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Browsing by Author "Touileb, Samia"

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    Automated Claim Detection for Fact-checking: A Case Study using Norwegian Pre-trained Language Models
    (University of Tartu Library, 2023-05) Sheikhi, Ghazaal; Touileb, Samia; Khan, Sohail Ahmed
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    Benchmarking Abstractive Summarisation: A Dataset of Human-authored Summaries of Norwegian News Articles
    (University of Tartu Library, 2025-03) Touileb, Samia; Mikhailov, Vladislav; Kroka, Marie Ingeborg; Velldal, Erik; Øvrelid, Lilja; Johansson, Richard; Stymne, Sara
    We introduce a dataset of high-quality human-authored summaries of news articles in Norwegian. The dataset is intended for benchmarking of the abstractive summarisation capabilities of generative language models. Each document in the dataset is provided with three different candidate gold-standard summaries written by native Norwegian speakers and all summaries are provided in both of the written variants of Norwegian – Bokmål and Nynorsk. The paper describes details on the data creation effort as well as an evaluation of existing open LLMs for Norwegian on the dataset. We also provide insights from a manual human evaluation, comparing human-authored to model generated summaries. Our results indicate that the dataset provides a challenging LLM benchmark for Norwegian summarisation capabilities.
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    Identifying Token-Level Dialectal Features in Social Media
    (University of Tartu Library, 2023-05) Barnes, Jeremy; Touileb, Samia; Mæhlum, Petter; Lison, Pierre
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    Lexicon information in neural sentiment analysis: a multi-task learning approach
    (Turku, Finland, Linköping University Electronic Press, pp. 175--186, 2019) Barnes, Jeremy; Touileb, Samia; Øvrelid, Lilja; Velldal, Erik; Hartmann, Mareike; Plank, Barbara
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    NorBench – A Benchmark for Norwegian Language Models
    (University of Tartu Library, 2023-05) Samuel, David; Kutuzov, Andrey; Touileb, Samia; Velldal, Erik; Øvrelid, Lilja; Rønningstad, Egil; Sigdel, Elina; Palatkina, Anna
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    NorDial: A Preliminary Corpus of Written Norwegian Dialect Use
    (Reykjavik, Iceland (Online), Linköping University Electronic Press, Sweden, pp. 445--451, 2021) Barnes, Jeremy; Mėhlum, Petter; Touileb, Samia; Dobnik, Simon; Øvrelid, Lilja
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    NorEventGen: generative event extraction from Norwegian news
    (University of Tartu Library, 2025-03) You, Huiling; Touileb, Samia; Velldal, Erik; Øvrelid, Lilja; Johansson, Richard; Stymne, Sara
    In this work, we approach event extraction from Norwegian news text using a generation-based approach which formulates the task as text-to-structure generation. We present experiments assessing the effect of different modeling configurations and provide an analysis of the model predictions and typical system errors. Finally, we apply our system to a large corpus of raw news texts and analyze the resulting distribution of event structures in a fairly representative snap-shot of the Norwegian news landscape.

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