Datasets:
Modalities:
Text
Formats:
json
Sub-tasks:
named-entity-recognition
Languages:
English
Size:
1M - 10M
ArXiv:
Tags:
financial NLP
named entity recognition
sequence labeling
structured extraction
hierarchical taxonomy
XBRL
DOI:
Update README.md
Browse files
README.md
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| Test | 179K | 491K |
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## Data Splits
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- **HiFi-KPI (full dataset)**:
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## Baselines and Benchmarks
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We establish baselines using:
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| 10 | 1266 | 0.6321 | 0.0249 | 0.5984 | 0.0194 |
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### Macro F1 Performance on 1000 Most Common Labels
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| Model
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| 1000 Most Common (n=0)
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| Calculation (1000 Most Common) (SL)
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| Presentation (1000 Most Common) (SL)
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## Uses and Applications
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HiFi-KPI can be used for:
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| Test | 179K | 491K |
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## Data Splits
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- **HiFi-KPI (full dataset)**: Contains all extracted entities. See the [GitHub Repository](https://github.com/rasmus393/HiFi-KPI) for an example of how to obtain granular labels.
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- The dataset includes **calculationMasterTaxonomy.json** and **presentationMasterTaxonomy.json**, which define the master hierarchical structure for the calculation and presentation layers.
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## Baselines and Benchmarks
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We establish baselines using:
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| 10 | 1266 | 0.6321 | 0.0249 | 0.5984 | 0.0194 |
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### Macro F1 Performance on 1000 Most Common Labels
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| Model | Macro F1 |
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|-------|----------|
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| [1000 Most Common (n=0)](https://huggingface.co/AAU-NLP/BERT-SL1000) | 0.7182 |
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| [Calculation (1000 Most Common) (SL)](https://huggingface.co/AAU-NLP/Cal-BERT-SL1000) | 0.7121 |
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| [Presentation (1000 Most Common) (SL)](https://huggingface.co/AAU-NLP/Pre-BERT-SL1000) | 0.7124 |
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## Uses and Applications
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HiFi-KPI can be used for:
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