activity
20202023
most citedMathBERT: A Pre-trained Language Model for General NLP Tasks in Mathematics Education

14 citations · 14 across the 5 of their papers we have counts for

collaborators

5 papers

cs.LG2023

Imputing Knowledge Tracing Data with Subject-Based Training via LSTM Variational Autoencoders Frameworks

Jia Tracy Shen, Dongwon Lee

The issue of missing data poses a great challenge on boosting performance and application of deep learning models in the {\em Knowledge Tracing} (KT) problem. However, there has be…

cs.AI2022

JAMES: Normalizing Job Titles with Multi-Aspect Graph Embeddings and Reasoning

Michiharu Yamashita, Jia Tracy Shen, Thanh Tran +2

In online job marketplaces, it is important to establish a well-defined job title taxonomy for various downstream tasks (e.g., job recommendation, users' career analysis, and turno…

cs.CL2021★ 14 cited

MathBERT: A Pre-trained Language Model for General NLP Tasks in Mathematics Education

Jia Tracy Shen, Michiharu Yamashita, Ethan Prihar +4

Since the introduction of the original BERT (i.e., BASE BERT), researchers have developed various customized BERT models with improved performance for specific domains and tasks by…

cs.CL2021

Classifying Math KCs via Task-Adaptive Pre-Trained BERT

Jia Tracy Shen, Michiharu Yamashita, Ethan Prihar +4

Educational content labeled with proper knowledge components (KCs) are particularly useful to teachers or content organizers. However, manually labeling educational content is labo…

cs.CV2020

Embedded Deep Bilinear Interactive Information and Selective Fusion for Multi-view Learning

Jinglin Xu, Wenbin Li, Jiantao Shen +5

As a concrete application of multi-view learning, multi-view classification improves the traditional classification methods significantly by integrating various views optimally. Al…