A list of recent papers about Graph Neural Network methods applied in NLP areas.
☆905May 9, 2023Updated 2 years ago
Alternatives and similar repositories for GNN4NLP-Papers
Users that are interested in GNN4NLP-Papers are comparing it to the libraries listed below
Sorting:
- Tutorial: Graph Neural Networks for Natural Language Processing at EMNLP 2019 and CODS-COMAD 2020☆786Mar 24, 2023Updated 2 years ago
- Must-read papers on graph neural networks (GNN)☆16,726Dec 20, 2023Updated 2 years ago
- ACL 2019: Incorporating Syntactic and Semantic Information in Word Embeddings using Graph Convolutional Networks☆291Mar 24, 2023Updated 2 years ago
- Graph4nlp is the library for the easy use of Graph Neural Networks for NLP. Welcome to visit our DLG4NLP website (https://dlg4nlp.github.…☆1,686Jun 24, 2024Updated last year
- links to conference publications in graph-based deep learning☆5,030Feb 7, 2026Updated last month
- Graph Convolutional Networks for Text Classification. AAAI 2019☆1,389Dec 29, 2021Updated 4 years ago
- Attention Guided Graph Convolutional Networks for Relation Extraction (authors' PyTorch implementation for the ACL19 paper)☆435Mar 22, 2022Updated 3 years ago
- Repository for benchmarking graph neural networks (JMLR 2023)☆2,650Jun 22, 2023Updated 2 years ago
- Code for ACL2020 paper "Heterogeneous Graph Neural Networks for Extractive Document Summarization"☆248Apr 4, 2024Updated last year
- Must-read papers on knowledge representation learning (KRL) / knowledge embedding (KE)☆1,525Aug 29, 2021Updated 4 years ago
- Paper Lists for Graph Neural Networks☆2,296Dec 29, 2023Updated 2 years ago
- Papers about pretraining and self-supervised learning on Graph Neural Networks (GNN).☆1,713Feb 2, 2024Updated 2 years ago
- ICLR 2020: Composition-Based Multi-Relational Graph Convolutional Networks☆633Jul 25, 2024Updated last year
- Must-read Papers on pre-trained language models.☆3,362Nov 6, 2022Updated 3 years ago
- Code and preprocessed dataset for EMNLP 2019 paper titled "Aspect-based Sentiment Classification with Aspect-specific Graph Convolutional…☆296Mar 29, 2021Updated 4 years ago
- [EMNLP 2021] SimCSE: Simple Contrastive Learning of Sentence Embeddings https://arxiv.org/abs/2104.08821☆3,644Oct 16, 2024Updated last year
- Python package built to ease deep learning on graph, on top of existing DL frameworks.☆14,242Jul 31, 2025Updated 7 months ago
- DeepIE: Deep Learning for Information Extraction☆1,943Dec 9, 2022Updated 3 years ago
- Papers on Graph neural network(GNN)☆768Sep 18, 2023Updated 2 years ago
- 1. Use BERT, ALBERT and GPT2 as tensorflow2.0's layer. 2. Implement GCN, GAN, GIN and GraphSAGE based on message passing.☆337Aug 14, 2024Updated last year
- An Open-Source Package for Knowledge Embedding (KE)☆4,022Jan 10, 2024Updated 2 years ago
- Paper Lists, Notes and Slides, Focus on NLP. For summarization, please refer to https://github.com/xcfcode/Summarization-Papers☆165Jun 12, 2022Updated 3 years ago
- Code for KDD'20 "Generative Pre-Training of Graph Neural Networks"☆498Jul 25, 2024Updated last year
- BERT-related papers☆2,040Aug 12, 2023Updated 2 years ago
- Must-read papers on knowledge graph reasoning☆446Apr 16, 2021Updated 4 years ago
- Source code and dataset for ACL 2019 paper "ERNIE: Enhanced Language Representation with Informative Entities"☆1,417Jan 10, 2024Updated 2 years ago
- Universal Graph Transformer Self-Attention Networks (TheWebConf WWW 2022) (Pytorch and Tensorflow)☆679Aug 16, 2022Updated 3 years ago
- Natural Language Processing Tutorial for Deep Learning Researchers☆14,875Feb 21, 2024Updated 2 years ago
- resources for graph convolutional networks （图卷积神经网络相关资源）☆911Jul 12, 2019Updated 6 years ago
- Must-read papers on prompt-based tuning for pre-trained language models.☆4,293Jul 17, 2023Updated 2 years ago
- A collection of research on knowledge graphs☆1,775Oct 7, 2022Updated 3 years ago
- Must-read papers on Machine Reading Comprehension☆891Jul 9, 2020Updated 5 years ago
- Must-read papers on network representation learning (NRL) / network embedding (NE)☆2,520Aug 3, 2020Updated 5 years ago
- Source code of K-BERT (AAAI2020)☆984Jan 27, 2023Updated 3 years ago
- Graph Neural Network Library for PyTorch☆23,551Mar 2, 2026Updated last week
- Repository to track the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the mo…☆22,981Jul 28, 2024Updated last year
- A comprehensive collection of recent papers on graph deep learning☆3,077Dec 20, 2020Updated 5 years ago
- A list of recent papers about Meta / few-shot learning methods applied in NLP areas.☆231Dec 29, 2020Updated 5 years ago
- Benchmark datasets, data loaders, and evaluators for graph machine learning☆2,075May 6, 2025Updated 10 months ago