priyansh4320/Abstractive-Text-Summarization-Enhancing-Sequence-to-Sequence-Models-Using-Word-Sense-Disambiguatio
This repository contains code and resources for abstractive text summarization (TS) using a novel framework that leverages knowledge-based word sense disambiguation (WSD) and semantic content generalization to enhance the performance of sequence-to-sequence (seq2seq) neural-based TS.
This project helps content creators, researchers, and analysts quickly get human-readable summaries from lengthy single-document texts. It takes in a full document and a taxonomy of concepts to produce a concise summary, making it easier to grasp key information without reading the entire original source. This is for anyone who needs to understand or convey the essence of long articles, reports, or research papers efficiently.
No commits in the last 6 months.
Use this if you need to automatically generate clear, concise summaries from single, complex documents, especially if those documents contain ambiguous or rare words.
Not ideal if you need to summarize multiple documents simultaneously or if your primary goal is to extract specific sentences rather than generate new summary text.
Stars
14
Forks
—
Language
Jupyter Notebook
License
—
Category
Last pushed
Sep 29, 2023
Commits (30d)
0
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/transformers/priyansh4320/Abstractive-Text-Summarization-Enhancing-Sequence-to-Sequence-Models-Using-Word-Sense-Disambiguatio"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
Higher-rated alternatives
abelriboulot/onnxt5
Summarization, translation, sentiment-analysis, text-generation and more at blazing speed using...
pszemraj/textsum
CLI & Python API to easily summarize text-based files with transformers
rojagtap/transformer-abstractive-summarization
Abstractive Text Summarization using Transformer
HHousen/DocSum
A tool to automatically summarize documents abstractively using the BART or PreSumm Machine...
abhilash1910/LongPegasus
LongPegasus package is used for inducing longformer self attention over base pegasus abstractive...