Knowledge Probing
task
ID: knowledgeprobing
Related Papers
COPEN: Probing Conceptual Knowledge in Pre-trained Language Models
AbstractConceptual knowledge is fundamental to human cognition and knowledge bases. However, existing knowledge probing works only focus on evaluating factual knowledge of pre-trained language models (PLMs) and ignore conceptual knowledge. …...
Rewire-then-Probe: A Contrastive Recipe for Probing Biomedical Knowledge of Pre-trained Language Models
AbstractKnowledge probing is crucial for understanding the knowledge transfer mechanism behind the pre-trained language models (PLMs). Despite the growing progress of probing knowledge for PLMs in the general domain, specialised …...
When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories
AbstractDespite their impressive performance on diverse tasks, large language models (LMs) still struggle with tasks requiring rich world knowledge, implying the difficulty of encoding a wealth of world knowledge in …...