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Knowledge Distillation Transfer Sets and their Impact on Downstream NLU Tasks
Yet, the generic corpora used to pretrain the teacher and the corpora associated with the downstream target domain are often significantly different, which raises a natural question: should the student be distilled over the generic corpora, so as to learn from high-quality teacher predictions, or over the downstream task corpora to align with finetuning?
Case-based Reasoning for Natural Language Queries over Knowledge Bases
It is often challenging to solve a complex problem from scratch, but much easier if we can access other similar problems with their solutions -- a paradigm known as case-based reasoning (CBR).
Knowledge Base Question Answering
Natural Language Queries
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Evaluating Cross-Lingual Transfer Learning Approaches in Multilingual Conversational Agent Models
With the recent explosion in popularity of voice assistant devices, there is a growing interest in making them available to user populations in additional countries and languages.
