intent-detection

slot filling, intent detection, joint training, ATIS & SNIPS datasets, the Facebook’s multilingual dataset, MIT corpus, E-commerce Shopping Assistant (ECSA) dataset, CoNLL2003 NER, ELMo, BERT, XLNet

crf named-entity-recognition spoken-language sequence-labeling slot-filling encoder-decoder intent-detection atis-dataset bert-bilstm-crf snips-dataset xlnet

UpdatedFeb 4, 2021
Python

taishan1994 /pytorch_bert_intent_classification_and_slot_filling

Star206

基于pytorch的中文意图识别和槽位填充

named-entity-recognition slot-filling intent-detection

UpdatedAug 5, 2025
Python

brightmart /slot_filling_intent_joint_model

Star179

attention based joint model for intent detection and slot filling

cnn attention-mechanism slot-filling knowledge-representation joint-models bi-directional intent-detection

UpdatedDec 28, 2017
Python

jianguoz /Few-Shot-Intent-Detection

Star153

Few-Shot-Intent-Detection includes popular challenging intent detection datasets with/without OOS queries and state-of-the-art baselines and results.

datasets libary intent-classification intent-detection few-shot

UpdatedJul 19, 2023
Python

LeePleased /StackPropagation-SLU

Star147

Open source code for EMNLP-19 Paper "A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding".

pytorch slot-filling slu task-oriented-dialogue intent-detection spoken-language-understanding

UpdatedFeb 23, 2021
Python

ChatFAQ /ChatFAQ

Star142

Open-source ecosystem for building AI-powered conversational solutions using RAG, agents, FSMs, and LLMs.

open-source information-retrieval ai parsing chatbots nlg semantic-search claude intent-detection rag answer-generation gpt4 large-language-models llm generative-ai chatgpt retrieval-augmented-generation

UpdatedDec 11, 2025
Python

czhang99 /Capsule-NLU

Star139

Joint Slot Filling and Intent Detection via Capsule Neural Networks (ACL'19)https://arxiv.org/abs/1812.09471

deep-learning tensorflow slot-filling natural-language-understanding intent-detection capsule-neural-networks acl2019

UpdatedMar 24, 2023
Python

VinAIResearch /JointIDSF

Star87

BERT-based joint intent detection and slot filling with intent-slot attention mechanism (INTERSPEECH 2021)

vietnamese bert slot-filling intent-detection multitask-learning joint-learning intent-detection-and-slot-filling

UpdatedJul 22, 2024
Python

LooperXX /AGIF

Star87

Open source code for EMNLP 2020 Findings Paper "AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling"

end-to-end dialogue-systems slot-filling task-oriented-dialogue intent-detection spoken-language-understanding multi-intent

UpdatedDec 17, 2021
Python

thuiar /Adaptive-Decision-Boundary

Star78

Deep Open Intent Classification with Adaptive Decision Boundary (AAAI 2021)

natural-language-processing artificial-intelligence intent-detection out-of-distribution-detection aaai2021 open-classification

UpdatedFeb 7, 2022
Python

thuiar /MIntRec2.0

Star69

MIntRec2.0 is the first large-scale dataset for multimodal intent recognition and out-of-scope detection in multi-party conversations (ICLR 2024)

framework deep-neural-networks dataset classification intent-classification intent-detection multimodal-machine-learning multimodal-intent-analysis iclr2024 out-of-scope-detection

UpdatedAug 13, 2025
Python

anuragmishra1 /alter-nlu

Star58

Natural language understanding library for chatbots with intent recognition and entity extraction.

nlp bot deep-learning text-classification chatbot bot-framework nlu information-extraction spacy fuzzywuzzy nlp-machine-learning nlp-keywords-extraction chatbot-framework entity-extraction conversational-ai intent-classification intent-detection intent-parser flashtext nlu-engine

UpdatedOct 7, 2021
Python

deeppavlov /AutoIntent

Star46

Automated machine learning for text classification

nlp transformers auto-ml dialog-systems intent-detection

UpdatedNov 19, 2025
Python

GT4SD /zero-shot-bert-adapters

Star44

Implementation of Z-BERT-A: a zero-shot pipeline for unknown intent detection.

nlp deep-learning transformers intent pytorch bert zero-shot intent-classification intent-detection zero-shot-classification

UpdatedJun 13, 2023
Python

LooperXX /ProSLU

Star35

Open source code and data for AAAI 2022 Oral Paper "Text is no more Enough! A Benchmark for Profile-based Spoken Language Understanding"

dialogue-systems slot-filling task-oriented-dialogue intent-detection spoken-language-understanding complex-slu

UpdatedMay 26, 2024
Python

tedhuang96 /mifwlstm

Star32

[RA-L21] Long-Term Pedestrian Trajectory Prediction Using Mutable Intention Filter and Warp LSTM

deep-learning pytorch lstm particle-filter trajectory-prediction intent-prediction intent-classification intent-detection human-trajectory-prediction intent-recognition intention-detection intention-estimation intention-particle-filter

UpdatedJan 6, 2022
Python

VinAIResearch /MISCA

Star31

MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention (EMNLP 2023 - Findings)

slot-filling intent-detection multi-intent intent-detection-and-slot-filling

UpdatedJul 22, 2024
Python

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