Papers › OpenSLU: A Unified, Modularized, and Extensible Toolkit for Spoken Language Understanding

OpenSLU: A Unified, Modularized, and Extensible Toolkit for Spoken Language Understanding

17 May 2023arXiv:2305.10231archive 2025-07-28

Libo Qin, Qiguang Chen, Xiao Xu, Yunlong Feng, Wanxiang Che

Spoken Language Understanding (SLU) is one of the core components of a task-oriented dialogue system, which aims to extract the semantic meaning of user queries (e.g., intents and slots). In this work, we introduce OpenSLU, an open-source toolkit to provide a unified, modularized, and extensible toolkit for spoken language understanding. Specifically, OpenSLU unifies 10 SLU models for both single-intent and multi-intent scenarios, which support both non-pretrained and pretrained models simultaneously. Additionally, OpenSLU is highly modularized and extensible by decomposing the model architecture, inference, and learning process into reusable modules, which allows researchers to quickly set up SLU experiments with highly flexible configurations. OpenSLU is implemented based on PyTorch, and released at \url{https://github.com/LightChen233/OpenSLU}.

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AttentionLayer LightChen233/OpenSLU/model/decoder/misca_decoder_1.py official repository ran · metamorphic tier: deterministic MIT (permissive) · 20f9e4ff9f91acdd · report
Biaffine LightChen233/OpenSLU/model/decoder/misca_decoder_1.py official repository ran · metamorphic tier: deterministic MIT (permissive) · 76e45ef6c44759d5 · report
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HiddenData LightChen233/OpenSLU/model/decoder/misca_decoder_1.py official repository ran MIT (permissive) · bd4bdc8c3912e008 · report
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InputData LightChen233/OpenSLU/model/decoder/misca_decoder_1.py official repository ran MIT (permissive) · 509aa2db2cfdac72 · report
IntentClassifier LightChen233/OpenSLU/model/decoder/misca_decoder_1.py official repository ran · metamorphic tier: deterministic MIT (permissive) · 91a4992b8037340b · report
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OutputData LightChen233/OpenSLU/model/decoder/misca_decoder_1.py official repository ran MIT (permissive) · 67e1067f976ff55d · report
SlotClassifier LightChen233/OpenSLU/model/decoder/misca_decoder_1.py official repository ran · metamorphic tier: deterministic MIT (permissive) · a53ceab9d9206669 · report
perform_attention LightChen233/OpenSLU/model/decoder/misca_decoder_1.py official repository ran · our draft was wrong MIT (permissive) · 61aefcc9ef93024d · report
MISCADecoderV1 LightChen233/OpenSLU/model/decoder/misca_decoder_1.py official repository unverified MIT (permissive) · b20b13d50bda8ea3 · report
init_attention_layer LightChen233/OpenSLU/model/decoder/misca_decoder_1.py official repository unverified MIT (permissive) · 163e9a71242cc549 · report

Tasks

Spoken Language Understanding

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