12 citations · 12 across the 1 of their papers we have counts for
3 papers
cs.CL2022
Adapters for Enhanced Modeling of Multilingual Knowledge and Text
Yifan Hou, Wenxiang Jiao, Meizhen Liu +3
Large language models appear to learn facts from the large text corpora they are trained on. Such facts are encoded implicitly within their many parameters, making it difficult to…
cs.CL2021
Bird's Eye: Probing for Linguistic Graph Structures with a Simple Information-Theoretic Approach
Yifan Hou, Mrinmaya Sachan
NLP has a rich history of representing our prior understanding of language in the form of graphs. Recent work on analyzing contextualized text representations has focused on hand-d…
cs.LG2020★ 12 cited
Understanding Graph Neural Networks from Graph Signal Denoising Perspectives
Guoji Fu, Yifan Hou, Jian Zhang +3
Graph neural networks (GNNs) have attracted much attention because of their excellent performance on tasks such as node classification. However, there is inadequate understanding o…