svercoutere
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README.md
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---
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language: nl
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tags:
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- Dutch
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- Flemish
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- RoBERTa
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- RobBERT
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- BERT
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- lblod
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- abb
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- agentschap binnenlands bestuur
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license: mit
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datasets:
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- Lokaal-Beslist
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---
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# RobBERT-2023-abb-classifier: Model fine-tuned on Flemish Local Decisions for ABB
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Multilabel classifier built using [svercoutere/robbert-2023-dutch-base-abb](https://huggingface.co/svercoutere/robbert-2023-dutch-base-abb), trained on the data of [Lokaal Beslist](https://www.vlaanderen.be/lokaal-bestuur/data-en-tools/lokaal-beslist).
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Specifically, we used the subset of [svercoutere/llama3_abb_instruct_dataset](https://huggingface.co/datasets/svercoutere/llama3_abb_instruct_dataset) related to the classification of agenda items.
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The model assigns one or more labels from the following top-level categories:
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[
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'stadsbestuur'
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'samenleven, welzijn en gezondheid'
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'wonen en (ver)bouwen'
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'groen en milieu'
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'mobiliteit en openbare werken'
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'cultuur, sport en vrije tijd'
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'werken en ondernemen'
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'onderwijs en kinderopvang'
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'burgerzaken'
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'veiligheid en preventie'
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]
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## How to use
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Download the files, load them into spaCy, and use as follows:
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```python
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import spacy
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nlp = load("../robbert-2023-abb-agendapunten-classifier")
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text = """
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2021_CBS_01153 - 2021/00226M - Aktename melding voor het bouwen van een veranda langs Berkenstraat 3 in 3950 Bocholt - Goedkeuring Aktename melding voor het bouwen van een veranda langs de Berkenstraat
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"""
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doc = nlp(text)
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print(doc.cats)
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```
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