dbmdz / flair-clef-hipe-german-base

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Total runs: 15
24-hour runs: 1
7-day runs: -1
30-day runs: 0
Model's Last Updated: 4월 09 2021
token-classification

Introduction of flair-clef-hipe-german-base

Model Details of flair-clef-hipe-german-base

Triple E - Effective Ensembling of Embeddings and Language Models for NER of Historical German

Based on our paper we release a new baseline model for the German CLEF-HIPE shared task .

In contrast to the models used in the paper, we manually sentence-segmented and normalize hyphenations and trained a NER model using the German Europeana BERT model.

Additionally, we perform experiments with different context sizes. This approach is described in more detail in this paper .

Results

The results with different context sizes can be seen in the following table:

Model Run 1 Run 2 Run 3 Run 4 Run 5 Avg.
German Europeana BERT (81.45) / 76.92 ( 81.53 ) / 77.03 (80.49) / 77.83 (80.88) / 77.19 (81.39) / 77.00 (81.15 ± 0.45) / 77.19 ± 0.34
German Europeana BERT (16) ( 82.56 ) / 77.38 (81.19) / 77.76 (80.99) / 76.34 (81.27) / 77.70 (81.28) / 77.22 (81.46 ± 0.63) / 77.28 ± 0.57
German Europeana BERT (32) ( 82.04 ) / 78.50 (81.14) / 76.56 (81.81) / 78.28 (81.50) / 76.90 (81.64) / 77.94 (81.63 ± 0.34) / 77.64 ± 0.86
German Europeana BERT (64) (81.21) / 78.39 (81.27) / 75.98 ( 81.88 ) / 78.40 (81.66) / 77.35 (81.29) / 76.70 (81.46 ± 0.29) / 77.36 ± 1.06
German Europeana BERT (80) (82.13) / 77.77 (81.31) / 76.81 (82.09) / 78.69 ( 82.30 ) / 76.79 (80.65) / 77.10 (81.70 ± 0.70) / 77.43 ± 0.81

For model upload, we choose the best model on development score: 82.56 with a context length of 16.

Comparisons

The following figure shows the results with different context sized (on development dataset):

German CLEF-HIPE Development Results

We perform "Almost Stochastic Order" tests as proposed in the "Deep Dominance - How to Properly Compare Deep Neural Models" paper. The heatmap figure is heavily inspired by the "CharacterBERT" paper.

Almost Stochastic Order Tests on Development set

Runs of dbmdz flair-clef-hipe-german-base on huggingface.co

15
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3-day runs
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Updated: 12월 13 2023