Victor Herbst
2026
Evaluating the Impact of LLM-Assisted Annotation in a Perspectivized Setting: The Case of FrameNet Annotation
Frederico Belcavello | Ely E. Matos | Arthur Lorenzi | Lisandra Bonoto | Livia Pádua Ruiz | Luiz Fernando Pereira | Victor Herbst | Yulla Liquer Navarro | Helen de Andrade Abreu | Lívia Vicente Dutra | Tiago Timponi Torrent
Proceedings of the 22nd Joint ACL - ISO Workshop on Interoperable Semantic Annotation and Representation (ISA-22) @ LREC 2026
Frederico Belcavello | Ely E. Matos | Arthur Lorenzi | Lisandra Bonoto | Livia Pádua Ruiz | Luiz Fernando Pereira | Victor Herbst | Yulla Liquer Navarro | Helen de Andrade Abreu | Lívia Vicente Dutra | Tiago Timponi Torrent
Proceedings of the 22nd Joint ACL - ISO Workshop on Interoperable Semantic Annotation and Representation (ISA-22) @ LREC 2026
The use of LLM-based applications as a means to accelerate and/or substitute human labor in the creation of language resources and datasets is a reality. Nonetheless, despite the potential of such tools for linguistic research, an evaluation of their performance and impact on the creation of annotated datasets, especially under a perspectivized approach to NLP, is still missing. This paper contributes to the reduction of this gap by reporting on an extensive evaluation of the (semi-)automatization of FrameNet-like semantic annotation by the use of an LLM-based semantic role labeler. The methodology employed compares annotation time, coverage, and diversity in three experimental settings: manual, automatic, and semi-automatic annotation. Results show that the hybrid, semi-automatic annotation setting leads to increased frame diversity and similar annotation coverage, when compared to the human-only setting, while the automatic setting performs considerably worse in all metrics, except for annotation time, which remains similar.
2023
Building a Frame-Semantic Model of the Healthcare Domain: Towards the identification of gender-based violence in public health data
Livia Dutra | Arthur Lorenzi | Lorena Larre | Frederico Belcavello | Ely Matos | Amanda Pestana | Kenneth Brown | Mariana Gonalves | Victor Herbst | Sofia Reinach | Renato Teixeira | Pedro de Paula | Alessandra Pellini | Cibele Sequeira | Ester Sabino | Fabio Leal | Mônica Conde | Regina Grespan | Tiago Torrent
Proceedings of the 14th Brazilian Symposium in Information and Human Language Technology
Livia Dutra | Arthur Lorenzi | Lorena Larre | Frederico Belcavello | Ely Matos | Amanda Pestana | Kenneth Brown | Mariana Gonalves | Victor Herbst | Sofia Reinach | Renato Teixeira | Pedro de Paula | Alessandra Pellini | Cibele Sequeira | Ester Sabino | Fabio Leal | Mônica Conde | Regina Grespan | Tiago Torrent
Proceedings of the 14th Brazilian Symposium in Information and Human Language Technology
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Co-authors
- Frederico Belcavello 2
- Arthur Lorenzi 2
- Tiago Timponi Torrent 2
- Helen de Andrade Abreu 1
- Lisandra Bonoto 1
- Kenneth Brown 1
- Mônica Conde 1
- Lívia Dutra 1
- Lívia Vicente Dutra 1
- Mariana Gonalves 1
- Regina Grespan 1
- Lorena Larré 1
- Fabio Leal 1
- Ely E. Matos 1
- Ely Edison da Silva Matos 1
- Yulla Liquer Navarro 1
- Pedro de Paula 1
- Alessandra Pellini 1
- Luiz Fernando Pereira 1
- Amanda Pestana 1
- Sofia Reinach 1
- Lívia Pádua Ruiz 1
- Ester Sabino 1
- Cibele Sequeira 1
- Renato Teixeira 1