Papers with general parser
Out-of-Domain Evaluation of Finnish Dependency Parsing (2022.lrec-1)
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| Challenge: | prevailing practice in academia evaluates model performance on in-domain evaluation data . however, in many real world applications data on which model is applied may differ from training data - a problem that is not addressed by current literature. |
| Approach: | They propose to use Finnish-OOD out-of-domain treebank for out- of-domain evaluation . they propose to include sections more challenging for the general parser . |
| Outcome: | The proposed treebank includes five distinct data sources and a total of 19,382 syntactic words in 2,122 sentences. |
An Annotated Social Media Corpus for German (2020.lrec-1)
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| Challenge: | Hate Speech (HS) against ethnic, religious and national minorities is a growing concern in online discourse. |
| Approach: | They present the German Twitter section of a large (2 billion word) bilingual Social Media corpus for Hate Speech research. |
| Outcome: | The proposed parser achieved F-scores of 97% for morphology and 92% for syntax on a cross-section of tweets. |