Automatically extracting interpersonal relationships of conversation interlocutors can enrich personal knowledge bases to enhance personalized search, recommenders and chatbots. To infer speakers' relationships from dialogues we propose PRIDE, a neur
al multi-label classifier, based on BERT and Transformer for creating a conversation representation. PRIDE utilizes dialogue structure and augments it with external knowledge about speaker features and conversation style.Unlike prior works, we address multi-label prediction of fine-grained relationships. We release large-scale datasets, based on screenplays of movies and TV shows, with directed relationships of conversation participants. Extensive experiments on both datasets show superior performance of PRIDE compared to the state-of-the-art baselines.
Prince Fakhruddin is the second of the princes who ruled
Lebanon and established the foundations of the modern
Lebanese state. Mount Lebanon enjoyed a degree of autonomy
within the Ottoman Empire. The history of the Principality is
primarily the history of the integration of Mount Lebanon, all
under the banner of the Ottoman authority, despite its
autonomy.
The problem of the Self occupies an important place in the philosophical thought, as the link between two major sections in philosophy: the study of knowledge and the study of existence which has received considerable attention throughout the history
of human thought. Philosophers have split into several directions notably the physical, the ideal and the realistic.
These attitudes reflected in the opinions and theories of Arab thinkers and philosophers where they treated this matter deeply and accurately, stemming from the nature of their hesitant attitude among the religious and the mental, of whom Fakhr
al-Deen al-Razi has devoted to this problem a large area in his compositions.
We wonder here about the nature of his attitude and how could he reconcile his philosophical mental bias and the Islamic concept of the self which is based on the axioms of the text?
