abstractive-text-summarization

There are 26 repositories under abstractive-text-summarization topic.

mathsyouth / awesome-text-summarization
A curated list of resources dedicated to text summarization
abstractive-text-summarization deep-learning extractive-text-summarization machine-learning natural-language-processing nlp text-mining
1533
yaserkl / RLSeq2Seq
Deep Reinforcement Learning For Sequence to Sequence Models
abstractive-text-summarization actor-critic nlp pointer-generator policy-gradient reinforcement-learning
Language:Python 766
theamrzaki / text_summurization_abstractive_methods
Multiple implementations for abstractive text summurization , using google colab
abstractive-text-summarization ai artificial-intelligence deep-learning deeplearning encoder-decoder google-colab google-colaboratory machine-learning machinelearning nlp pointer-generator policy-gradient reinforcement-learning rnn seq2seq tensorflow text-summarization word2vec
Language:Jupyter Notebook 526
santhoshkolloju / Abstractive-Summarization-With-Transfer-Learning
Abstractive summarisation using Bert as encoder and Transformer Decoder
bert summarization abstractive-summarization abstractive-text-summarization bert-model transformer transfer-learning nlp nlg
Language:Python 407
csebuetnlp / xl-sum
This repository contains the code, data, and models of the paper titled "XL-Sum: Large-Scale Multilingual Abstractive Summarization for 44 Languages" published in Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021.
abstractive-text-summarization text-summarization text-summarisation abstractive-summarization multilingual multilinguality multilingual-text-summarization low-resource-languages dataset summarization-dataset summarization-corpora text-summarization-dataset text-summarization-model low-resource-summarization low-resource-text-summarizarion multilingual-summarization machine-learning deep-learning
Language:Python 252
JRC1995 / Abstractive-Summarization
Implementation of abstractive summarization using LSTM in the encoder-decoder architecture with local attention.
abstractive-text-summarization nlp deep-learning encoder-decoder attention-mechanism local-attention tensorflow lstm
Language:Jupyter Notebook 167
rojagtap / transformer-abstractive-summarization
Abstractive Text Summarization using Transformer
tensorflow deep-learning natural-language-processing nlp abstractive-text-summarization summarization transformers
Language:Jupyter Notebook 162
abrazinskas / Copycat-abstractive-opinion-summarizer
ACL 2020 Unsupervised Opinion Summarization as Copycat-Review Generation
summarization machine-learning natural-language-processing natural-language-generation deep-learning algorithms data-science abstractive-text-summarization abstractive-summarization reviews amazon yelp opinion-summarization vae
Language:Python 99
HHousen / DocSum
A tool to automatically summarize documents abstractively using the BART or PreSumm Machine Learning Model.
machine-learning nlp summarization automatic-summarization python pdf xml-parser abstractive-summarization abstractive-text-summarization text-summarization bart xml transformers
Language:Python 66
rktamplayo / PlanSum
[AAAI2021] Unsupervised Opinion Summarization with Content Planning
sentiment-analysis text-generation reviews yelp rotten-tomatoes amazon opinions text-summarization summarization opinion-mining unsupervised-learning natural-language-generation abstractive-summarization abstractive-text-summarization opinion-summarization content-planning
Language:Python 32
IlyaGusev / gazeta
Gazeta: Dataset for automatic summarization of Russian news / Газета: набор данных для автоматического реферирования на русском языке
russian-language summarization machine-learning dataset text-summarization abstractive-text-summarization abstractive-summarization abstractive-summarization-dataset text-summarisation summarization-dataset summarization-corpora
Language:Python 30
nc-ai / MultimodalSum
[ACL-IJCNLP 2021] Self-Supervised Multimodal Opinion Summarization
acl2021 pytorch self-supervised multimodal opinion-summarization reviews yelp amazon summarization abstractive-summarization abstractive-text-summarization self-supervised-learning multi-modal
Language:Python 23
rktamplayo / DenoiseSum
[ACL2020] Unsupervised Opinion Summarization with Noising and Denoising
opinion-mining opinions sentiment-analysis summarization text-summarization opinion-summarization abstractive-summarization rotten-tomatoes yelp unsupervised-learning abstractive-text-summarization reviews text-generation document-summarization natural-language-generation
Language:Python 20
domyounglee / Transformer-Summarization
An optimized Transformer based abstractive summarization model with Tensorflow
abstractive-summarization abstractive-text-summarization summarization tensorflow transformer transformer-models
Language:Python 16
SumSimple
AmirTahaMim / SumSimple
SumSimple is a FastAPI-based text summarization service using traditional, non-LLM algorithms like SumBasic, Luhn, Edmundson, LexRank, TextRank, and LSA.
nlp sumy textsummarization abstractive-text-summarization low-resource-text-summarizarion summarization text-summarisation
Language:Python 15
Developer-Zer0 / Get-To-The-Point-Summarization-with-Pointer-Generator-Networks
Pytorch implementation of Get To The Point: Summarization with Pointer-Generator Networks (2017) by Abigail See et al.
