Measuring Semantic Similarity Between Sentences Using a Siamese Neural Network

被引:0
|
作者
Ichida, Alexandre Yukio [1 ]
Meneguzzi, Felipe [1 ]
Ruiz, Duncan D. [1 ]
机构
[1] Pontificia Univ Catolica Rio Grande do Sul, Porto Alegre, RS, Brazil
关键词
Neural networks; word embedding; recurrent neural network; GRU; metric learning; siamese neural networks; semantic analysis;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The task of measure semantic redundancy between sentences demands a thorough interpretation from the reader because phrase meaning may be ambiguous. Detecting semantic similarity is a difficult problem because natural language, besides ambiguity, offers almost infinite possibilities to express the same idea. This paper adapts a siamese neural network architecture trained to measure the semantic similarity between two sentences through metric learning. The resulting solution should help in writing more efficient and informative text.
引用
收藏
页数:7
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