Search Results for author: Wenchuan Mu

Found 5 papers, 1 papers with code

Towards Precise Observations of Neural Model Robustness in Classification

no code implementations25 Apr 2024 Wenchuan Mu, Kwan Hui Lim

In deep learning applications, robustness measures the ability of neural models that handle slight changes in input data, which could lead to potential safety hazards, especially in safety-critical applications.

Classification

Label-Free Topic-Focused Summarization Using Query Augmentation

no code implementations25 Apr 2024 Wenchuan Mu, Kwan Hui Lim

This study introduces a novel method, Augmented-Query Summarization (AQS), for topic-focused summarization without the need for extensive labelled datasets, leveraging query augmentation and hierarchical clustering.

Decision Making

Similarity between Units of Natural Language: The Transition from Coarse to Fine Estimation

no code implementations25 Oct 2022 Wenchuan Mu

My research goal in this thesis is to develop regression models that account for similarities between language units in a more refined way.

regression

Revision for Concision: A Constrained Paraphrase Generation Task

no code implementations25 Oct 2022 Wenchuan Mu, Kwan Hui Lim

Academic writing should be concise as concise sentences better keep the readers' attention and convey meaning clearly.

Paraphrase Generation Sentence

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