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8 changes: 4 additions & 4 deletions hebert-sentiment-analysis-inference-docker-lambda/README.md
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## Serverless HeBERT Model Serving for sentiment analysis in Hebrew
## Serverless HeBERT Model Serving for Sentiment Analysis in Hebrew

This example illustrates how to serve HeBERT model on Lambda Function for sentiment analysis in Hebrew.
This example illustrates how to serve HeBERT model on a Lambda Function for sentiment analysis in Hebrew.

### HeBERT: Pre-trained BERT for Polarity Analysis and Emotion Recognition

HeBERT is a Hebrew pretrained language model. It is based on Google's BERT architecture and it is BERT-Base config
HeBERT is a Hebrew pretrained language model. It is based on Google's BERT architecture and it is BERT-Based config.

Chriqui, A., & Yahav, I. (2021). HeBERT & HebEMO: a Hebrew BERT Model and a Tool for Polarity Analysis and Emotion Recognition. arXiv preprint arXiv:2102.01909.
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Expand All @@ -18,7 +18,7 @@ Chriqui, A., & Yahav, I. (2021). HeBERT & HebEMO: a Hebrew BERT Model and a Tool

[Link to GitHub repository](https://github.com/avichaychriqui/HeBERT)

This project contains source code and supporting files for a serverless application that you can deploy with the SAM CLI. It includes the following files and folders.
This project contains source code and supporting files for a serverless application that you can deploy with the SAM CLI. It includes the following files and folders:

- app - Code for the application's Lambda function.
- events - Invocation events that you can use to invoke the function.
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