intent-detection 开源项目推荐（154 个）

deeppavlov /DeepPavlov

An open source library for deep learning end-to-end dialog systems and chatbots.

charlesXu86 /Chatbot_CN

基于金融-司法领域(兼有闲聊性质)的聊天机器人，其中的主要模块有信息抽取、NLU、NLG、知识图谱等，并且利用Django整合了前端展示,目前已经封装了nlp和kg的restful接口

HadoopIt /rnn-nlu

A TensorFlow implementation of Recurrent Neural Networks for Sequence Classification and Sequence Labeling

sz128 /slot_filling_and_intent_detection_of_SLU

槽位填充、意图检测、联合训练、ATIS 和 SNIPS 数据集、Facebook 多语言数据集、MIT 语料库、电子商务购物助手（ECSA）数据集、CoNLL2003 NER、ELMo、BERT、XLNet

taishan1994 /pytorch_bert_intent_classification_and_slot_filling

基于pytorch的中文意图识别和槽位填充

brightmart /slot_filling_intent_joint_model

attention based joint model for intent detection and slot filling

jianguoz /Few-Shot-Intent-Detection

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

ChatFAQ /ChatFAQ

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

LeePleased /StackPropagation-SLU

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

czhang99 /Capsule-NLU

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

LooperXX /AGIF

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

VinAIResearch /JointIDSF

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

thuiar /MIntRec2.0

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

thuiar /Adaptive-Decision-Boundary

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

anuragmishra1 /alter-nlu

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

deeppavlov /AutoIntent

Automated machine learning for text classification

GT4SD /zero-shot-bert-adapters

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

LooperXX /ProSLU

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

VinAIResearch /MISCA

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

hawaiicoco /slotvox

End-to-end spoken language understanding toolkit: a small trainable neural audio codec with RVQ, joint intent-and-slot models over speech features, streaming partial intents, a speech-LLM instruction data pipeline, and turn-level evaluation with reproducible reports. NumPy core with a CPU-only torch extra; synthetic data only, fully offline.