activity
20202025
most citedBOND: BERT-Assisted Open-Domain Named Entity Recognition with Distant Supervision

118 citations · 123 across the 7 of their papers we have counts for

collaborators

7 papers

cs.IR2025

Taxonomy-based Negative Sampling In Personalized Semantic Search for E-commerce

Uthman Jinadu, Siawpeng Er, Le Yu +4

Large retail outlets offer products that may be domain-specific, and this requires having a model that can understand subtle differences in similar items. Sampling techniques used…

stat.ML2022★ 1 cited

Benefits of Overparameterized Convolutional Residual Networks: Function Approximation under Smoothness Constraint

Hao Liu, Minshuo Chen, Siawpeng Er +3

Overparameterized neural networks enjoy great representation power on complex data, and more importantly yield sufficiently smooth output, which is crucial to their generalization…

cs.LG2022★ 1 cited

Deep Learning Assisted End-to-End Synthesis of mm-Wave Passive Networks with 3D EM Structures: A Study on A Transformer-Based Matching Network

Siawpeng Er, Edward Liu, Minshuo Chen +4

This paper presents a deep learning assisted synthesis approach for direct end-to-end generation of RF/mm-wave passive matching network with 3D EM structures. Different from prior…

cs.CL2021★ 2 cited

Self-Training with Differentiable Teacher

Simiao Zuo, Yue Yu, Chen Liang +5

Self-training achieves enormous success in various semi-supervised and weakly-supervised learning tasks. The method can be interpreted as a teacher-student framework, where the tea…

cs.LG2021★ 1 cited

COUnty aggRegation mixup AuGmEntation (COURAGE) COVID-19 Prediction

Siawpeng Er, Shihao Yang, Tuo Zhao

The global spread of COVID-19, the disease caused by the novel coronavirus SARS-CoV-2, has cast a significant threat to mankind. As the COVID-19 situation continues to evolve, pred…

cs.LG2020

Residual Network Based Direct Synthesis of EM Structures: A Study on One-to-One Transformers

David Munzer, Siawpeng Er, Minshuo Chen +4

We propose using machine learning models for the direct synthesis of on-chip electromagnetic (EM) passive structures to enable rapid or even automated designs and optimizations of…

cs.CL2020★ 118 cited

BOND: BERT-Assisted Open-Domain Named Entity Recognition with Distant Supervision

Chen Liang, Yue Yu, Haoming Jiang +4

We study the open-domain named entity recognition (NER) problem under distant supervision. The distant supervision, though does not require large amounts of manual annotations, yie…