Text summarization by abstractive methods

[kanishk-23]

Title

Text summarization by abstractive methods

Team Name

Fantastic 4

Email

202103005@daiict.ac.in

Team Member 1 Name

Kanishk Dad

Team Member 1 Id

202103005@daiict.ac.in

Team Member 2 Name

Dhyey Patel

Team Member 2 Id

202103053@daiict.ac.in

Team Member 3 Name

Dhruv Limbad

Team Member 3 Id

202101263@daiict.ac.in

Team Member 4 Name

Aarzoo Khambhoo

Team Member 4 Id

202103026@daiict.ac.in

Category

Reproducibility

Problem Statement

We will be working on abstractive text summarization of news articles and will try to optimize it.

Evaluation Strategy

ROUGE score

Dataset

https://huggingface.co/datasets/abisee/cnn_dailymail

Resources

chrome-extension://efaidnbmnnnibpcajpcglclefindmkaj/https://arxiv.org/pdf/1611.04230v1

[parth126]

• Suggested using a NN based summarization instead of RL
• Reference: Get To The Point: Summarization with Pointer-Generator Networks (https://github.com/abisee/pointer-generator)

[parth126]

The project will be of reproducibility category The group will choose between summarunner and pointer generator network