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 22 intent classification tools tracked. The highest-rated is yuanxiaosc/BERT-for-Sequence-Labeling-and-Text-Classification at 43/100 with 471 stars.

Get all 22 projects as JSON

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#	Tool	Score	Tier	Stars	Language
1	yuanxiaosc/BERT-for-Sequence-Labeling-and-Text-Classification This is the template code to use BERT for sequence lableing and text...	43	Emerging	471	Python
2	sz128/slot_filling_and_intent_detection_of_SLU slot filling, intent detection, joint training, ATIS & SNIPS datasets, the...	43	Emerging	400	Python
3	dborrelli/chat-intents Clustering sentence embeddings to extract message intent	36	Emerging	174	Jupyter Notebook
4	asappresearch/dialog-intent-induction Code and data for paper "Dialog Intent Induction with Deep Multi-View...	36	Emerging	67	Python
5	hellohaptik/HINT3 This repository contains datasets and code for the paper "HINT3: Raising the...	32	Emerging	32	Jupyter Notebook
6	louisowen6/GAN_BERT_CLINC150 Code Implementation of TDS Article "Semi-supervised Intent Classification...	30	Emerging	14	Python
7	taishan1994/pytorch_bert_intent_classification_and_slot_filling 基于pytorch的中文意图识别和槽位填充	30	Emerging	212	Python
8	thc1006/O-RAN-Intent-MANO-for-Network-Slicing O-RAN Intent-Based MANO for Network Slicing: Natural language to QoS mapping...	27	Experimental	4	Go
9	aifenaike/Intent-Recognition-Using-BERT Transformer-based Model to recognize any of 7 unique intents from the Snips...	25	Experimental	12	Jupyter Notebook
10	thuiar/DeepUnkID Deep Unknown Intent Detection with Margin Loss (ACL2019)	25	Experimental	35	Jupyter Notebook
11	DogFingerStudios/saintaveline-intent-model Local ONNX-based AI parser that splits natural language player input into...	19	Experimental	—	Python
12	kongming01/MDL Detecting Product Adoption Intention via Multi-View Deep Learning	17	Experimental	5	Python
13	MLArtist/intent-detection-using-XLM-Roberta This repository is a comprehensive project that leverages the XLM-Roberta...	16	Experimental	16	Jupyter Notebook
14	bavard-ai/nlu-meta-dataset A large dataset for learning to perform few-shot intent classification.	16	Experimental	4	—
15	BryanTheLai/intent-classifier-pytorch Intent classifier with Pytorch for short conversational utterances (e.g.,...	15	Experimental	—	Python
16	ProjectDossier/intents_labelling [SIGIR 2022] ORCAS-I: Queries Annotated with Intent using Weak Supervision	14	Experimental	7	Jupyter Notebook
17	reza-sohrabi/Intent-Classification Intent classification using a variety of deep learning models	13	Experimental	8	Jupyter Notebook
18	shivamprasad1001/intent-model A lightweight and efficient intent classification model for natural language...	13	Experimental	2	Python
19	Rishabbh-Sahu/intent_and_slot_classification One of the main NLU tasks is to understand the intents (sequence...	12	Experimental	16	Python
20	MJAHMADEE/Intent_Classification Intent Classification	12	Experimental	3	Jupyter Notebook
21	Parker-Bakken/search-intent-dataset Search intent classification dataset + rater calibration examples for AI...	11	Experimental	—	—
22	stevesoltys/intent An intent recognition library.	11	Experimental	2	Java