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726 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.

Nlp_course ⭐ 9,139

YSDA course in Natural Language Processing

Module for automatic summarization of text documents and HTML pages.

Pytextrank ⭐ 2,112

Python implementation of TextRank algorithms ("textgraphs") for phrase extraction

Textteaser ⭐ 1,950

TextTeaser is an automatic summarization algorithm.

Rl4lms ⭐ 1,911

A modular RL library to fine-tune language models to human preferences

Pegasus ⭐ 1,523

Deep Tutorials For Pytorch ⭐ 1,392

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

Nlp Models Tensorflow ⭐ 1,329

Gathers machine learning and Tensorflow deep learning models for NLP problems, 1.13 < Tensorflow < 2.0

Sotawhat ⭐ 1,280

Returns latest research results by crawling arxiv papers and summarizing abstracts. Helps you stay afloat with so many new papers everyday.

Awesome Text Summarization ⭐ 1,179

The guide to tackle with the Text Summarization

Bert Extractive Summarizer ⭐ 1,096

Easy to use extractive text summarization with BERT

Summarization Papers ⭐ 922

Summarization Papers

Pointer_summarizer ⭐ 859

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

Textrank ⭐ 836

TextRank implementation for Python 3.

Node Summary ⭐ 699

Node module that summarizes text using a naive summarization algorithm

Textrank ⭐ 687

Python implementation of TextRank algorithm for automatic keyword extraction and summarization using Levenshtein distance as relation between text units. This project is based on the paper "TextRank: Bringing Order into Text" by Rada Mihalcea and Paul Tarau. https://web.eecs.umich.edu/~mihalcea/papers/mihalc

Berkeley Doc Summarizer ⭐ 665

The Berkeley Document Summarizer is a learning-based, single-document summarization system that extracts source document content, exploits syntactic information to compress it, and uses coreference constraints to ensure clarity.

Scitldr ⭐ 631

Dr Doc Search ⭐ 597

Converse with book - Built with GPT-3

Fastrag ⭐ 591

Efficient Retrieval Augmentation and Generation Framework

Text Summarization Tensorflow ⭐ 586

Tensorflow seq2seq Implementation of Text Summarization.

Textteaser ⭐ 577

Official version of TextTeaser.

Statsbase.jl ⭐ 559

Basic statistics for Julia

Llm Finetuning Hub ⭐ 556

Repository that contains LLM fine-tuning and deployment scripts along with our research findings.

Sumeval ⭐ 542

Well tested & Multi-language evaluation framework for text summarization.

A curated list of papers, theses, datasets, and tools related to the application of Machine Learning for Software Engineering

Headlines ⭐ 506

Automatically generate headlines to short articles

An Analysis Toolkit for Natural Language Generation (Translation, Captioning, Summarization, etc.)

Bigbird ⭐ 433

Transformers for Longer Sequences

Infomate.club ⭐ 414

RSS feed aggregator with collections and NLP article summarization

Kenlg Reading ⭐ 393

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

Abstractive Summarization With Transfer Learning ⭐ 387

Abstractive summarisation using Bert as encoder and Transformer Decoder

Cnn Dailymail ⭐ 381

Code to obtain the CNN / Daily Mail dataset (non-anonymized) for summarization

Tensorflow Summarization ⭐ 380

Matchsum ⭐ 375

Code for ACL 2020 paper: "Extractive Summarization as Text Matching"

Fastseq ⭐ 373

An efficient implementation of the popular sequence models for text generation, summarization, and translation tasks. https://arxiv.org/pdf/2106.04718.pdf

Transformersum ⭐ 362

Models to perform neural summarization (extractive and abstractive) using machine learning transformers and a tool to convert abstractive summarization datasets to the extractive task.

Pytorch Vsumm Reinforce ⭐ 342

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

Transformer Pointer Generator ⭐ 314

A Abstractive Summarization Implementation with Transformer and Pointer-generator

Text_summurization_abstractive_methods ⭐ 310

Multiple implementations for abstractive text summurization , using google colab

Simplet5 ⭐ 305

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

Reinforcement learning for natural language processing reading group

Summeval ⭐ 285

Resources for the "SummEval: Re-evaluating Summarization Evaluation" paper

Neural Summary Tensorflow ⭐ 276

Nlg Yongzhuo ⭐ 273

中文文本生成（NLG）之文本摘要（text summarization）工具包, 语料数据(corpus data), 抽取式摘要 Extractive text summary of Lead3、keyword、textrank、text teaser、word significance、LDA、LSI、NMF。（graph，feature，topic model，summarize tool or tookit）

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

Long Summarization ⭐ 255

Resources for the NAACL 2018 paper "A Discourse-Aware Attention Model for Abstractive Summarization of Long Documents"

Wikihow Dataset ⭐ 250

A Large Scale Text Summarization Dataset

Text Summarization Papers ⭐ 245

An Exhaustive Paper List for Text Summarization

Keras Text Summarization ⭐ 243

Text summarization using seq2seq in Keras

Videodigest ⭐ 243

Automatic video summaries

Kube Aggregator ⭐ 237

Aggregator for Kubernetes-style API servers: dynamic registration, discovery summarization, secure proxy

