Automated phrase mining from massive text corpora

J Shang, J Liu, M Jiang, X Ren… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
As one of the fundamental tasks in text analysis, phrase mining aims at extracting quality
phrases from a text corpus and has various downstream applications including information …

Language model as an annotator: Unsupervised context-aware quality phrase generation

Z Zhang, Y Zuo, C Lin, J Wu - Knowledge-Based Systems, 2024 - Elsevier
Phrase mining is a fundamental text mining task that aims to identify quality phrases from
context. Nevertheless, the scarcity of extensive gold labels datasets, demanding substantial …

Community answer generation based on knowledge graph

Y Wu, S Zhao - Information Sciences, 2021 - Elsevier
Abstract Community Question Answering (CQA) has become an indispensable way for
modern people to share and acquire knowledge. It allows users to ask questions, which will …

An efficient method for high quality and cohesive topical phrase mining

B Li, X Yang, R Zhou, B Wang, C Liu… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
A phrase is a natural, meaningful, and essential semantic unit. In topic modeling, visualizing
phrases for individual topics is an effective way to explore and understand unstructured text …

Efficiently mining high quality phrases from texts

B Li, X Yang, B Wang, W Cui - Proceedings of the AAAI Conference on …, 2017 - ojs.aaai.org
Phrase mining is a key research problem for semantic analysis and text-based information
retrieval. The existing approaches based on NLP, frequency, and statistics cannot extract …

A pseudo-document-based topical N-grams model for short texts

H Lin, Y Zuo, G Liu, H Li, J Wu, Z Wu - World Wide Web, 2020 - Springer
In recent years, short text topic modeling has drawn considerable attentions from
interdisciplinary researchers. Various customized topic models have been proposed to …

Interdisciplinary Subject Recognition Based on Feature Measurement and PhraseLDA Model——Case Study of Nanotechnology in Agricultural Environment

Z Zhenqing, S Wei - Data Analysis and Knowledge …, 2023 - manu44.magtech.com.cn
[Objective] This paper aims to identify the interdisciplinary subjects based on the feature
measure method and the PhraseLDA model.[Methods] First, we analyzed the subjects' …

[PDF][PDF] A Phrase Topic Model Based on Distributed Representation.

J Ma, J Cheng, L Zhang, L Zhou… - Computers, Materials & …, 2020 - cdn.techscience.cn
Traditional topic models have been widely used for analyzing semantic topics from
electronic documents. However, the obvious defects of topic words acquired by them are …

Phrase-level pairwise topic modeling to uncover helpful peer responses to online suicidal crises

M Jiang, BA Ammerman, Q Zeng, R Jacobucci… - Humanities and Social …, 2020 - nature.com
Suicide is a serious public health problem; however, suicides are preventable with timely,
evidence-based interventions. Social media platforms have been serving users who are …

Automated context-aware phrase mining from text corpora

X Zhang, Q Li, C Li, H Chen - … , DASFAA 2021, Taipei, Taiwan, April 11–14 …, 2021 - Springer
Phrase mining aims to automatically extract high-quality phrases from a given corpus, which
serves as the essential step in transforming unstructured text into structured information …