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README.md
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## Model description
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An xlm-roberta-large model fine-tuned on all ~1,8 million annotated statements contained in the [manifesto corpus](https://manifesto-project.wzb.eu/information/documents/corpus) (version 2023a).
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The model can be used to categorize any type of text into 56 different political
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The context model variant additionally incorporates the surrounding sentences of a statement to improve the classification results for ambiguous sentences.
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During fine-tuning we collected the surrounding sentences of a statement and merged them with the statement itself to provide the larger context of a sentence as the second part of a sentence pair input.
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## Model description
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An xlm-roberta-large model fine-tuned on all ~1,8 million annotated statements contained in the [manifesto corpus](https://manifesto-project.wzb.eu/information/documents/corpus) (version 2023a).
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The model can be used to categorize any type of text into 56 different political topics according to the Manifesto Project's coding scheme ([Handbook 4](https://manifesto-project.wzb.eu/coding_schemes/mp_v4)).
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The context model variant additionally incorporates the surrounding sentences of a statement to improve the classification results for ambiguous sentences.
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During fine-tuning we collected the surrounding sentences of a statement and merged them with the statement itself to provide the larger context of a sentence as the second part of a sentence pair input.
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