Graph Neural Networks NLP NLP Tools

Tools and implementations of graph neural networks applied to NLP tasks including text classification, sentiment analysis, topic modeling, and document understanding. Does NOT include general graph algorithms, non-NLP graph applications, or standalone embedding methods without graph structures.

There are 53 graph neural networks nlp tools tracked. The highest-rated is kyzhouhzau/NLPGNN at 49/100 with 337 stars.

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#	Tool	Score	Tier	Stars	Language
1	kyzhouhzau/NLPGNN 1. Use BERT, ALBERT and GPT2 as tensorflow2.0's layer. 2. Implement GCN,...	49	Emerging	337	Python
2	IndexFziQ/GNN4NLP-Papers A list of recent papers about Graph Neural Network methods applied in NLP areas.	49	Emerging	907	—
3	qipeng/gcn-over-pruned-trees Graph Convolution over Pruned Dependency Trees Improves Relation Extraction...	48	Emerging	372	Python
4	kenqgu/Text-GCN A PyTorch implementation of "Graph Convolutional Networks for Text...	46	Emerging	129	Python
5	daiquocnguyen/Graph-Transformer Universal Graph Transformer Self-Attention Networks (TheWebConf WWW 2022)...	44	Emerging	680	Python
6	Cynwell/Text-Level-GNN Text Level Graph Neural Network for Text Classification	42	Emerging	48	Python
7	Jiakui/awesome-gcn resources for graph convolutional networks （图卷积神经网络相关资源）	40	Emerging	911	—
8	qkrdmsghk/TextSSL [AAAI 2022] Sparse Structure Learning via Graph Neural Networks for...	40	Emerging	32	Python
9	CRIPAC-DIG/TextING [ACL 2020] Tensorflow implementation for "Every Document Owns Its Structure:...	40	Emerging	181	Python
10	plkmo/Bible_Text_GCN Pytorch implementation of "Graph Convolutional Networks for Text Classification"	39	Emerging	132	Python
11	kaize0409/HyperGAT_TextClassification Implementation of EMNLP2020 -- Be More with Less: Hypergraph Attention...	38	Emerging	115	Python
12	ianycxu/GCN-with-BERT Graph Convolutional Networks (GCN) with BERT for Coreference Resolution Task...	38	Emerging	136	Jupyter Notebook
13	yao8839836/fast_text_gcn FastGCN for inductive text classification	37	Emerging	86	Python
14	Cartus/DCGCN Densely Connected Graph Convolutional Networks for Graph-to-Sequence...	37	Emerging	77	Python
15	chengsen/PyTorch_TextGCN The PyTorch 1.6 and Python 3.7 implementation for the paper Graph...	36	Emerging	110	Python
16	kuan-wang/graph-soft-counter [ICLR 2022] GNN is a Counter? Revisiting GNN for Question Answering	36	Emerging	10	Python
17	berksudan/GCN-Text-Classification Text Classification using Graph Convolutional Neural Networks and Natural...	36	Emerging	25	Python
18	nutcrtnk/DHGNet Code for paper "Cross-lingual Transfer for Text Classification with...	36	Emerging	13	Python
19	TencentGameMate/gnn_cross_lingual Implementation of ACL-2021 paper: Cross-lingual Text Classification with...	35	Emerging	30	Python
20	alecokas/swahili-text-gcn Graph Convolutional Network for Swahili News Classification:...	35	Emerging	8	Jupyter Notebook
21	brochier/gvnr Python package for the paper "Global Vectors for Node Representation"...	34	Emerging	7	Jupyter Notebook
22	jitinkrishnan/Diversity-Based-Generalization Unsupervised Domain Adaptation in Text (ECML-PKDD '20)	33	Emerging	4	Python
23	he-tiantian/PMP-GNNs Pytorch implementation of Polarized message-passing graph neural networks...	31	Emerging	4	Python
24	twelfth-star/LinkGPT LinkGPT: Teaching Large Language Models To Predict Missing Links	30	Emerging	22	Python
25	y3nk0/Graph-Based-TC Graph-based framework for text classification	30	Emerging	24	Python
26	monk1337/Graph-Neural-networks-for-NLP Graph Neural networks for NLP	29	Experimental	27	—
