Spoken Language Understanding

DRI-GAN: A Novel Dual Real Input GAN with Triplet Loss for Cross-Lingual and Noisy SLU Interspeech 2025 Investigating the Reasoning Abilities of Large Language Models for Understanding Spoken Language in Interpersonal Interactions Interspeech 2025 “KAN you hear me?” Exploring Kolmogorov-Arnold Networks for Spoken Language Understanding Interspeech 2025 Leveraging Information Retrieval to Enhance Spoken Language Understanding Prompts in Few-Shot Learning Interspeech 2025 Modeling Multi-Turn Spoken Language Understanding with Dynamic Graph Convolutional Networks Interspeech 2025 PruneSLU: Efficient On-device Spoken Language Understanding through Vocabulary and Structural Pruning Interspeech 2025 Spoken Language Understanding on Unseen Tasks With In-Context Learning Interspeech 2025 Towards Domain-Specific Spoken Language Understanding for a Catalan Voice-Controlled Video Game Interspeech 2025 Aligner²: Enhancing Joint Multiple Intent Detection and Slot Filling via Adjustive and Forced Cross-Task Alignment AAAI 2024 Cyclical Contrastive Learning Based on Geodesic for Zero-shot Cross-lingual Spoken Language Understanding ACL 2024 Interventional Speech Noise Injection for ASR Generalizable Spoken Language Understanding EMNLP 2024 Zero-Shot End-to-End Spoken Language Understanding via Cross-Modal Selective Self-Training EACL 2024 Accelerating Multiple Intent Detection and Slot Filling via Targeted Knowledge Distillation EMNLP 2023 A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding AAAI 2023 C²A-SLU: Cross and Contrastive Attention for Improving ASR Robustness in Spoken Language Understanding Interspeech 2023 Enhancing Code-Switching for Cross-lingual SLU: A Unified View of Semantic and Grammatical Coherence EMNLP 2023 Making Pre-trained Language Models Better Learn Few-Shot Spoken Language Understanding in More Practical Scenarios ACL 2023 MCLF: A Multi-grained Contrastive Learning Framework for ASR-robust Spoken Language Understanding EMNLP 2023 MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention EMNLP 2023 Sequence-Level Knowledge Distillation for Class-Incremental End-to-End Spoken Language Understanding Interspeech 2023 SLUE Phase-2: A Benchmark Suite of Diverse Spoken Language Understanding Tasks ACL 2023 Toward Interactive Dictation ACL 2023 A Slot Is Not Built in One Utterance: Spoken Language Dialogs with Sub-Slots ACL 2022 Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label Graphs EMNLP 2022 Enhancing Joint Multiple Intent Detection and Slot Filling with Global Intent-Slot Co-occurrence EMNLP 2022