تقترح هذه الدراسة نهجا نطق في موقف الكلام لنموذج التعرف على قانون الحوار العصبي القائم على الشبكة (دار)، مما يشتمل على الترميز الموضعي للموقف المطلق أو النسبي للكلام.النهج المقترح مستوحى من الملاحظة أن بعض أعمال الحوار لها اتجاهات مناصب الحدوث.تبين التقييمات على Corpus لوحة المفاتيح أن الترميز الموضعي المقترح للكلام يحسن إحصائيا بشكل كبير أداء دار.
This study proposes an utterance position-aware approach for a neural network-based dialogue act recognition (DAR) model, which incorporates positional encoding for utterance's absolute or relative position. The proposed approach is inspired by the observation that some dialogue acts have tendencies of occurrence positions. The evaluations on the Switchboard corpus show that the proposed positional encoding of utterances statistically significantly improves the performance of DAR.
References used
https://aclanthology.org/
Dialogue Act (DA) classification is the task of classifying utterances with respect to the function they serve in a dialogue. Existing approaches to DA classification model utterances without incorporating the turn changes among speakers throughout t
We use dialogue act recognition (DAR) to investigate how well BERT represents utterances in dialogue, and how fine-tuning and large-scale pre-training contribute to its performance. We find that while both the standard BERT pre-training and pretraini
Emotion recognition in multi-party conversation (ERMC) is becoming increasingly popular as an emerging research topic in natural language processing. Prior research focuses on exploring sequential information but ignores the discourse structures of c
Summarizing conversations via neural approaches has been gaining research traction lately, yet it is still challenging to obtain practical solutions. Examples of such challenges include unstructured information exchange in dialogues, informal interac
Alzheimer's Disease (AD) is associated with many characteristic changes, not only in an individual's language but also in the interactive patterns observed in dialogue. The most indicative changes of this latter kind tend to be associated with relati