27	p-karisani/CEPC A domain adaptation model	29	Experimental	7	Python
28	chiennv2000/LR-GCN Label-Representative Graph Convolutional Network for Multi-Label Text Classification	26	Experimental	18	Python
29	tata1661/SHINE-EMNLP21 Codes for SHINE published in EMNLP 2021.	26	Experimental	41	Python
30	SamujjwalSam/Short-text_GNN Repo on the work of Domain agnostic feature generation using GCN for short...	25	Experimental	7	Python
31	JaTrev/unsupervised_graph-based This is the repository of the paper "Unsupervised Graph-based Topic Modeling...	25	Experimental	5	Python
32	zhulf0804/GCN.PyTorch Graph Convolutional Networks for Text Classification.	25	Experimental	47	Python
33	luoyuanlab/text_gcn_tutorial A tutorial & minimal example (8min on CPU) for Graph Convolutional Networks...	24	Experimental	28	Python
34	kuoluo1995/text-classification CNN,RNN ,Activation functions, Graph Convolutional Networks(GCN) for Text...	24	Experimental	32	Python
35	Pdocw/TextGCN Graph Convolutional Networks for Text Classification	23	Experimental	3	Python
36	Yahya123-hub/Classification-of-Documents-Using-Graph-Based-Features-and-KNN An innovative project that integrates graph theory and machine learning...	23	Experimental	2	Python
37	Shujian2015/graphnet_nlp_paper List of papers that applied graph network to NLP	21	Experimental	13	—
38	Jimin9401/avocado AVocaDo : Strategy for Adapting Vocabulary to Downstream Domain	21	Experimental	23	Python
39	Soumyajain29/Graph-Based-Text-Classification This repository contains code for our project work as part of the E0-334...	21	Experimental	1	Python
40	loserChen/Awesome-Graph Collection of papers about graph	20	Experimental	8	—
41	vitormeriat/nlp-based-text-gcn GCN applied in a text classification context.	20	Experimental	5	Python
42	BinLiang-NLP/TPDG [WWW 2021] Target-adaptive Graph for Cross-target Stance Detection	19	Experimental	16	Python
43	boxorange/QC-LinkPrediction Official Implementation of Link Prediction via Node Feature Initialization...	18	Experimental	2	Python
44	ownzonefeng/Graph-based-text-representations The official implementation for Graph-based text representations (EPFL Master Thesis)	17	Experimental	1	Python
45	bGuzzo/transformer-gnn-link-prediction A deep, transformer-inspired Graph Attention Network (GAT) for link...	15	Experimental	—	Python
46	HenryPengZou/JointMatch [EMNLP 2023] Official Code of "JointMatch: A Unified Approach for Diverse...	14	Experimental	23	Python
47	XufengXufengXufeng/try_gcn try different opts on word context graph with GCN and GAT to obtain word embeddings.	13	Experimental	9	Jupyter Notebook
48	tata1661/SimpleSTC-EMNLP22 Codes for SimSTC published in EMNLP 2022.	12	Experimental	8	Python
49	chiachienhung/SocioAdapt Can Demographic Factors Improve Text Classification? Revisiting Demographic...	12	Experimental	—	Python
50	BeFranke/PyTextGCN Yet another re-implementation of TextGCN, this time with Cython and...	11	Experimental	4	Python
51	nirav0999/Pseudo-Label-Domain-Adaptation-NLP [Unofficial] Implementation of Pseudo-Label Guided Unsupervised Domain...	11	Experimental	3	Python
52	Digby-L/GNN-Conversation-Graph Graph neural networks (GNNs) with conversation graphs in improving dialogue...	11	Experimental	3	Python
53	adityaarunsinghal/Domain-Adaptation This is the Spring 2021 collaboration project between a few NYU Data Science...	11	Experimental	3	—

Comparisons in this category

Text-GCN and Bible_Text_GCN (46 vs 39) Bible_Text_GCN and PyTorch_TextGCN (39 vs 36) Text-GCN and PyTorch_TextGCN (46 vs 36) Bible_Text_GCN and GCN-Text-Classification (39 vs 36) Text-GCN and GCN-Text-Classification (46 vs 36)