Search Results for author: Yinglong Ma

Found 5 papers, 0 papers with code

Learnable Dependency-based Double Graph Structure for Aspect-based Sentiment Analysis

no code implementations COLING 2022 Yinglong Ma, Yunhe Pang

Dependency tree-based methods might be susceptible to the dependency tree due to that they inevitably introduce noisy information and neglect the rich relation information between words.

Aspect-Based Sentiment Analysis Aspect-Based Sentiment Analysis (ABSA) +4

CEIL: A General Classification-Enhanced Iterative Learning Framework for Text Clustering

no code implementations20 Apr 2023 Mingjun Zhao, Mengzhen Wang, Yinglong Ma, Di Niu, Haijiang Wu

To address this issue, we propose CEIL, a novel Classification-Enhanced Iterative Learning framework for short text clustering, which aims at generally promoting the clustering performance by introducing a classification objective to iteratively improve feature representations.

Clustering Deep Clustering +3

HFT-ONLSTM: Hierarchical and Fine-Tuning Multi-label Text Classification

no code implementations18 Apr 2022 Pengfei Gao, Jingpeng Zhao, Yinglong Ma, Ahmad Tanvir, Beihong Jin

Many important classification problems in the real-world consist of a large number of closely related categories in a hierarchical structure or taxonomy.

Multi Label Text Classification Multi-Label Text Classification +1

Joint Embedding of Words and Category Labels for Hierarchical Multi-label Text Classification

no code implementations6 Apr 2020 Jingpeng Zhao, Yinglong Ma

Making full use of the relationship between parent category and child category in text classification task can greatly improve the performance of classification.

General Classification Multi Label Text Classification +2

An Efficient Approach to Learning Chinese Judgment Document Similarity Based on Knowledge Summarization

no code implementations6 Aug 2018 Yinglong Ma, Peng Zhang, Jiangang Ma

By utilizing domain ontologies for judgment documents, the core semantics of Chinese judgment documents is summarized based on knowledge blocks.

Semantic Similarity Semantic Textual Similarity

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