Keyphrase Extraction from Bengali Document using LSTM Recurrent Neural Network
Abstract—Keyphrases are single or multiple word phrases of a document which portrays the principal points of that document. These keyphrases help readers to get an overview of the document. In this paper, we proposed a system that uses Long Short-Term Memory (LSTM) Recurrent Neural Network (RNN) to automatically detect keyphrases from a document. We also implemented Multilayer Perceptron (MLP) network to compare the performance of our proposed LSTM approach. We applied several pre-processing steps on a document to generate the candidate keyphrases. Finally, we found better performance from our proposed approach with compared to the MLP network. Keywords—Keyphrase, Keyphrase extraction, Keywords, LSTM, RNN, MLP, Multi Layer Perceptron, Neural Network
Code (0)
등록된 구현이 없습니다.
Tasks
Keyphrase ExtractionSimilar Papers 제목 키워드 기반
Enhancing Keyphrase Extraction from Academic Articles with their Reference Information
With the development of Internet technology, the phenomenon of information overload is becoming more and more obvious. It takes a lot of time for users to obtain the information they need. However, keyphrases that summar…
ArticlesKeyphrase ExtractionEnd-to-End Optical Character Recognition for Bengali Handwritten Words
Optical character recognition (OCR) is a process of converting analogue documents into digital using document images. Currently, many commercial and non-commercial OCR systems exist for both handwritten and printed copie…
Optical Character RecognitionOptical Character Recognition (OCR)Local Word Vectors Guiding Keyphrase Extraction
Automated keyphrase extraction is a fundamental textual information processing task concerned with the selection of representative phrases from a document that summarize its content. This work presents a novel unsupervis…
Keyphrase ExtractionWord EmbeddingsTermITH-Eval: a French Standard-Based Resource for Keyphrase Extraction Evaluation
Keyphrase extraction is the task of finding phrases that represent the important content of a document. The main aim of keyphrase extraction is to propose textual units that represent the most important topics developed …
Keyphrase ExtractionKeyphrase Annotation with Graph Co-Ranking
Keyphrase annotation is the task of identifying textual units that represent the main content of a document. Keyphrase annotation is either carried out by extracting the most important phrases from a document, keyphrase …
Keyphrase Extraction