Knowledge Injection
Related Papers
Learning-based Multi-Sieve Co-reference Resolution with Knowledge
We explore the interplay of knowledge and structure in co-reference resolution. To inject knowledge, we use a state-of-the-art system which cross-links (or “grounds”) expressions in free text to Wikipedia. We …...
Approximation of Response Knowledge Retrieval in Knowledge-grounded Dialogue Generation
AbstractThis paper is concerned with improving dialogue generation models through injection of knowledge, e.g., content relevant to the post that can increase the quality of responses. Past research extends the …...
Using Commonsense Knowledge to Answer Why-Questions
AbstractAnswering questions in narratives about why events happened often requires commonsense knowledge external to the text. What aspects of this knowledge are available in large language models? What aspects can …...
Can LMs Learn New Entities from Descriptions? Challenges in Propagating Injected Knowledge
AbstractPre-trained language models (LMs) are used for knowledge intensive tasks like question answering, but their knowledge gets continuously outdated as the world changes. Prior work has studied targeted updates to …...
Plug-and-Play Knowledge Injection for Pre-trained Language Models
AbstractInjecting external knowledge can improve the performance of pre-trained language models (PLMs) on various downstream NLP tasks. However, massive retraining is required to deploy new knowledge injection methods or knowledge …...