| Snips Voice Platform: an embedded Spoken Language Understanding system for private-by-design voice interfaces | May 25, 2018 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 | 5 |
| Bootstrapping meaning through listening: Unsupervised learning of spoken sentence embeddings | Oct 23, 2022 | Acoustic Unit DiscoveryContrastive Learning | CodeCode Available | 1 | 5 |
| AISHELL-NER: Named Entity Recognition from Chinese Speech | Feb 17, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 | 5 |
| Contrastive Learning for Improving ASR Robustness in Spoken Language Understanding | May 2, 2022 | Contrastive LearningSpoken Language Understanding | CodeCode Available | 1 | 5 |
| A Survey on Spoken Language Understanding: Recent Advances and New Frontiers | Mar 4, 2021 | Spoken Language UnderstandingSurvey | CodeCode Available | 1 | 5 |
| A dataset for resolving referring expressions in spoken dialogue via contextual query rewrites (CQR) | Mar 28, 2019 | Spoken Dialogue SystemsSpoken Language Understanding | CodeCode Available | 0 | 5 |
| SDNet: Contextualized Attention-based Deep Network for Conversational Question Answering | Dec 10, 2018 | Conversational Question AnsweringCoreference Resolution | CodeCode Available | 0 | 5 |
| Sentence Embedder Guided Utterance Encoder (SEGUE) for Spoken Language Understanding | May 20, 2023 | Knowledge DistillationSentence | CodeCode Available | 0 | 5 |
| Recurrent Neural Networks with Pre-trained Language Model Embedding for Slot Filling Task | Dec 12, 2018 | Language ModelingLanguage Modelling | CodeCode Available | 0 | 5 |
| Robust Unstructured Knowledge Access in Conversational Dialogue with ASR Errors | Nov 8, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 0 | 5 |
| ReCoMIF: Reading comprehension based multi-source information fusion network for Chinese spoken language understanding | Aug 1, 2023 | Intent DetectionMultiple-choice | CodeCode Available | 0 | 5 |
| Pro-HAN: A Heterogeneous Graph Attention Network for Profile-Based Spoken Language Understanding | Feb 6, 2024 | Graph AttentionSpoken Language Understanding | CodeCode Available | 0 | 5 |
| Out-of-distribution generalisation in spoken language understanding | Jul 10, 2024 | Spoken Language Understanding | CodeCode Available | 0 | 5 |
| QUADS: QUAntized Distillation Framework for Efficient Speech Language Understanding | May 19, 2025 | QuantizationSpoken Language Understanding | CodeCode Available | 0 | 5 |
| Sequential Dialogue Context Modeling for Spoken Language Understanding | May 8, 2017 | Goal-Oriented Dialogue SystemsSpoken Language Understanding | CodeCode Available | 0 | 5 |
| Neural Networks approaches focused on French Spoken Language Understanding: application to the MEDIA Evaluation Task | Dec 1, 2020 | Spoken Language UnderstandingWord Embeddings | CodeCode Available | 0 | 5 |
| New Semantic Task for the French Spoken Language Understanding MEDIA Benchmark | Mar 28, 2024 | intent-classificationIntent Classification | CodeCode Available | 0 | 5 |
| A Bi-model based RNN Semantic Frame Parsing Model for Intent Detection and Slot Filling | Dec 26, 2018 | Decoder | CodeCode Available | 0 | 5 |
| On the Use of External Data for Spoken Named Entity Recognition | Dec 14, 2021 | Knowledge Distillationnamed-entity-recognition | CodeCode Available | 0 | 5 |
| Leveraging Multilingual Self-Supervised Pretrained Models for Sequence-to-Sequence End-to-End Spoken Language Understanding | Oct 9, 2023 | slot-fillingSlot Filling | CodeCode Available | 0 | 5 |
| Measuring the Effect of Transcription Noise on Downstream Language Understanding Tasks | Feb 19, 2025 | Automatic Speech Recognitionspeech-recognition | CodeCode Available | 0 | 5 |
| A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling | Jun 30, 2019 | Intent DetectionSentence | CodeCode Available | 0 | 5 |
| Speech Understanding on Tiny Devices with A Learning Cache | Nov 30, 2023 | speech-recognitionSpeech Recognition | CodeCode Available | 0 | 5 |
| "KAN you hear me?" Exploring Kolmogorov-Arnold Networks for Spoken Language Understanding | May 26, 2025 | Kolmogorov-Arnold NetworksSpoken Language Understanding | CodeCode Available | 0 | 5 |
| ISO-Standard Domain-Independent Dialogue Act Tagging for Conversational Agents | Jun 12, 2018 | General ClassificationSpoken Language Understanding | CodeCode Available | 0 | 5 |
