title	emoji	colorFrom	colorTo	sdk	python_version	app_file	pinned
Multi Label Summary Text	📚	indigo	gray	streamlit	3.9.13	app.py	false

Interactive version

This app is hosted on HuggingFace spaces: https://huggingface.co/spaces/pleonova/multi-label-summary-text

Objective

The goal of this app is to identify multiple relevant labels for long text.

Model

facebook/bart-large-mnli zero-shot transfer-learning summarizer and classifier

Approach

Updating the head of the neural network, we can use the same pretrained bart model to first summarize our long text by first splitting out our long text into chunks of 1024 tokens and then generating a summary for each of the text chunks. Next, all the summaries are concanenated and the bart model is used classify the summarized text. Alternatively, one can also classify the whole text as is.