Automatic financial term extractor

Version 1.0
Automatic financial term extractor
Moreno-Sandoval, Antonio; Porta, Jordi; Carbajo-Coronado, Blanca, 2025, "Automatic financial term extractor", https://doi.org/10.21950/FWEML6, e-cienciaDatos, V1
Learn about Data Citation Standards.
Full dataset metrics Make Data Count (MDC) Metrics
since 2020-03-01

Visualizations
4376

Downloads
21

0 Citations
Description

The creation of this dataset is framed in the Spanish national project CLARA-FINT. 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).

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.

Subject Arts and Humanities; Computer and Information Science
Keyword automatic term extractor, financial terms, linguistic annotation, fine-tuning, machine learning, computational linguistics
Related Publication Is Supplement To: PORTA-ZAMORANO, J., CARBAJO-CORONADO, B., MORENO-SANDOVAL, A. (2024). Extraction and Structuring of Financial Terminology. Procesamiento del Lenguaje Natural, 73, 139-149. DOI 10.26342/2024-73-10http://hdl.handle.net/10486/715714
Notes

Methodology:

  • Cleaning the texts.
  • Manual annotation of the financial terms by linguists.
  • Fine-tuning a language model using the previous annotations; gold standard.
  • Applying the resulting model and subsequent human validation.
License/Data Use Agreement

GNU GPL 3.0

Filter by
1 to 9 of 9 Files
config.json
JSON - 983 B
Published Mar 27, 2025
2 Downloads
MD5: f6a0893f8f7aeb98dbd4739991a27955
DataDatos
pytorch_model.bin
Unknown - 636,2 MB
Published Mar 27, 2025
1 Downloads
MD5: bbc6c03a45b2a118d7a59234f31994c5
DataDatos
readme_en.txt
Plain Text - 6,0 KB
Published Mar 27, 2025
4 Downloads
MD5: 2b320a4a7317f5774a833ad4a5f0a19b
DocumentaciónDocumentation
Preview "readme_en.txt"
readme_es.txt
Plain Text - 6,9 KB
Published Mar 27, 2025
3 Downloads
MD5: 1269c065c4d4a3e641879528aeb24090
DocumentaciónDocumentation
Preview "readme_es.txt"
special_tokens_map.json
JSON - 125 B
Published Mar 27, 2025
2 Downloads
MD5: 29ba428df177361130afa82cf0883098
DataDatos
tokenizer.json
JSON - 2,4 MB
Published Mar 27, 2025
2 Downloads
MD5: f5e134a8a913f3163aad4b90108dba61
DataDatos
tokenizer_config.json
JSON - 309 B
Published Mar 27, 2025
2 Downloads
MD5: 2c91eee35d8d31bbd0717317da254567
DataDatos
training_args.bin
Unknown - 3,4 KB
Published Mar 27, 2025
2 Downloads
MD5: ba778796bca28908a60037d37b37c005
DataDatos
vocab.txt
Plain Text - 851,5 KB
Published Mar 27, 2025
3 Downloads
MD5: ff8b44730376b50839885dfe783071a9
DataDatos
Preview "vocab.txt"
Edit File

This file has already been deleted (or replaced) in the current version. It may not be edited.

Restrict Access

Restricting limits access to published files. People who want to use the restricted files can request access by default. If you disable request access, you must add information about access to the Terms of Access field.

Learn about restricting files and dataset access in the User Guide.

Enable access request
You must enable request access or add terms of access to restrict file access.
Save Changes
Edit Embargo

The selected file or files have already been published. Contact an administrator to change the embargo date or reason of the file or files.
Edit Retention Period

The selected file or files have already been published. Contact an administrator to change the retention period date or reason of the file or files.
Delete Files

The file will be deleted after you click on the Delete button.

Files will not be removed from previously published versions of the dataset.

Select File(s)

Please select one or more files.

Share Dataset

Share this dataset on your favorite social media networks.

Continue
Dataset Citations

Citations for this dataset are retrieved from Crossref via DataCite using Make Data Count standards. For more information about dataset metrics, please refer to the User Guide.

