Construction Grammar Provides Unique Insight into Neural Language Models

التفاصيل البيبلوغرافية
العنوان: Construction Grammar Provides Unique Insight into Neural Language Models
المؤلفون: Weissweiler, Leonie, He, Taiqi, Otani, Naoki, Mortensen, David R., Levin, Lori, Schütze, Hinrich
سنة النشر: 2023
المجموعة: Computer Science
مصطلحات موضوعية: Computer Science - Computation and Language
الوصف: Construction Grammar (CxG) has recently been used as the basis for probing studies that have investigated the performance of large pretrained language models (PLMs) with respect to the structure and meaning of constructions. In this position paper, we make suggestions for the continuation and augmentation of this line of research. We look at probing methodology that was not designed with CxG in mind, as well as probing methodology that was designed for specific constructions. We analyse selected previous work in detail, and provide our view of the most important challenges and research questions that this promising new field faces.
Comment: GURT 2023
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/2302.02178
رقم الأكسشن: edsarx.2302.02178
قاعدة البيانات: arXiv