pytorch pointer-generator abstractive-text-summarization
Language:Jupyter Notebook 14
lipiji / data-summ-cnn_dailymail
non-anonymized cnn/dailymail dataset for text summarization
abstractive-text-summarization cnn-dailymail dataset summarization
Language:Python 13
soni-ratnesh / compendium
Generates summary of a given news article. Used attention seq2seq encoder decoder model.
pytorch torchtext text-summarization gru seq2seq-attn attention-seq2seq abstractive-text-summarization
Language:Jupyter Notebook 10
Jaswanth-Devarinti / meeting_summerizer
Speaker Diarization + Speech to text + abstract summerization
meeting-summarization speaker-diarization speech-to-text abstractive-text-summarization
Language:HTML 7
sharad461 / nepali-abstractive-summarization
Abstractive Summarization in the Nepali language
abstractive-text-summarization data nepali nepali-nlp
Language:Python 7
LaurentVeyssier / Abstractive-Text-Summarization-model-in-Keras
Abstractive Text Summarization using Transformer model
abstractive-text-summarization attention-is-all-you-need keras nlp transformer-architecture
Language:Jupyter Notebook 6
nikhibdg / Abstractive-Text-Summarization-using-Seq2Seq-RNN
Abstractiv Text Summarization
seq2seq-rnn deep-learning abstractive-text-summarization natural-language-processing machine-learning
Language:Python 6
swayam01 / tf2.0_abstractive_summarisation
tensorflow2 implementation of se2seq with attention for context generation
tensorflow2 keras abstractive-text-summarization attention decoder deep-learning
Language:Jupyter Notebook 6
mustafa-mun / text-summarization-API
abstractive-text-summarization extractive-text-summarization flask-api python summarization translation
Language:Python 5
AdrienBenamira / Scrib-AI-model-pytorch
Text summarization with human feed-back
nlp pytorch abstractive-text-summarization tutorial work-in-progress
Language:Jupyter Notebook 4
theamrzaki / eazymind
An ai-as-a-service for abstractive text summarizaion
ai nlp text-sumarization deep-learning machine-learning abstractive-text-summarization
Language:Python 4
shouryashashank / abstract-summary
Corner stone seq2seq with attention (using bidirectional ltsm )
tensorflow deeplearning nlp machine-learning seq2seq deep-learning rnn encoder-decoder word2vec text-summarization pointer-generator abstractive-text-summarization
Language:Jupyter Notebook 3
vaibhavz2402 / abstractive-text-summarization
Abstractive Text Summarization of Amazon reviews. Using LSTM model summary of full review is abstracted
text-summarization lstm lstm-model abstractive-text-summarization amazon-reviews deep-learning nltk nlp
Language:Jupyter Notebook 3
ZohaibRamzan / Text-Summarization-using-Deep-Learning-in-Python
Prepare Text Reviews Summary
abstractive-text-summarization deeplearning attention-lstm
Language:Jupyter Notebook 3
AjNavneet / BART-Text-Summarization
Abstractive text summarisation using BART model on articles data.
abstractive-text-summarization articles-summaries bart
Language:Jupyter Notebook 2
GauravG-20 / Abstractive-Text-Summarization
Abstractive text summarization generates a shorter version of a given sentence while attempting to preserve its contextual meaning. In our approach we model the problem using an attentional encoder decoder which ensures that the decoder focuses on the appropriate input words at each step of our generation.
abstractive-text-summarization encoder-decoder-model jupyter-notebook nlp-machine-learning seq2seq-model bag-of-words
Language:Jupyter Notebook 2
jaotheboss / Abstractive-Summarisation
Using a deep learning model that takes advantage of LSTM and a custom Attention layer, we create an algorithm that is able to train on reviews and existent summaries to churn out and generate brand new summaries of its own.
attention-layer attention-mechanism abstractive-summarization abstractive-text-summarization text summary summarisation
Language:Python 2
pthompso77 / MARCA-Reading-Aide
Summarizing text to extract key ideas and arguments
natural-language artificial-intelligence summarization neural-network sequence-to-sequence abstractive-text-summarization machine-learning glove-embeddings nlp-machine-learning web-application python
Language:Python 2
R-aryan / Text-Summarization-Using-T5
perfroming abstractive text summariztion task using T5, and serving it via REST API
natural-language-processing transformers attention-model transfer-learning text-summarization abstractive-text-summarization t5-model pytorch fine-tuning python3 rest-api flask deep-learning text-to-text-transfer-transformer
Language:Python 2
tafseer-nayeem / NeuFuse
[Computer Speech & Language, Elsevier] - Neural Sentence Fusion for Diversity Driven Abstractive Multi-Document Summarization.
sentence-fusion abstractive-summarization multi-document-summarization neural-sentence-fusion summarization-dataset abstractive-text-summarization abstractive-summarization-dataset
Language:Python 2
CODING-Enthusiast9857 / Abstractive_Text_Summarization
Transforming lengthy textual content into concise and meaningful summaries is the essence of this project. Leveraging the power of the Pegasus model, our abstractive text summarization repository aims to distill complex information into succinct and coherent summaries. Pegasus, state-of-the-art pre-trained model, excel in generating human like text
abstractive-text-summarization ai dl ml nlp pegasus python summary text-summarization pegasus-xsum
Language:HTML 1

