Intent Classification NLP Tools

Tools and datasets for classifying user intents in text (e.g., chatbot commands, search queries, dialogue acts). Includes models, training data, and applications for intent detection. Does NOT include slot filling/entity extraction as primary focus, nor general text classification tasks outside intent understanding.

There are 25 intent classification tools tracked. 2 score above 50 (established tier). The highest-rated is sz128/slot_filling_and_intent_detection_of_SLU at 50/100 with 400 stars.

Get all 25 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=nlp&subcategory=intent-classification&limit=20"

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#	Tool	Score	Tier	Stars	Language
1	sz128/slot_filling_and_intent_detection_of_SLU slot filling, intent detection, joint training, ATIS & SNIPS datasets, the...	50	Established	400	Python
2	yuanxiaosc/BERT-for-Sequence-Labeling-and-Text-Classification This is the template code to use BERT for sequence lableing and text...	50	Established	471	Python
3	asappresearch/dialog-intent-induction Code and data for paper "Dialog Intent Induction with Deep Multi-View...	43	Emerging	67	Python
4	dborrelli/chat-intents Clustering sentence embeddings to extract message intent	43	Emerging	174	Jupyter Notebook
5	hellohaptik/HINT3 This repository contains datasets and code for the paper "HINT3: Raising the...	39	Emerging	32	Jupyter Notebook
6	taishan1994/pytorch_bert_intent_classification_and_slot_filling 基于pytorch的中文意图识别和槽位填充	37	Emerging	212	Python
7	louisowen6/GAN_BERT_CLINC150 Code Implementation of TDS Article "Semi-supervised Intent Classification...	37	Emerging	14	Python
8	thuiar/DeepUnkID Deep Unknown Intent Detection with Margin Loss (ACL2019)	32	Emerging	35	Jupyter Notebook
9	aifenaike/Intent-Recognition-Using-BERT Transformer-based Model to recognize any of 7 unique intents from the Snips...	32	Emerging	12	Jupyter Notebook
10	kongming01/MDL Detecting Product Adoption Intention via Multi-View Deep Learning	24	Experimental	5	Python
11	bavard-ai/nlu-meta-dataset A large dataset for learning to perform few-shot intent classification.	23	Experimental	4	—
12	MLArtist/intent-detection-using-XLM-Roberta This repository is a comprehensive project that leverages the XLM-Roberta...	23	Experimental	16	Jupyter Notebook
13	ProjectDossier/intents_labelling [SIGIR 2022] ORCAS-I: Queries Annotated with Intent using Weak Supervision	21	Experimental	7	Jupyter Notebook
14	reza-sohrabi/Intent-Classification Intent classification using a variety of deep learning models	20	Experimental	8	Jupyter Notebook
15	DogFingerStudios/saintaveline-intent-model Local ONNX-based AI parser that splits natural language player input into...	19	Experimental	—	Python
16	Rishabbh-Sahu/intent_and_slot_classification One of the main NLU tasks is to understand the intents (sequence...	19	Experimental	16	Python
17	MJAHMADEE/Intent_Classification Intent Classification	19	Experimental	3	Jupyter Notebook
18	shivamprasad1001/intent-model A lightweight and efficient intent classification model for natural language...	19	Experimental	2	Python
19	stevesoltys/intent An intent recognition library.	18	Experimental	2	Java
20	BryanTheLai/intent-classifier-pytorch Intent classifier with Pytorch for short conversational utterances (e.g.,...	15	Experimental	—	Python
21	clementw168/sinch-intent-detection Competition to predict the intent of a text message. The data points are...	11	Experimental	4	Jupyter Notebook
22	Parker-Bakken/search-intent-dataset Search intent classification dataset + rater calibration examples for AI...	11	Experimental	—	—
23	obaidtambo/Statement_intent_classification Classifing a statement into different categories usinf DL & NLP.	10	Experimental	2	Jupyter Notebook
24	nawaz-kmr/Airline-Travel-Information-System-ATIS-Text-Analysis In this project, you will learn how to generate a complete semantic parse of...	10	Experimental	2	Jupyter Notebook
25	amiralikaboli/JIDSF A Comparative Study on Joint Intent Detection and Slot Filling models based...	10	Experimental	2	Jupyter Notebook