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Chapter and Conference Paper
Optimizing Relation Extraction Based on the Type Tag of Named Entity
Using the named entity’s type tag to construct a unique vector for a class of named entities can solve the problem that named entities are too scattered in the semantic space. In the relation extraction task, ...
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Chapter and Conference Paper
HDP-TUB Based Topic Mining Method for Chinese Micro-blogs
Topic models are important tools for mining the potential topics of text. However, the existing topic model is mostly derived from latent Dirichlet allocation (LDA), which requires the number of topics to be s...
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Chapter and Conference Paper
Attention-Based Bi-LSTM for Chinese Named Entity Recognition
As an integral part of deep learning, attention mechanism and bi-directional long short-term memory (Bi-LSTM) are widely used in the field of NLP (natural language processing) and their effectiveness has been ...
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Chapter and Conference Paper
Research on Construction Method of Chinese NT Clause Based on Attention-LSTM
The correct definition and recognition of sentences is the basis of NLP. For the characteristics of Chinese text structure, the theory of NT clause was proposed from the perspective of micro topics. Based on ...
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Chapter and Conference Paper
Resolution of Personal Pronoun Anaphora in Chinese Micro-blog
Anaphora resolution plays an important role in Chinese micro-blog information mining. Based on the linguistic features of personal pronouns in Chinese micro-blog texts, this paper proposes a multi-strategy me...
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Chapter and Conference Paper
Applying Chinese Semantic Collocation Knowledge to Semantic Error Reasoning
The knowledge of Chinese semantic collocation plays an important role in Chinese semantic understanding. Based on the investigation of the existing semantic collocation knowledge base, this article proposes a...
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Chapter and Conference Paper
A Classification Method for Chinese Word Semantic Relations Based on TF-IDF and CNN
The classification of semantic relations between words is an important part of semantic analysis in natural language research. The automatic achievement of this classification is of significance to constructi...
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Chapter and Conference Paper
Chinese Text Proofreading Model of Integration of Error Detection and Error Correction
In text proofreading area, the error detection and error correction are reversible process to each other. In this paper, considering them in the same angle, we put forward an idea of “scattered string concentr...