| Joint Automatic Speech Recognition And Structure Learning For Better Speech Understanding | Jan 13, 2025 | Automatic Speech Recognitionintent-classification | CodeCode Available | 0 | 5 |
| Incorporating Instructional Prompts into a Unified Generative Framework for Joint Multiple Intent Detection and Slot Filling | Oct 1, 2022 | Intent DetectionSemantic Frame Parsing | CodeCode Available | 0 | 5 |
| How Time Matters: Learning Time-Decay Attention for Contextual Spoken Language Understanding in Dialogues | Jun 1, 2018 | Dialogue State TrackingImage Captioning | CodeCode Available | 0 | 5 |
| HIT-SCIR at MMNLU-22: Consistency Regularization for Multilingual Spoken Language Understanding | Jan 5, 2023 | Data AugmentationIntent Detection | CodeCode Available | 0 | 5 |
| GL-CLeF: A Global-Local Contrastive Learning Framework for Cross-lingual Spoken Language Understanding | Apr 18, 2022 | Contrastive LearningCross-Lingual Transfer | CodeCode Available | 0 | 5 |
| Fleurs-SLU: A Massively Multilingual Benchmark for Spoken Language Understanding | Jan 10, 2025 | Automatic Speech RecognitionClassification | CodeCode Available | 0 | 5 |
| Finstreder: Simple and fast Spoken Language Understanding with Finite State Transducers using modern Speech-to-Text models | Jun 29, 2022 | Intent ClassificationSlot Filling | CodeCode Available | 0 | 5 |
| FlowQA: Grasping Flow in History for Conversational Machine Comprehension | Oct 6, 2018 | Question AnsweringReading Comprehension | CodeCode Available | 0 | 5 |
| GL-CLeF: A Global–Local Contrastive Learning Framework for Cross-lingual Spoken Language Understanding | May 1, 2022 | Contrastive LearningCross-Lingual Transfer | CodeCode Available | 0 | 5 |
| From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language Understanding | May 15, 2021 | intent-classificationIntent Classification | CodeCode Available | 0 | 5 |
| Fully Statistical Neural Belief Tracking | Jul 1, 2018 | Dialogue ManagementDialogue State Tracking | CodeCode Available | 0 | 5 |
| A Unified Framework for Multi-intent Spoken Language Understanding with prompting | Oct 7, 2022 | Intent DetectionMulti-Task Learning | CodeCode Available | 0 | 5 |
| An Investigation of the Combination of Rehearsal and Knowledge Distillation in Continual Learning for Spoken Language Understanding | Nov 15, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 | 5 |
| Improving Slot Filling in Spoken Language Understanding with Joint Pointer and Attention | Jul 1, 2018 | Sentenceslot-filling | CodeCode Available | 0 | 5 |
| Back Transcription as a Method for Evaluating Robustness of Natural Language Understanding Models to Speech Recognition Errors | Oct 25, 2023 | en-US domain classificationen-US Intent Classification | CodeCode Available | 0 | 5 |
| Exploring the Limits of Natural Language Inference Based Setup for Few-Shot Intent Detection | Dec 14, 2021 | Few-Shot LearningGeneralized Few-Shot Learning | CodeCode Available | 0 | 5 |
| Augmenting Slot Values and Contexts for Spoken Language Understanding with Pretrained Models | Aug 19, 2021 | Data Augmentationslot-filling | CodeCode Available | 0 | 5 |
| Audio-Linguistic Embeddings for Spoken Sentences | Feb 20, 2019 | DecoderEmotion Recognition | CodeCode Available | 0 | 5 |
| Fast Intent Classification for Spoken Language Understanding | Dec 3, 2019 | ClassificationDecision Making | CodeCode Available | 0 | 5 |
| Graph-Based Semi-Supervised Conditional Random Fields For Spoken Language Understanding Using Unaligned Data | Jan 30, 2017 | Spoken Language Understanding | CodeCode Available | 0 | 5 |
| EDA: Enriching Emotional Dialogue Acts using an Ensemble of Neural Annotators | Dec 2, 2019 | Dialogue Act ClassificationEmotional Dialogue Acts | CodeCode Available | 0 | 5 |
| Energy-based Self-attentive Learning of Abstractive Communities for Spoken Language Understanding | Apr 20, 2019 | ClusteringCommunity Detection | CodeCode Available | 0 | 5 |
| Effective Slot Filling via Weakly-Supervised Dual-Model Learning | May 18, 2021 | slot-fillingSlot Filling | CodeCode Available | 0 | 5 |
| Effectiveness of Text, Acoustic, and Lattice-based representations in Spoken Language Understanding tasks | Dec 16, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 0 | 5 |
| End-to-end Spoken Language Understanding with Tree-constrained Pointer Generator | Oct 29, 2022 | intent-classificationIntent Classification | CodeCode Available | 0 | 5 |
