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63 search results found

Haystack ⭐ 12,474

🔍 LLM orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conversational agent chatbots.

Deep Tutorials For Pytorch ⭐ 1,392

In-depth tutorials for implementing deep learning models on your own with PyTorch.

Bert Extractive Summarizer ⭐ 1,096

Easy to use extractive text summarization with BERT

Pointer_summarizer ⭐ 859

pytorch implementation of "Get To The Point: Summarization with Pointer-Generator Networks"

Kenlg Reading ⭐ 393

Author: Wenhao Yu ([email protected]). ACM Computing Survey'22. Reading list for knowledge-enhanced text generation, with a survey.

Pytorch Vsumm Reinforce ⭐ 342

Unsupervised video summarization with deep reinforcement learning. AAAI'18.

Simplet5 ⭐ 305

simpleT5 is built on top of PyTorch-lightning⚡️ and Transformers🤗 that lets you quickly train your T5 models.

How To Use Transformers ⭐ 271

Transformers 库快速入门教程

Text2text ⭐ 268

Text2Text: Crosslingual NLP/G toolkit

Seq2seq Summarizer ⭐ 259

Pointer-generator reinforced seq2seq summarization in PyTorch

Adversarial_video_summary ⭐ 216

Unofficial PyTorch Implementation of SUM-GAN from "Unsupervised Video Summarization with Adversarial LSTM Networks" (CVPR 2017)

Neural Summ Cnndm Pytorch ⭐ 194

Neural abstractive summarization (seq2seq + copy (or pointer network) + coverage) in pytorch on CNN/Daily Mail

Text Summarizer Pytorch ⭐ 161

Pytorch implementation of "A Deep Reinforced Model for Abstractive Summarization" paper and pointer generator network

[NeurIPS'22 Spotlight] CoNT: Contrastive Neural Text Generation

Summarus ⭐ 140

Models for automatic abstractive summarization

Lecture Summarizer ⭐ 126

Lecture summarization with BERT

Nlp_toolkit ⭐ 101

Library of state-of-the-art models (PyTorch) for NLP tasks

Abstractive Text Summarization ⭐ 99

PyTorch implementation/experiments on Abstractive Text Summarization using Sequence-to-sequence RNNs and Beyond paper.

Unsupervised Extractive Summarization based on Position-Augmented Centrality

DSNet: A Flexible Detect-to-Summarize Network for Video Summarization

Leafnats ⭐ 75

Learning Framework for Neural Abstractive Text Summarization

Focusseq2seq ⭐ 75

[EMNLP 2019] Mixture Content Selection for Diverse Sequence Generation (Question Generation / Abstract Summarization)

PyTorch implementation of the ACCV 2018-AIU2018 paper Video Summarization with Attention

Effective_extractive_summarization ⭐ 66

Code for ACL 2019 paper: "Searching for Effective Neural Extractive Summarization: What Works and What's Next"

Bert_summarization_1 ⭐ 64

Tutorial for first time BERT users,

Code_summarization_public ⭐ 61

source code for 'Improving automatic source code summarization via deep reinforcement learning'

Bert Transformer For Summarization ⭐ 60

A BERT-Transformer network for abstractive text summarization

Text Summarization ⭐ 57

Text Summarization using Pointer Attention Models

Question And Answer Summary And Reasoning ⭐ 47

A project for summarization in tf2 and pytorch

Transformer Abstractive Summarization ⭐ 40

Code for the paper "Efficient Adaption of Pretrained Transformers for Abstractive Summarization"

Bert Abstractive Text Summarization ⭐ 36

Hmnet End To End Abstractive Summarization For Meetings ⭐ 36

"End-to-End Abstractive Summarization for Meetings" paper - Unofficial PyTorch Implementation

Pytorch_vsum Ptr Gan ⭐ 36

A PyTorch implementation of VSumPtrGAN

Nlp_workshop_odsc_europe20 ⭐ 36

Extensive tutorials for the Advanced NLP Workshop in Open Data Science Conference Europe 2020. We will leverage machine learning, deep learning and deep transfer learning to learn and solve popular tasks using NLP including NER, Classification, Recommendation \ Information Retrieval, Summarization, Classification, Language Translation, Q&A and Topic Models.