abstractive-text-summarization

mathsyouth / awesome-text-summarization

yaserkl / RLSeq2Seq

theamrzaki / text_summurization_abstractive_methods

santhoshkolloju / Abstractive-Summarization-With-Transfer-Learning

csebuetnlp / xl-sum

JRC1995 / Abstractive-Summarization

rojagtap / transformer-abstractive-summarization

abrazinskas / Copycat-abstractive-opinion-summarizer

HHousen / DocSum

rktamplayo / PlanSum

IlyaGusev / gazeta

nc-ai / MultimodalSum

rktamplayo / DenoiseSum

domyounglee / Transformer-Summarization

AmirTahaMim / SumSimple

Developer-Zer0 / Get-To-The-Point-Summarization-with-Pointer-Generator-Networks

lipiji / data-summ-cnn_dailymail

soni-ratnesh / compendium

Jaswanth-Devarinti / meeting_summerizer

sharad461 / nepali-abstractive-summarization

LaurentVeyssier / Abstractive-Text-Summarization-model-in-Keras

nikhibdg / Abstractive-Text-Summarization-using-Seq2Seq-RNN

swayam01 / tf2.0_abstractive_summarisation

mustafa-mun / text-summarization-API

AdrienBenamira / Scrib-AI-model-pytorch

theamrzaki / eazymind

shouryashashank / abstract-summary

vaibhavz2402 / abstractive-text-summarization

ZohaibRamzan / Text-Summarization-using-Deep-Learning-in-Python

AjNavneet / BART-Text-Summarization

GauravG-20 / Abstractive-Text-Summarization

jaotheboss / Abstractive-Summarisation

pthompso77 / MARCA-Reading-Aide

R-aryan / Text-Summarization-Using-T5

tafseer-nayeem / NeuFuse

CODING-Enthusiast9857 / Abstractive_Text_Summarization