Few-Shot Text Classification NLP Tools

Tools and methods for text classification with limited labeled data, using techniques like metric learning, prototypical networks, and self-training. Does NOT include general text classification systems, transfer learning without few-shot focus, or multi-task learning frameworks.

There are 17 few-shot text classification tools tracked. 1 score above 50 (established tier). The highest-rated is huggingface/setfit at 64/100 with 2,699 stars.

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#	Tool	Score	Tier	Stars	Language
1	huggingface/setfit Efficient few-shot learning with Sentence Transformers	64	Established	2,699	Jupyter Notebook
2	YujiaBao/Distributional-Signatures "Few-shot Text Classification with Distributional Signatures" ICLR 2020	48	Emerging	261	Python
3	zhongyuchen/few-shot-text-classification Few-shot binary text classification with Induction Networks and Word2Vec...	45	Emerging	109	Python
4	ELM-Research/ECG-Language-Models A Training and Evaluation Framework for ECG-Language Models (ELMs)	42	Emerging	9	Python
5	StefanHeng/ECG-Representation-Learning Self-supervised pre-training for ECG representation with inspiration from...	41	Emerging	29	Python
6	cloudera/CML_AMP_Few-Shot_Text_Classification Perform topic classification on news articles in several limited-labeled...	38	Emerging	18	Jupyter Notebook
7	ShaneTian/Att-Induction Attention-based Induction Networks for Few-Shot Text Classification	37	Emerging	45	Python
8	sebischair/FusionSent Repository of the ICNLSP 2024 paper "Efficient Few-shot Learning for...	31	Emerging	17	Python
9	IKMLab/SEC IEEE AIKE'2022: Few-shot Text Classification with Saliency-equivalent Concatenation	31	Emerging	4	Python
10	jingyuanz/protonet-bert-text-classification finetune bert for small dataset text classification in a few-shot learning...	29	Experimental	27	Python
11	feyzaakyurek/newsframing Code repository for ACL2020 paper Multi-label and Multilingual News Framing Analysis	29	Experimental	7	Jupyter Notebook
12	xionghhcs/few_shot_learning First, format a few shot text classification dataset.Second, replement some...	25	Experimental	5	Python
13	kylejshaffer/few_shot_text PyTorch implementation of few-shot learning idea using DBPedia text...	24	Experimental	5	Python
14	woaksths/Classic-Self-Training Classic Self-Training for Few Shot Text Classification	23	Experimental	4	Python
15	Bayer-Group/xtars-naacl2022 Zero/few-shot learning for classification with very large label sets and...	22	Experimental	6	Python
16	PiMakarov/textkd-p4-fewshot-distilbert 📊 Compare few-shot text classification with DistilBERT and TF-IDF + SVM...	22	Experimental	—	Python
17	davidetaraborrelli/textkd-p4-fewshot-distilbert Few-shot text classification baseline: DistilBERT fine-tuning vs TF-IDF+SVM...	11	Experimental	—	Python