116 citations · 187 across the 6 of their papers we have counts for
Showing 2018Show all
3 papers · 1 filter
cs.CL2018★ 14 cited
The Global Anchor Method for Quantifying Linguistic Shifts and Domain Adaptation
Zi Yin, Vin Sachidananda, Balaji Prabhakar
Language is dynamic, constantly evolving and adapting with respect to time, domain or topic. The adaptability of language is an active research area, where researchers discover soc…
cs.LG2018★ 116 cited
On the Dimensionality of Word Embedding
Zi Yin, Yuanyuan Shen
In this paper, we provide a theoretical understanding of word embedding and its dimensionality. Motivated by the unitary-invariance of word embedding, we propose the Pairwise Inner…
stat.ML2018★ 3 cited
Understand Functionality and Dimensionality of Vector Embeddings: the Distributional Hypothesis, the Pairwise Inner Product Loss and Its Bias-Variance Trade-off
Zi Yin
Vector embedding is a foundational building block of many deep learning models, especially in natural language processing. In this paper, we present a theoretical framework for und…