Browsing Computer Science by Supervisor "Lin, Jimmy"
Now showing items 21-26 of 26
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Neural Text Generation from Structured and Unstructured Data
(University of Waterloo, 2019-08-28)A number of researchers have recently questioned the necessity of increasingly complex neural network (NN) architectures. In particular, several recent papers have shown that simpler, properly tuned models are at least ... -
Serverless Data Analytics with Flint
(University of Waterloo, 2018-08-30)Serverless architectures organized around loosely-coupled function invocations represent an emerging design for many applications. Recent work mostly focuses on user-facing products and event-driven processing pipelines. ... -
Simple Convolutional Neural Networks with Linguistically-Annotated Input for Answer Selection in Question Answering
(University of Waterloo, 2018-08-10)With the advent of deep learning methods, researchers have been increasingly preferring deep learning methods over decades-old feature-engineering-inspired work in Natural Language Processing (NLP). The research community ... -
Total Relation Recall: High-Recall Relation Extraction
(University of Waterloo, 2021-04-28)As Knowledge Graphs (KGs) become important in a wide range of applications, including question-answering and recommender systems, more and more enterprises have recognized the value of constructing KGs with their own data. ... -
Towards Effective Utilization of Pretrained Language Models — Knowledge Distillation from BERT
(University of Waterloo, 2020-09-02)In the natural language processing (NLP) literature, neural networks are becoming increasingly deeper and more complex. Recent advancements in neural NLP are large pretrained language models (e.g. BERT), which lead to ... -
Unsupervised Syntactic Structure Induction in Natural Language Processing
(University of Waterloo, 2021-09-07)This work addresses unsupervised chunking as a task for syntactic structure induction, which could help understand the linguistic structures of human languages especially, low-resource languages. In chunking, words of a ...