الهدف من SEMEVAL-2021 المهمة 6 هو تحديد التقنيات المستخدمة مع فترة (ق) من النص المشمول من كل تقنية.تصف هذه الورقة النظام والنموذج الذي طورنا لهذه المهمة.نقترح أولا نظام خط أنابيب لتحديد المواقف، ثم صنف هذه التقنية في تسلسل الإدخال.لكنه يعاني بشدة من التعامل مع المتداخلة في فترة متداخلة.ثم نقترح صياغة المهمة كمسألة مسألة الإجابة على مهمة MRC التي تحقق نتيجة أفضل مقارنة بطريقة خط الأنابيب.علاوة على ذلك، يتم استكشاف تقنيات تكبير البيانات وتصميم الخسائر أيضا لتخفيف مشكلة متفرج البيانات والخلل.أخيرا، نحن نحصل على المركز الثالث في مرحلة التقييم النهائي.
The objective of subtask 2 of SemEval-2021 Task 6 is to identify techniques used together with the span(s) of text covered by each technique. This paper describes the system and model we developed for the task. We first propose a pipeline system to identify spans, then to classify the technique in the input sequence. But it severely suffers from handling the overlapping in nested span. Then we propose to formulize the task as a question answering task by MRC framework which achieves a better result compared to the pipeline method. Moreover, data augmentation and loss design techniques are also explored to alleviate the problem of data sparse and imbalance. Finally, we attain the 3rd place in the final evaluation phase.
References used
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