Control Over Copying ⭐ 31

(AAAI'20) The source code for the paper "Controlling the Amount of Verbatim Copying in Abstractive Summarization".

Awesome Multi Document Summarization ⭐ 29

A curated list of Multi-Document Summarization papers, articles, tutorials, slides , datasets, and projects

Pytorch Twitch Lol ⭐ 27

PyTorch implementation of Video Summarization on Twitch (LOL) dataset

Control Over Copying ⭐ 24

(AAAI'20) The source code for the paper "Controlling the Amount of Verbatim Copying in Abstractive Summarization".

Farmer Call Center ⭐ 22

AI-based voice-assisted Contact Center for assisting Farmers for their problems.

The dataset and PyTorch Implementation for ACL 2020 paper "MATINF: A Jointly Labeled Large-Scale Dataset for Classification, Question Answering and Summarization".

Deepchannel ⭐ 20

The pytorch implementation of paper "DeepChannel: Salience Estimation by Contrastive Learning for Extractive Document Summarization"

Video Summarization Pytorch ⭐ 20

IMPLEMENT AAAI 2018 - Unsupervised video summarization with deep reinforcement learning (PyTorch)

Transformer Summarization ⭐ 18

Abstractive summarization model based on pure transformer architecture

Neu Compression Sum ⭐ 18

Joint Extraction & Compression text Summarization

Abstractive Text Summarization ⭐ 17

Contrastive Attention Mechanism for Abstractive Text Summarization

Pointer Generator ⭐ 17

Pytorch implementation of the ACL paper 'Get To The Point: Summarization with Pointer-Generator Networks (See et al., 2017)', adapted to a Korean dataset

Pytorch Vslud ⭐ 14

This is the implementation of the paper Video Summarization by Learning from Unpaired Data(CVPR2019)

Official implementation of the ACL 2022 paper "Learning Non-Autoregressive Models from Search for Unsupervised Sentence Summarization"

Pytorch_mtl ⭐ 13

Multi-task learning of Abstractive Summarization with Entailment Generation implemented using PyTorch

Text_summarization ⭐ 11

Text summarization with python and transformer

Seass Pytorch ⭐ 10

Pytorch implementation for paper "Selective Encoding for Abstractive Sentence Summarization"

T5 Text To Text Transfer Transformer ⭐ 9

Demo of the T5 model for various pre-trained task.

The code repository for NAACL 2021 paper "AdaptSum: Towards Low-Resource Domain Adaptation for Abstractive Summarization".

Textsum Transformer ⭐ 9

Transformer for text summarization implemented in pytorch

Auto Research ⭐ 8

Generate custom detailed survey paper with topic clustered sections and proper citations, from just a single query in just under 30 mins !!

Extreme Summarization Of Source Code ⭐ 8

Implementation of 'A Convolutional Attention Network for Extreme Summarization of Source Code' in PyTorch using TorchText

Textsummarization ⭐ 7

Text Summarization in Pytorch The aim of this project is to build a text summarizer that summarize Amazon Reviews.

Bert4summary ⭐ 6

credit to shifangping

Refreshextractiveneuralsummarizer ⭐ 6

Pytorch implementation of Refresh, a neural extractive summarization model

Get To The Point Summarization With Pointer Generator Networks ⭐ 5

Pytorch implementation of Get To The Point: Summarization with Pointer-Generator Networks (2017) by Abigail See et al.

Control Sum Cmdp ⭐ 5

Source code of our TACL paper "Controllable Summarization with Constrained Markov Decision Process"

Deep Summarization Toolkit ⭐ 5

A toolkit designed to simplify summarization research

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