Character Level CNN NLP Tools

Character-level convolutional neural networks for text classification and representation learning. Includes implementations processing raw characters as input features. Does NOT include word-level embeddings, general text classification frameworks, or character-based methods outside CNN architectures.

There are 27 character level cnn tools tracked. 2 score above 50 (established tier). The highest-rated is carpedm20/lstm-char-cnn-tensorflow at 51/100 with 780 stars.

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#	Tool	Score	Tier	Stars	Language
1	carpedm20/lstm-char-cnn-tensorflow in progress	51	Established	780	Python
2	ilivans/tf-rnn-attention Tensorflow implementation of attention mechanism for text classification tasks.	51	Established	747	Python
3	ahmedbesbes/character-based-cnn Implementation of character based convolutional neural network	48	Emerging	262	Python
4	AlexGidiotis/Document-Classifier-LSTM A bidirectional LSTM with attention for multiclass/multilabel text classification.	48	Emerging	173	Python
5	NonvolatileMemory/AAAI_2019_EXAM Official implementation of "Explicit Interaction Model towards Text Classification"	44	Emerging	70	Python
6	vietnh1009/Character-level-cnn-pytorch Character-level CNN for text classification	42	Emerging	56	Python
7	bcol23/HyperIM PyTorch implementation of the paper "Hyperbolic Interaction Model For...	41	Emerging	49	Python
8	vietnh1009/Character-level-cnn-tensorflow Character-level CNN for text classification	40	Emerging	28	Python
9	lc222/char-cnn-text-classification-tensorflow Character-level Convolutional Networks for Text Classification论文仿真实现	38	Emerging	72	Python
10	nn116003/self-attention-classification document classification using LSTM + self attention	37	Emerging	114	Python
11	dgai91/pytorch-acnn-model code of Relation Classification via Multi-Level Attention CNNs	36	Emerging	178	Python
12	Irvinglove/char-CNN-text-classification-tensorflow the implement of text understanding from scratch	36	Emerging	35	Python
13	pratapbhanu/CRCNN Classifying Relations by Ranking with Convolutional Neural Networks	35	Emerging	58	Python
14	bcol23/EXAM-MXNet An unofficial MXNet implementation of the AAAI-19 paper "Explicit...	31	Emerging	4	Python
15	nicolay-r/AREnets Tensorflow-based framework which lists attentive implementation of the...	31	Emerging	8	Python
16	blues-lin/Char-level-CNN-for-Text-Classification-in-Keras Character-level Convolution Neural Network for Text Classification in Keras	30	Emerging	6	Python
17	MingtaoGuo/Char-CNN-for-Text-Classification Character-level Convolutional Networks for Text Classification	28	Experimental	8	Python
18	shanky1947/Paper-Evaluation-using-AI It is able to recognize handwritten text, uses IAM dataset for training. CNN...	27	Experimental	12	Jupyter Notebook
19	protonx-tf-03-projects/CharCNN Implementation of paper: Character-level Convolutional Networks for Text...	26	Experimental	9	Python
20	IyatomiLab/CE-CLCNN 📝 Official Implementation of "End-to-End Text Classification via Image-based...	22	Experimental	6	Jupyter Notebook
21	ruyimarone/character-eyes 🔤 👀 Seeing Language Through Character Level Taggers, BlackboxNLP 2019	21	Experimental	14	Jupyter Notebook
22	koesan/Char_Cnn_Rnn Advanced text embedding system using Character-level CNN-RNN architecture...	20	Experimental	2	Python
23	akjindal53244/text_classification_hierarchical_cnn Text classification using char-CNN + word-CNN	20	Experimental	5	Python
24	hoangcaobao/CharCNN CharCNN model using TensorFlow framework for sentiment analysis	18	Experimental	2	Python
25	cswangjiawei/pytorch-char-cnn-text-classification A pytorch implementation of the paper "Character-level Convolutional...	12	Experimental	7	Python
26	IyatomiLab/GDCE-SSA Official Implementation of "Text Classification Thorugh Glyph-aware...	11	Experimental	3	Jupyter Notebook
27	gazelle93/charCNN This project aims to implement the charCNN word embedding method that is...	11	Experimental	3	Python

Comparisons in this category

Document-Classifier-LSTM and self-attention-classification (48 vs 37) character-based-cnn and CharCNN (48 vs 26) char-cnn-text-classification-tensorflow and char-CNN-text-classification-tensorflow (38 vs 36) Character-level-cnn-tensorflow and char-cnn-text-classification-tensorflow (40 vs 38) Character-level-cnn-pytorch and Character-level-cnn-tensorflow (42 vs 40) char-cnn-text-classification-tensorflow and CharCNN (38 vs 26) char-cnn-text-classification-tensorflow and Char-CNN-for-Text-Classification (38 vs 28) char-cnn-text-classification-tensorflow and Char-level-CNN-for-Text-Classification-in-Keras (38 vs 30) AAAI_2019_EXAM and EXAM-MXNet (44 vs 31) Character-level-cnn-pytorch and Char-CNN-for-Text-Classification (42 vs 28)