تصف هذه الدراسة تصميمنا النموذج المقترح لمهام SMM4H 2021 المشتركة.نحن نغلب النموذج اللغوي لمحولات روبرتا ومصنفهم التوصيل لإكمال مهام التصنيف في تغريدات لنتائج الحمل المعاكسة (المهمة 4) والحالات Covid-19 المحتملة (المهمة 5).متري التقييم هو درجة F1 للفئة الإيجابية لكلا المهام.بالنسبة للمهمة 4، تجاوزت نقاط لدينا أفضل 0.93 درجة متوسط 0.925.بالنسبة للمهمة 5، تجاوزت أفضل ما بين 0.75 درجة متوسط 0.745.
This study describes our proposed model design for SMM4H 2021 shared tasks. We fine-tune the language model of RoBERTa transformers and their connecting classifier to complete the classification tasks of tweets for adverse pregnancy outcomes (Task 4) and potential COVID-19 cases (Task 5). The evaluation metric is F1-score of the positive class for both tasks. For Task 4, our best score of 0.93 exceeded the mean score of 0.925. For Task 5, our best of 0.75 exceeded the mean score of 0.745.
References used
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