …; about 30 synsets each), each with one prototypical argument structure over 25 cross-frame roles taken from VerbNet (14 rare VerbNet roles merged into coarser ones, e.g. - Word Sense Disambiguation: A Unified Evaluation Framework and Empirical Comparison (2017)
Results for all-words word sense disambiguation (WSD) are hard to compare, because the datasets, sense-inventory versions and preprocessing differ.
Co-authors (11)
- Simone Conia ×2
- Alessandro Raganato
- Andrea Di Fabio
- Edoardo Barba
- Jose Camacho-Collados
- Lorenzo Proietti
- Marco Maru
- Michele Bevilacqua
- Pere-Lluís Huguet Cabot
- Riccardo Orlando
- Stefano Perrella
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