Adaptive prototypical networks with label words and joint representation learning for few-shot relation classification

Y Xiao, Y Jin, K Hao - IEEE Transactions on Neural Networks …, 2021 - ieeexplore.ieee.org
Relation classification (RC) task is one of fundamental tasks of information extraction, aiming
to detect the relation information between entity pairs in unstructured natural language text …

A survey on machine learning from few samples

J Lu, P Gong, J Ye, J Zhang, C Zhang - Pattern Recognition, 2023 - Elsevier
The capability of learning and generalizing from very few samples successfully is a
noticeable demarcation separating artificial intelligence and human intelligence. Despite the …