intent-detection

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

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

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

基于pytorch的中文意图识别和槽位填充

attention based joint model for intent detection and slot filling

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

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

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

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

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

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

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

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

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

Automated machine learning for text classification

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

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.

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

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

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