Data · dataset · 2025
Automatic financial term extractor
Listed in e-cienciaDatos
The creation of this dataset is framed in the Spanish national project CLARA-FINT.
Description
The aim of this task within the project was to create an automatic financial term extractor for Spanish. In order to do so, the first step was to apply linguistic annotation on texts, namely annual reports from the main Spanish listed companies in the IBEX 35 index.
The next step involved the use of these annotations to fine-tune a model for the financial term extraction task. This dataset contains the fine-tuned model, i.e., the automatic extractor. It is described in the paper PORTA-ZAMORANO, J., CARBAJO-CORONADO, B., MORENO-SANDOVAL, A. (2024).
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It is a bert-multilingual model that was fine-tuned for the financial terms extraction task. Texts annotated by linguists were used for fine-tuning as training data. Said texts contained financial terms that were highlighted within their context.
Links
Where it is published
- Dataverse dataset page edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi%3A10.21950%2FFWEML6 ↗
landing page · from edatos consorciomadrono es
- DOI doi.org/10.21950/fweml6 ↗
DOI / persistent id · from edatos consorciomadrono es
Catalogue records · 1
- Dataverse API edatos.consorciomadrono.es/api/datasets/:persistentId/?persistentId=doi%3A10.21950%2FFWEM… ↗
metadata API · from edatos consorciomadrono es
Topics
- Stated by source
- Artes y humanidades · Ciencias de la información y computación
- From keywords
- Computational linguistics · Computer Science & AI · Economics & Finance · Humanities · Machine learning
Provenance · 1 source records, 13 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| e-cienciaDatos | doi:10.21950/FWEML6 | 5 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].anzsrc:field:470403 | mapping · edatos consorciomadrono es | vocabulary-mapper@1.0.0 | keywords['computational linguistics'] |
| concepts[field].anzsrc:group:4611 | mapping · edatos consorciomadrono es | vocabulary-mapper@1.0.0 | keywords['machine learning'] |
| concepts[field].dataverse_subject:artes-y-humanidades | source · edatos consorciomadrono es | connector:edatos_consorciomadrono_es@1.0.0 | /subjects |
| concepts[field].dataverse_subject:ciencias-de-la-informaci-n-y-computaci-n | source · edatos consorciomadrono es | connector:edatos_consorciomadrono_es@1.0.0 | /subjects |
| concepts[field].local:field:computer-science-ai | mapping · edatos consorciomadrono es | connector:edatos_consorciomadrono_es@1.0.0 | /subjects |
| concepts[field].local:field:economics-finance | mapping · edatos consorciomadrono es | connector:edatos_consorciomadrono_es@1.0.0 | /subjects |
| concepts[field].local:field:humanities | mapping · edatos consorciomadrono es | connector:edatos_consorciomadrono_es@1.0.0 | /subjects |
| created_date | source · edatos consorciomadrono es | connector:edatos_consorciomadrono_es@1.0.0 | |
| description | source · edatos consorciomadrono es | connector:edatos_consorciomadrono_es@1.0.0 | /description |
| publication_date | source · edatos consorciomadrono es | connector:edatos_consorciomadrono_es@1.0.0 | |
| title | source · edatos consorciomadrono es | connector:edatos_consorciomadrono_es@1.0.0 | /name |
| updated_date | source · edatos consorciomadrono es | connector:edatos_consorciomadrono_es@1.0.0 | |
| version_label | source · edatos consorciomadrono es | connector:edatos_consorciomadrono_es@1.0.0 |