slot filling

Event-Guided Slot Interaction for Multi-Domain Dialogue State Tracking CoNLL 2026 Introducing Visual Scenes and Reasoning: A More Realistic Benchmark for Spoken Language Understanding AAAI 2026 Converting Annotated Clinical Cases into Structured Case Report Forms ACL 2025 ECLM: Entity Level Language Model for Spoken Language Understanding with Chain of Intent ACL 2025 Findings of the VarDial Evaluation Campaign 2025: The NorSID Shared Task on Norwegian Slot, Intent and Dialect Identification COLING 2025 Fine-Tuning Medium-Scale LLMs for Joint Intent Classification and Slot Filling: A Data-Efficient and Cost-Effective Solution for SMEs COLING 2025 GameTox: A Comprehensive Dataset and Analysis for Enhanced Toxicity Detection in Online Gaming Communities NAACL 2025 HiTZ at VarDial 2025 NorSID: Overcoming Data Scarcity with Language Transfer and Automatic Data Annotation COLING 2025 Improving Dialectal Slot and Intent Detection with Auxiliary Tasks: A Multi-Dialectal Bavarian Case Study COLING 2025 INJONGO: A Multicultural Intent Detection and Slot-filling Dataset for 16 African Languages ACL 2025 INT: Establishing Information Transfer for Multilingual Intent Detection and Slot Filling ACL 2025 LCAN: A Label-Aware Contrastive Attention Network for Multi-Intent Recognition and Slot Filling in Task-Oriented Dialogue Systems EMNLP 2025 Leveraging Machine-Generated Data for Joint Intent Detection and Slot Filling in Bangla: A Resource-Efficient Approach COLING 2025 LTG at VarDial 2025 NorSID: More and Better Training Data for Slot and Intent Detection COLING 2025 MIDAS: Multi-level Intent, Domain, And Slot Knowledge Distillation for Multi-turn NLU NAACL 2025 Middle-Layer Representation Alignment for Cross-Lingual Transfer in Fine-Tuned LLMs ACL 2025 Modeling Multi-Turn Spoken Language Understanding with Dynamic Graph Convolutional Networks Interspeech 2025 SpeechLLMs for Large-scale Contextualized Zero-shot Slot Filling EMNLP 2025 Synergistic Augmentation: Enhancing Cross-Domain Zero-Shot Slot Filling with Small Model-Assisted Large Language Models ACL 2025 Zero-shot Slot Filling in the Age of LLMs for Dialogue Systems COLING 2025 Aligner²: Enhancing Joint Multiple Intent Detection and Slot Filling via Adjustive and Forced Cross-Task Alignment AAAI 2024 API-BLEND: A Comprehensive Corpora for Training and Benchmarking API LLMs ACL 2024 Building Conversational Artifacts to Enable Digital Assistant for APIs and RPAs AAAI 2024 Cross-Lingual NLU: Mitigating Language-Specific Impact in Embeddings Leveraging Adversarial Learning COLING 2024 Cyclical Contrastive Learning Based on Geodesic for Zero-shot Cross-lingual Spoken Language Understanding ACL 2024