README.md

---
language: 
  - "es"
license: "cc0-1.0"
datasets:
- "aarimond/test_elf_data"
metrics:
- "accuracy"
widget:
- text: "HIERBAS TUNEL SL"
- text: "BIOQUIM SA"
- text: "PATRIMONI MUNICIPAL DE TERRASSA S.L.(SOCIEDAD UNIPERSONAL)"
- text: "BBVA CREDITO EUROPA, FI"
- text: "HERENCIA YACENTE DE DOÑA M TERESA PENINA RIBAS"
- text: "FUNDACIO CATALANA PER A LA RECERCA I LA INNOVACIO"
- text: "KUTXABANK RENTA FIJA FP"
- text: "DAMAS DE LA ASUNCION"
- text: "CUDOS I SLP"
- text: "ASOCIACION PARA EL ESTUDIO DE LAS ENFERMEDADES INFECCIOSAS"
- text: "MERTAIZAN SOC. COOP. DE C-LM"
- text: "ANYMIAN CAPITAL SICAV SA"
- text: "CAIXABANK MASTER RENTA FIJA DEUDA PUBLICA 3-7, FI"
- text: "SHERPA CAPITAL II FCR"
- text: "COLEGIO OFICIAL DE APAREJADORES Y ARQUITECTOS TECNICOS E INGENIEROS DE EDIFICACION DE VALENCIA"
- text: "COTA GEMA, S.L.L."
- text: "MEJORA Y CULTIVO AGRARIO SAT"
- text: "Desarrollo de negocios online SL"
- text: "MUTUALIDAD DE PREVISION SOCIAL DEL NOROESTE"
- text: "CAJA RURAL DE ASTURIAS SOCIEDAD COOPERATIVA DE CREDITO"
- text: "ARCANO IMPACT PRIVATE EQUITY SCR, S.A."
- text: "NUEVA AGRUPACION SOLAR LEBRIJA AIE"
- text: "UMAS UNION MUTUA ASISTENCIAL DE SEGUROS A PRIMA FIJA"
- text: "CARTONAJES LIMOUSIN SAL"
- text: "RC ARQUITECTURA I PROJECTE URBA S.C.P"
- text: "MORALEDA CACHO Y CIA S.R.C."
- text: "AIDHOS ARQUITEC S.A.P."
- text: "MAGRO BERNAL Y CIA S COM"
- text: "AVALIA ARAGON SGR"
- text: "ADDY NUÑEZ BELTRE"
- text: "Elite de Negocios Tecnológicos S.L."
- text: "ALTAN IV GLOBAL IICIICIL"
- text: "COOPERATIVA DEL CAMPO DE SAN ROMAN DE LA LLANILLA"
- text: "EMILIO MARTINEZ Y FERNANDO HERRERO S.R.C.P."
- text: "JOSE MIGUEL ECHAVARRI Y CIA SOCIEDAD COMANDITARIA"
- text: "ESPINOSA PARTNERS INVERSIONES, FI"
- text: "INCA SERVICIOS Y PROYECTOS DE INGENIERIA CIVIL SOCIEDAD ANONIMA"
- text: "UNIVEN CAPITAL SA SCR"
- text: "ALTAMAR X GLOBAL PRIVATE EQUITY PROGRAM FCR"
---


# Model Card for lenu_ES

<!-- Provide a quick summary of what the model is/does. [Optional] -->
This model allows to classify 




