EventNet-ITA: Italian Frame Parsing for Events
Not on the map. Why?
Abstract (arXiv)
This paper introduces EventNet-ITA, a large, multi-domain corpus annotated full-text with event frames for Italian. Moreover, we present and thoroughly evaluate an efficient multi-label sequence labeling approach for Frame Parsing. Covering a wide range of individual, social and historical phenomena, with more than 53,000 annotated sentences and over 200 modeled frames, EventNet-ITA constitutes the first systematic attempt to provide the Italian language with a publicly available resource for Frame Parsing of events, useful for a broad spectrum of research and application tasks. Our approach achieves a promising 0.9 strict F1-score for frame classification and 0.72 for frame element classification, on top of minimizing computational requirements. The annotated corpus and the frame parsing model are released under open license.
Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 12 of its 58 references that are in the map. First posted on arXiv 18 May 2023.
Builds on
12 of 58 references.
References · 12
- 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,204
- 2015Bidirectional LSTM-CRF Models for Sequence Taggingcited by 544
- 2016End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRFcited by 341
- 2021Structured Prediction as Translation between Augmented Natural Languagescited by 183
- 2021Text2Event: Controllable Sequence-to-Structure Generation for End-to-end Event Extractioncited by 129
- 2020Massive Choice, Ample Tasks (MaChAmp): A Toolkit for Multi-task Learning in NLPcited by 50
- 2018One for All: Neural Joint Modeling of Entities and Eventscited by 37
- 2017Frame-Semantic Parsing with Softmax-Margin Segmental RNNs and a Syntactic Scaffoldcited by 33
- 2018Syntactic Scaffolds for Semantic Structurescited by 27
- 2022SOCIOFILLMORE: A Tool for Discovering Perspectivescited by 5
- 2018Event Detection with Neural Networks: A Rigorous Empirical Evaluationcited by 3
- 2018Italian Event Detection Goes Deep Learningcited by 1
Built on by
Not cited yet.