2 papers
cs.CL2021
Few-shot Learning for Slot Tagging with Attentive Relational Network
Cennet Oguz, Ngoc Thang Vu
Metric-based learning is a well-known family of methods for few-shot learning, especially in computer vision. Recently, they have been used in many natural language processing appl…
cs.CL2019
Second-order Co-occurrence Sensitivity of Skip-Gram with Negative Sampling
Dominik Schlechtweg, Cennet Oguz, Sabine Schulte im Walde
We simulate first- and second-order context overlap and show that Skip-Gram with Negative Sampling is similar to Singular Value Decomposition in capturing second-order co-occurrenc…