Papers with German news
Modeling the Readability of German Targeting Adults and Children: An empirically broad analysis and its cross-corpus validation (C18-1)
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| Challenge: | a new corpus of german news broadcast subtitles is compiled and crawled . readability assessment is a task of linking a text to the appropriate target audience based on its complexity. |
| Approach: | They analyze two German educational media texts targeting adults and children . they use 400 automatically extracted measures of linguistic complexity from a wide range of linguistic domains . their most successful binary classification model for german readability shows high accuracy . |
| Outcome: | The proposed model shows high accuracy between 89.4%–98.9% for both data sets. |
Adversarial Training for Satire Detection: Controlling for Confounding Variables (N19-1)
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| Challenge: | Existing methods for satire detection focus on satirical news based on article sources . satiric news are written with the aim of mimicking regular news in diction . |
| Approach: | They propose a model for satire detection with an adversarial component to control for the confounding variable of publication source. |
| Outcome: | The proposed model improves generalization performance to unseen publications with an adversarial component. |
Uncovering Temporal Framing in the News (2026.acl-long)
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Tarek Mahmoud, Veronika Solopova, Premtim Sahitaj, Ariana Sahitaj, Max Upravitelev, Mervat Abassy, Hana Fatima Shaikh, Neda Foroutan, Vera Schmitt, Preslav Nakov
| Challenge: | Temporal language is used to structure meaning rather than report chronology in news discourse . a recent study focused on temporal expression extraction and temporal reasoning . |
| Approach: | They propose a taxonomy of eight temporal frames grounded in prior work on time and framing . they analyze frame prevalence, co-occurrence patterns, and lexical cues from a news corpus . |
| Outcome: | The proposed taxonomy outperforms zero-shot models at the sentence level . it shows that temporal framing is learnable at the sentences level compared to other methods . |
Dataset of Quotation Attribution in German News Articles (2024.lrec-main)
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| Challenge: | Lack of annotated data for quotation attribution in news articles severely limits the quality and usability of possible systems. |
| Approach: | They propose a dataset for quotation attribution in German news articles using WIKINEWS and manually annotated quotes from 1000 articles. |
| Outcome: | The proposed dataset provides curated, high-quality annotations across 1000 documents (250,000 tokens) in a fine-grained annotation schema enabling various downstream uses for the dataset. |
German Also Hallucinates! Inconsistency Detection in News Summaries with the Absinth Dataset (2024.lrec-main)
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| Challenge: | Large Language Models (LLMs) have made significant progress on a wide range of natural language processing tasks, but they still suffer from hallucinating information in their output. |
| Approach: | They propose to use an annotated dataset to detect hallucinations in german news summarization and open-source it to foster further research on hallucinosity detection in german. |
| Outcome: | The proposed model can detect hallucinations in the output and evaluate the faithfulness of the summaries. |