Sorry, no citations were found.
Inaccessible Files Selected

The selected file(s) may not be downloaded because you have not been granted access or the file(s) have a retention period that has expired or the files can only be transferred via Globus.

You may request access to any restricted file(s) by clicking the Request Access button.

Ineligible Files Selected

The selected file(s) may not be transferred because you have not been granted access or the file(s) have a retention period that has expired or the files are not Globus accessible.

You may request access to any restricted file(s) by clicking the Request Access button.

Download Options

The files selected are too large to download as a ZIP.

You can select individual files that are below the 9,3 GB download limit from the files table, or use the Data Access API for programmatic access to the files.

Select File(s)

Please select a file or files to be downloaded.

Inaccessible Files Selected

The selected file(s) may not be downloaded because you have not been granted access or the file(s) have a retention period that has expired.

Click Continue to download the files you have access to download.

Ineligible Files Selected

Some file(s) cannot be transferred. (They are restricted, embargoed, with an expired retention period, or not Globus accessible.)

Click Continue to transfer the elligible files.

Delete Dataset

Are you sure you want to delete this dataset and all of its files? You cannot undelete this dataset.

Create README File

If the README file exists in the selected language, it will be overwritten. Please cancel if you have modified the file manually.

Delete Draft Version

Are you sure you want to delete this draft version? Files will be reverted to the most recently published version. You cannot undelete this draft.

Unpublished Dataset Preview URL

Preview URL can only be used with unpublished versions of datasets.

Unpublished Dataset Preview URL

Are you sure you want to disable the Preview URL? If you have shared the Preview URL with others they will no longer be able to use it to access your unpublished dataset.

Delete Files

The file(s) will be deleted after you click on the Delete button.

Files will not be removed from previously published versions of the dataset.

Compute

This dataset contains restricted files you may not compute on because you have not been granted access.

Deaccession Dataset

Are you sure you want to deaccession? This is permanent and the selected version(s) will no longer be viewable by the public.

Deaccession Dataset

Are you sure you want to deaccession this dataset? This is permanent an it will no longer be viewable by the public.

Version Differences Details

Please select two versions to view the differences.

Version Differences Details
 
Version:
Last Updated:
Version:
Last Updated:
Select File(s)

Please select a file or files for access request.

Select File(s)

Embargoed files cannot be accessed. Please select an unembargoed file or files for your access request.

Edit Tags

Select existing file tags or create new tags to describe your files. Each file can have more than one tag.

Request Access

  You need to Log In to request access.

Dataset Terms

Please confirm and/or complete the information needed below in order to request access to files in this dataset.

This dataset is made available under the following terms. Please confirm and/or complete the information needed below in order to continue.

Our Community Norms as well as good scientific practices expect that proper credit is given via citation. Please use the data citation shown on the dataset page.

GNU GPL 3.0

Preview Guestbook

Upon downloading files the guestbook asks for the following information.

Account Information

Package File Download

Use the Download URL in a Wget command or a download manager to download this package file. Download via web browser is not recommended. User Guide - Downloading a Dataverse Package via URL

https://edatos.consorciomadrono.es/api/access/datafile/

Compute Batch
Clear Batch
Dataset Persistent Identifier Change Compute Batch
Compute Batch
Submit for Review

You will not be able to make changes to this dataset while it is in review.
Before submitting for review, make sure your dataset includes an updated README file. If not, use the button to add one automatically.

Publish Dataset

Are you sure you want to republish this dataset?
Before publishing, make sure your dataset includes an updated README file. If not, use the button to add one automatically.

Select if this is a minor or major version update.

Publish Dataset

This dataset cannot be published until CLARA-FINT: Computational Linguistics Approaches to Readability and Automatic Simplification in Financial Narrative is published by its administrator.

Publish Dataset

This dataset cannot be published until CLARA-FINT: Computational Linguistics Approaches to Readability and Automatic Simplification in Financial Narrative and Universidad Autónoma de Madrid are published.

Return to Author

Return this dataset to contributor for modification. The reason for return entered below will be sent by email to the author.