mlsanityData to 14 Oct 2026

German FinBERT: A German Pre-trained Language Model

arXiv 2311.08793 ↗First posted 15 Nov 2023cs.CL stat.MLcited by 1

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Abstract (arXiv)

This study presents German FinBERT, a novel pre-trained German language model tailored for financial textual data. The model is trained through a comprehensive pre-training process, leveraging a substantial corpus comprising financial reports, ad-hoc announcements and news related to German companies. The corpus size is comparable to the data sets commonly used for training standard BERT models. I evaluate the performance of German FinBERT on downstream tasks, specifically sentiment prediction, topic recognition and question answering against generic German language models. My results demonstrate improved performance on finance-specific data, indicating the efficacy of German FinBERT in capturing domain-specific nuances. The presented findings suggest that German FinBERT holds promise as a valuable tool for financial text analysis, potentially benefiting various applications in the financial domain.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 19 of its 31 references that are in the map. First posted on arXiv 15 Nov 2023.

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19 of 31 references.

References · 19

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7 more
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