#  Table of Contents

- [Model Card for lenu_ES](#model-card-for--model_id-)
- [Table of Contents](#table-of-contents)
- [Table of Contents](#table-of-contents-1)
- [Model Details](#model-details)
  - [Model Description](#model-description)
- [Uses](#uses)
  - [Direct Use](#direct-use)
  - [Downstream Use [Optional]](#downstream-use-optional)
  - [Out-of-Scope Use](#out-of-scope-use)
- [Bias, Risks, and Limitations](#bias-risks-and-limitations)
  - [Recommendations](#recommendations)
- [Training Details](#training-details)
  - [Training Data](#training-data)
  - [Training Procedure](#training-procedure)
    - [Preprocessing](#preprocessing)
    - [Speeds, Sizes, Times](#speeds-sizes-times)
- [Evaluation](#evaluation)
  - [Testing Data, Factors & Metrics](#testing-data-factors--metrics)
    - [Testing Data](#testing-data)
    - [Factors](#factors)
    - [Metrics](#metrics)
  - [Results](#results)
- [Model Examination](#model-examination)
- [Environmental Impact](#environmental-impact)
- [Technical Specifications [optional]](#technical-specifications-optional)
  - [Model Architecture and Objective](#model-architecture-and-objective)
  - [Compute Infrastructure](#compute-infrastructure)
    - [Hardware](#hardware)
    - [Software](#software)
- [Citation](#citation)
- [Glossary [optional]](#glossary-optional)
- [More Information [optional]](#more-information-optional)
- [Model Card Authors [optional]](#model-card-authors-optional)
- [Model Card Contact](#model-card-contact)
- [How to Get Started with the Model](#how-to-get-started-with-the-model)


# Model Details

## Model Description

<!-- Provide a longer summary of what this model is/does. -->
This model allows to classify 

- **Developed by:** More information needed
- **Shared by [Optional]:** More information needed
- **Model type:** Language model
- **Language(s) (NLP):** es
- **License:** cc0-1.0
- **Parent Model:** More information needed
- **Resources for more information:** More information needed
    - [GitHub Repo](Sociovestix/lenu)


# Uses

<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->

## Direct Use

<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
<!-- If the user enters content, print that. If not, but they enter a task in the list, use that. If neither, say "more info needed." -->




## Downstream Use [Optional]

<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
<!-- If the user enters content, print that. If not, but they enter a task in the list, use that. If neither, say "more info needed." -->
 



## Out-of-Scope Use

<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
<!-- If the user enters content, print that. If not, but they enter a task in the list, use that. If neither, say "more info needed." -->




# Bias, Risks, and Limitations

<!-- This section is meant to convey both technical and sociotechnical limitations. -->

Significant research has explored bias and fairness issues with language models (see, e.g., [Sheng et al. (2021)](https://aclanthology.org/2021.acl-long.330.pdf) and [Bender et al. (2021)](https://dl.acm.org/doi/pdf/10.1145/3442188.3445922)). Predictions generated by the model may include disturbing and harmful stereotypes across protected classes; identity characteristics; and sensitive, social, and occupational groups.


## Recommendations

<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->





# Training Details

## Training Data

<!-- This should link to a Data Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->

More information on training data needed


## Training Procedure

<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->

### Preprocessing

More information needed

### Speeds, Sizes, Times

<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->

More information needed
 
# Evaluation

<!-- This section describes the evaluation protocols and provides the results. -->

## Testing Data, Factors & Metrics

### Testing Data

<!-- This should link to a Data Card if possible. -->

More information needed


### Factors

<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->

More information needed

### Metrics

<!-- These are the evaluation metrics being used, ideally with a description of why. -->

More information needed

## Results 

More information needed

# Model Examination

More information needed

# Environmental Impact

<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->

Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).

- **Hardware Type:** More information needed
- **Hours used:** More information needed
- **Cloud Provider:** More information needed
- **Compute Region:** More information needed
- **Carbon Emitted:** More information needed

# Technical Specifications [optional]

## Model Architecture and Objective

More information needed

## Compute Infrastructure

More information needed

### Hardware

More information needed

### Software

More information needed

# Citation

<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->

**BibTeX:**

More information needed

**APA:**

More information needed

# Glossary [optional]

<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->

More information needed

# More Information [optional]

More information needed

# Model Card Authors [optional]

<!-- This section provides another layer of transparency and accountability. Whose views is this model card representing? How many voices were included in its construction? Etc. -->

a, a, r, i, m, o, n, d

# Model Card Contact

More information needed

# How to Get Started with the Model

Use the code below to get started with the model.

<details>
<summary> Click to expand </summary>

# ⚠️ Type of model unknown

</details>