| End-to-end spoken language understanding using joint CTC loss and self-supervised, pretrained acoustic encoders | May 4, 2023 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| The Pipeline System of ASR and NLU with MLM-based Data Augmentation toward STOP Low-resource Challenge | May 2, 2023 | Data AugmentationDomain Adaptation | —Unverified | 0 |
| A Study on the Integration of Pipeline and E2E SLU systems for Spoken Semantic Parsing toward STOP Quality Challenge | May 2, 2023 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Joint Modelling of Spoken Language Understanding Tasks with Integrated Dialog History | May 1, 2023 | Spoken Language Understanding | —Unverified | 0 |
| Non-autoregressive End-to-end Approaches for Joint Automatic Speech Recognition and Spoken Language Understanding | Apr 21, 2023 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| A Preliminary Evaluation of ChatGPT for Zero-shot Dialogue Understanding | Apr 9, 2023 | Dialogue State TrackingDialogue Understanding | —Unverified | 0 |
| A Deep Learning System for Domain-specific Speech Recognition | Mar 18, 2023 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Improving the Intent Classification accuracy in Noisy Environment | Mar 12, 2023 | Automatic Speech RecognitionClassification | —Unverified | 0 |
| Adaptive Knowledge Distillation between Text and Speech Pre-trained Models | Mar 7, 2023 | Knowledge DistillationSpoken Language Understanding | —Unverified | 0 |
| SpeechPrompt v2: Prompt Tuning for Speech Classification Tasks | Mar 1, 2023 | ClassificationLanguage Modeling | —Unverified | 0 |
| Fillers in Spoken Language Understanding: Computational and Psycholinguistic Perspectives | Jan 25, 2023 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| HIT-SCIR at MMNLU-22: Consistency Regularization for Multilingual Spoken Language Understanding | Jan 5, 2023 | Data AugmentationIntent Detection | CodeCode Available | 0 |
| Skit-S2I: An Indian Accented Speech to Intent dataset | Dec 26, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| Spoken Language Understanding for Conversational AI: Recent Advances and Future Direction | Dec 21, 2022 | Deep Learningintent-classification | —Unverified | 0 |
| SLUE Phase-2: A Benchmark Suite of Diverse Spoken Language Understanding Tasks | Dec 20, 2022 | Dialog Act ClassificationQuestion Answering | —Unverified | 0 |
| A Robust Semantic Frame Parsing Pipeline on a New Complex Twitter Dataset | Dec 18, 2022 | Semantic Frame ParsingSpoken Language Understanding | —Unverified | 0 |
| 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 |
| Bidirectional Representations for Low Resource Spoken Language Understanding | Nov 24, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Multitask Learning for Low Resource Spoken Language Understanding | Nov 24, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding | Nov 22, 2022 | Intent DetectionSemantic Frame Parsing | —Unverified | 0 |
| 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 |
| Introducing Semantics into Speech Encoders | Nov 15, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| A Study on the Integration of Pre-trained SSL, ASR, LM and SLU Models for Spoken Language Understanding | Nov 10, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Comparative layer-wise analysis of self-supervised speech models | Nov 8, 2022 | speech-recognitionSpeech Recognition | CodeCode Available | 1 |
| A Dynamic Graph Interactive Framework with Label-Semantic Injection for Spoken Language Understanding | Nov 8, 2022 | Intent DetectionSemantic Frame Parsing | —Unverified | 0 |
| Robust Unstructured Knowledge Access in Conversational Dialogue with ASR Errors | Nov 8, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 0 |
| Bridging Speech and Textual Pre-trained Models with Unsupervised ASR | Nov 6, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| H_eval: A new hybrid evaluation metric for automatic speech recognition tasks | Nov 3, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| T5lephone: Bridging Speech and Text Self-supervised Models for Spoken Language Understanding via Phoneme level T5 | Nov 1, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Design Considerations For Hypothesis Rejection Modules In Spoken Language Understanding Systems | Oct 31, 2022 | Spoken Language Understanding | —Unverified | 0 |
| BERT Meets CTC: New Formulation of End-to-End Speech Recognition with Pre-trained Masked Language Model | Oct 29, 2022 | Language ModelingLanguage Modelling | —Unverified | 0 |
| End-to-end Spoken Language Understanding with Tree-constrained Pointer Generator | Oct 29, 2022 | intent-classificationIntent Classification | CodeCode Available | 0 |
| Token-level Sequence Labeling for Spoken Language Understanding using Compositional End-to-End Models | Oct 27, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| Weak-Supervised Dysarthria-invariant Features for Spoken Language Understanding using an FHVAE and Adversarial Training | Oct 24, 2022 | Spoken Language Understanding | —Unverified | 0 |
| Bootstrapping meaning through listening: Unsupervised learning of spoken sentence embeddings | Oct 23, 2022 | Acoustic Unit DiscoveryContrastive Learning | CodeCode Available | 1 |
| On the Use of Semantically-Aligned Speech Representations for Spoken Language Understanding | Oct 11, 2022 | Representation LearningSentence | —Unverified | 0 |
| A Unified Framework for Multi-intent Spoken Language Understanding with prompting | Oct 7, 2022 | Intent DetectionMulti-Task Learning | CodeCode Available | 0 |
| 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 |
| CAE: Mechanism to Diminish the Class Imbalanced in SLU Slot Filling Task | Sep 21, 2022 | intent-classificationIntent Classification | CodeCode Available | 0 |
| ESPnet-ONNX: Bridging a Gap Between Research and Production | Sep 20, 2022 | Spoken Language Understanding | CodeCode Available | 1 |
| ESPnet-SE++: Speech Enhancement for Robust Speech Recognition, Translation, and Understanding | Jul 19, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 0 |
| Benchmarking Transformers-based models on French Spoken Language Understanding tasks | Jul 19, 2022 | BenchmarkingSpoken Language Understanding | —Unverified | 0 |
| End-to-End Spoken Language Understanding: Performance analyses of a voice command task in a low resource setting | Jul 17, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| A Spoken Drug Prescription Dataset in French for Spoken Language Understanding | Jul 17, 2022 | Spoken Language Understanding | —Unverified | 0 |
| Low-bit Shift Network for End-to-End Spoken Language Understanding | Jul 15, 2022 | Edge-computingQuantization | —Unverified | 0 |
| Two-Pass Low Latency End-to-End Spoken Language Understanding | Jul 14, 2022 | speech-recognitionSpeech Recognition | —Unverified | 0 |
| Branchformer: Parallel MLP-Attention Architectures to Capture Local and Global Context for Speech Recognition and Understanding | Jul 6, 2022 | speech-recognitionSpeech Recognition | CodeCode Available | 0 |
| ASR-Generated Text for Language Model Pre-training Applied to Speech Tasks | Jul 5, 2022 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Temporal Generalization for Spoken Language Understanding | Jul 1, 2022 | Domain GeneralizationSpoken Language Understanding | —Unverified | 0 |
| Vers la compréhension automatique de la parole bout-en-bout à moindre effort | Jul 1, 2022 | Spoken Language Understanding | —Unverified | 0 |