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+ ---
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+ language:
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+ - nl
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+ tags:
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+ - subjectivity
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+ - newspapers
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+ - CLEF2023
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+ ---
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+
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+ Fine-tuned [mDeBERTa V3](https://huggingface.co/microsoft/mdeberta-v3-base) model for subjectivity detection in newspaper sentences.
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+ This model was developed as part of the CLEF 2023 CheckThat! Lab [Task 2: Subjectivity in News Articles](https://checkthat.gitlab.io/clef2023/task2/).
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+
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+ The goal in this task is to detect whether a sentence is objective (OBJ) or subjective (SUBJ). A sentence is subjective if its content is based on or influenced by personal feelings, tastes, or
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+ opinions. Otherwise, the sentence is objective. [(Antici et al., 2023)](https://ceur-ws.org/Vol-3370/paper10.pdf).
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+
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+ The model was fine-tuned using a multilingual training and Dutch development dataset, for which the following (hyper)parameters were utilized:
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+ ```
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+ Batch Size = 64
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+ Max Epochs = 6
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+ Learning Rate = 4e-5
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+ Warmup Steps = 100
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+ Weight Decay = 0.2
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+ ```
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+
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+ The model ranked first in the CheckThat! Lab and obtained a macro F1 of 0.81 and a SUBJ F1 of 0.80.