Multi News ⭐ 235

Large-scale multi-document summarization dataset and code

Cybertron ⭐ 235

Cybertron: the home planet of the Transformers in Go

Emnlp 2019 Papers ⭐ 233

Statistics and Accepted paper list with arXiv link of EMNLP-IJCNLP 2019

Refresh ⭐ 230

Ranking Sentences for Extractive Summarization with Reinforcement Learning

Topic-Aware Convolutional Neural Networks for Extreme Summarization

Entity Recognition In Resumes Spacy ⭐ 223

Automatic Summarization of Resumes with NER -> Evaluate resumes at a glance through Named Entity Recognition

Naturalcc ⭐ 220

NaturalCC: An Open-Source Toolkit for Code Intelligence

Adversarial_video_summary ⭐ 216

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

Global Encoding ⭐ 215

Global Encoding for Abstractive Summarization (ACL 2018)

Summarize ⭐ 210

A python library for simple text summarization

Pkusumsum ⭐ 209

First publish for PKUSUMSUM

Scisumm Corpus ⭐ 208

Scientific Document Summarization Corpus and Annotations from the WING NUS group.

Neural Summ Cnndm Pytorch ⭐ 194

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

Text Summarization With Amazon Reviews ⭐ 191

A seq2seq model that can generate summaries from fine food reviews on Amazon.

Kubestellar ⭐ 189

KubeStellar - a flexible solution for challenges associated with multi-cluster configuration management for edge, multi-cloud, and hybrid cloud

Text Summarization Repo ⭐ 184

텍스트 요약 분야의 주요 연구 주제, Must-read Papers, 이용 가능한 model 및 data 등을 추천 자료와 함께 정리한 저장소입니다.

Generative Ai Cdk Constructs ⭐ 175

AWS Generative AI CDK Constructs are sample implementations of AWS CDK for common generative AI patterns.

a contextual, biasable, word-or-sentence-or-paragraph extractive summarizer powered by the latest in text embeddings (Bert, Universal Sentence Encoder, Flair)

Kobart Summarization ⭐ 173

Summarization module based on KoBART

Distillama ⭐ 173

Chrome Extension to Summarize or Chat with Web Pages/Local Documents Using locally running LLMs. Keep all of your data and conversations private. 🔐

Aoc Mgz ⭐ 170

Age of Empires II recorded game parsing and summarization in Python 3.

Visions ⭐ 166

Type System for Data Analysis in Python

Emnlp19 Moverscore ⭐ 164

MoverScore: Text Generation Evaluating with Contextualized Embeddings and Earth Mover Distance

Text Summarizer Pytorch ⭐ 161

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

Pyrouge ⭐ 155

A Python wrapper for the ROUGE summarization evaluation package

Lexrank ⭐ 153

LexRank algorithm for text summarization

Transformer Abstractive Summarization ⭐ 153

Abstractive Text Summarization using Transformer

Dialogsum ⭐ 153

DialogSum: A Real-life Scenario Dialogue Summarization Dataset - Findings of ACL 2021

Text Summarizer ⭐ 152

Understand Text Summarization and create your own summarizer in python

Deep News Summarization ⭐ 152

News summarization using sequence to sequence model with attention in TensorFlow.

[NeurIPS'22 Spotlight] Data and code for our paper CoNT: Contrastive Neural Text Generation

Video Summarization With Lstm ⭐ 150

Implementation of our ECCV 2016 Paper (Video Summarization with Long Short-term Memory)

What I Have Read ⭐ 149

Paper Lists, Notes and Slides, Focus on NLP. For summarization, please refer to https://github.com/xcfcode/Summarization-Papers

Rouge 2.0 ⭐ 145

ROUGE automatic summarization evaluation toolkit. Support for ROUGE-[N, L, S, SU], stemming and stopwords in different languages, unicode text evaluation, CSV output.

Pythonrouge ⭐ 142

Python wrapper for evaluating summarization quality by ROUGE package

Neural Abstractive Text Summarization with Sequence-to-Sequence Models

Textrank ⭐ 141

😉 🌀 🍓 TextRank implementation in Golang with extendable features (summarization, phrase extraction) and multithreading (goroutine).

Summarus ⭐ 140

Models for automatic abstractive summarization

Summarization, translation, sentiment-analysis, text-generation and more at blazing speed using a T5 version implemented in ONNX.

Pyrouge ⭐ 135

An interface to and, in time, a Python reimplementation of the ROUGE package for evaluating summarization

Transummar ⭐ 133

Transformer for abstractive summarization on cnn/daily-mail and gigawords

Chinese Text Generation/中文文本生成,诗词曲联生成、歌词生成、现代诗生成、问题扩增、自动摘要、文言文翻

Files2rouge ⭐ 128

Calculating ROUGE score between two files (line-by-line)

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