conftrace_

intent detection

190 papers

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slot filling (263) spoken language understanding (299) dialogue system (1667) few-shot learning (3398) natural language understanding (846) intent classification (372) cross-lingual transfer (1477) contrastive learning (4032) large language model (13587) task-oriented dialogue (326)

Papers

Hierarchical Reason-of-Contact Detection in Retail Banking Customer Interactions via LLM-Driven Taxonomy Induction ACL 2026
Introducing Visual Scenes and Reasoning: A More Realistic Benchmark for Spoken Language Understanding AAAI 2026
Disentangling Adversarial Prompts: A Semantic-Graph Defense for Robust LLM Security AAAI 2026
From Noise to Clarity: Filtering Real and LLM-Generated Samples for Enhanced Intent Detection EMNLP 2025
Exploring the Vulnerability of the Content Moderation Guardrail in Large Language Models via Intent Manipulation EMNLP 2025
Leveraging Machine-Generated Data for Joint Intent Detection and Slot Filling in Bangla: A Resource-Efficient Approach COLING 2025
Pairwise Prompt-Based Tuning with Parameter Efficient Fast Adaptation for Generalized Zero-Shot Intent Detection NAACL 2025
Detecting Conversational Mental Manipulation with Intent-Aware Prompting COLING 2025
DSRAG: A Double-Stream Retrieval-Augmented Generation Framework for Countless Intent Detection NAACL 2025
Findings of the VarDial Evaluation Campaign 2025: The NorSID Shared Task on Norwegian Slot, Intent and Dialect Identification COLING 2025
INJONGO: A Multicultural Intent Detection and Slot-filling Dataset for 16 African Languages ACL 2025
LTG at VarDial 2025 NorSID: More and Better Training Data for Slot and Intent Detection COLING 2025
HiTZ at VarDial 2025 NorSID: Overcoming Data Scarcity with Language Transfer and Automatic Data Annotation COLING 2025
CUFE@VarDial 2025 NorSID: Multilingual BERT for Norwegian Dialect Identification and Intent Detection COLING 2025
Beyond Task-Oriented and Chitchat Dialogues: Proactive and Transition-Aware Conversational Agents EMNLP 2025
Enhancing Dialectal Arabic Intent Detection through Cross-Dialect Multilingual Input Augmentation COLING 2025
“I’ve Decided to Leak”: Probing Internals Behind Prompt Leakage Intents EMNLP 2025
Turning Logic Against Itself: Probing Model Defenses Through Contrastive Questions EMNLP 2025
Clear Up Confusion: Iterative Differential Generation for Fine-grained Intent Detection with Contrastive Feedback COLING 2025
INT: Establishing Information Transfer for Multilingual Intent Detection and Slot Filling ACL 2025
HEISIR: Hierarchical Expansion of Inverted Semantic Indexing for Training-free Retrieval of Conversational Data using LLMs NAACL 2025
MIDAS: Multi-level Intent, Domain, And Slot Knowledge Distillation for Multi-turn NLU NAACL 2025
On-Device LLMs for Home Assistant: Dual Role in Intent Detection and Response Generation NAACL 2025
Add Noise, Tasks, or Layers? MaiNLP at the VarDial 2025 Shared Task on Norwegian Dialectal Slot and Intent Detection COLING 2025
Text Takes Over: A Study of Modality Bias in Multimodal Intent Detection EMNLP 2025