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README.md
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## Model description
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The model is fine-tuned with academic publications in Linguistics, to classify texts in publications into 4 classes as a filter to other tasks.
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The 4 classes:
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- 0: out of scope - materials that are of low significance, eg. page number and page header, noise from OCR/pdf-to-text convertion
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- 1: main text - texts that are the main texts of the publication, to be used for down-stream tasks
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- 2: examples - texts that are captions of the figures, or quotes or excerpts
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## Model description
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The model is fine-tuned with academic publications in Linguistics, to classify texts in publications into 4 classes as a filter to other tasks.
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Sentence-based data obtained from OCR-processed PDF files was annotated manually with the following classes:
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- 0: out of scope - materials that are of low significance, eg. page number and page header, noise from OCR/pdf-to-text convertion
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- 1: main text - texts that are the main texts of the publication, to be used for down-stream tasks
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- 2: examples - texts that are captions of the figures, or quotes or excerpts
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