ISSN 2394-5125
 

Research Article 


THE COMPARATIVE ANALYSIS WITH BERT AND ELMOMETHODS FOR MOVIE REVIEWS PREDICTION USING NLP

Shubham Khera, Manish Kumar.

Abstract
ELMo follows more traditional design and uses LSTMs for its computation of word embeddings while state of the art
BERT uses Transformers which involves in two approach for the language modellng. The ELMo uses two layers each of
them consists of forward and backward pass to compute the intermediate word vectors. It helps the ELMo to achieve
high efficiency compared to other traditional language models. On the other hand, the BERT uses the transformer for the
same thing the ELMo does. But instead of having two separate forward and backward pass layer, it uses single layer and
analyses the a given sentence from both sides using the unique masking technique. In the masking technique random
words are masked in order to prevent the model to see the word indirectly to itself only. The dataset IMDB Large Movie
Review Dataset used to compare the two different models is a well-balanced dataset which is hosted by the Stanford
University, US. It consists of variety of strings that help us to check performance of the language model in handling
different context of the situation. The main comparison factor in it is the accuracy which is the benchmark of this
research.

Key words: Natural Language Processing, IMDB Movies Reviews, Bert and ELMo method.


 
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Pubmed Style

Shubham Khera, Manish Kumar. THE COMPARATIVE ANALYSIS WITH BERT AND ELMOMETHODS FOR MOVIE REVIEWS PREDICTION USING NLP. JCR. 2020; 7(9): 2416-2424. doi:10.31838/jcr.07.09.390


Web Style

Shubham Khera, Manish Kumar. THE COMPARATIVE ANALYSIS WITH BERT AND ELMOMETHODS FOR MOVIE REVIEWS PREDICTION USING NLP. http://www.jcreview.com/?mno=107473 [Access: May 30, 2021]. doi:10.31838/jcr.07.09.390


AMA (American Medical Association) Style

Shubham Khera, Manish Kumar. THE COMPARATIVE ANALYSIS WITH BERT AND ELMOMETHODS FOR MOVIE REVIEWS PREDICTION USING NLP. JCR. 2020; 7(9): 2416-2424. doi:10.31838/jcr.07.09.390



Vancouver/ICMJE Style

Shubham Khera, Manish Kumar. THE COMPARATIVE ANALYSIS WITH BERT AND ELMOMETHODS FOR MOVIE REVIEWS PREDICTION USING NLP. JCR. (2020), [cited May 30, 2021]; 7(9): 2416-2424. doi:10.31838/jcr.07.09.390



Harvard Style

Shubham Khera, Manish Kumar (2020) THE COMPARATIVE ANALYSIS WITH BERT AND ELMOMETHODS FOR MOVIE REVIEWS PREDICTION USING NLP. JCR, 7 (9), 2416-2424. doi:10.31838/jcr.07.09.390



Turabian Style

Shubham Khera, Manish Kumar. 2020. THE COMPARATIVE ANALYSIS WITH BERT AND ELMOMETHODS FOR MOVIE REVIEWS PREDICTION USING NLP. Journal of Critical Reviews, 7 (9), 2416-2424. doi:10.31838/jcr.07.09.390



Chicago Style

Shubham Khera, Manish Kumar. "THE COMPARATIVE ANALYSIS WITH BERT AND ELMOMETHODS FOR MOVIE REVIEWS PREDICTION USING NLP." Journal of Critical Reviews 7 (2020), 2416-2424. doi:10.31838/jcr.07.09.390



MLA (The Modern Language Association) Style

Shubham Khera, Manish Kumar. "THE COMPARATIVE ANALYSIS WITH BERT AND ELMOMETHODS FOR MOVIE REVIEWS PREDICTION USING NLP." Journal of Critical Reviews 7.9 (2020), 2416-2424. Print. doi:10.31838/jcr.07.09.390



APA (American Psychological Association) Style

Shubham Khera, Manish Kumar (2020) THE COMPARATIVE ANALYSIS WITH BERT AND ELMOMETHODS FOR MOVIE REVIEWS PREDICTION USING NLP. Journal of Critical Reviews, 7 (9), 2416-2424. doi:10.31838/jcr.07.09.390