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- W4315704987 abstract "This study is devoted to the automatic generation of German drama texts. We suggest an approach consisting of two key steps: fine-tuning a GPT-2 model (the outline model) to generate outlines of scenes based on keywords and fine-tuning a second model (the generation model) to generate scenes from the scene outline. The input for the neural model comprises two datasets: the German Drama Corpus (GerDraCor) and German Text Archive (Deutsches Textarchiv or DTA). In order to estimate the effectiveness of the proposed method, our models are compared with baseline GPT-2 models. Our models perform well according to automatic quantitative evaluation, but, conversely, manual qualitative analysis reveals a poor quality of generated texts. This may be due to the quality of the dataset or training inputs." @default.
- W4315704987 created "2023-01-12" @default.
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- W4315704987 date "2023-01-08" @default.
- W4315704987 modified "2023-09-26" @default.
- W4315704987 title "Automatic Generation of German Drama Texts Using Fine Tuned GPT-2 Models" @default.
- W4315704987 doi "https://doi.org/10.48550/arxiv.2301.03119" @default.
- W4315704987 hasPublicationYear "2023" @default.
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