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Papers
Disentangling Adversarial Prompts: A Semantic-Graph Defense for Robust LLM Security
AAAI 2026
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
Add Noise, Tasks, or Layers? MaiNLP at the VarDial 2025 Shared Task on Norwegian Dialectal Slot and Intent Detection
COLING 2025
Beyond Task-Oriented and Chitchat Dialogues: Proactive and Transition-Aware Conversational Agents
EMNLP 2025
Clear Up Confusion: Iterative Differential Generation for Fine-grained Intent Detection with Contrastive Feedback
COLING 2025
CUFE@VarDial 2025 NorSID: Multilingual BERT for Norwegian Dialect Identification and Intent Detection
COLING 2025
Detecting Conversational Mental Manipulation with Intent-Aware Prompting
COLING 2025
DRI-GAN: A Novel Dual Real Input GAN with Triplet Loss for Cross-Lingual and Noisy SLU
Interspeech 2025
DSRAG: A Double-Stream Retrieval-Augmented Generation Framework for Countless Intent Detection
NAACL 2025
Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing
ACL 2025
Enhancing Dialectal Arabic Intent Detection through Cross-Dialect Multilingual Input Augmentation
COLING 2025
Exploring the Vulnerability of the Content Moderation Guardrail in Large Language Models via Intent Manipulation
EMNLP 2025
Findings of the VarDial Evaluation Campaign 2025: The NorSID Shared Task on Norwegian Slot, Intent and Dialect Identification
COLING 2025
From Noise to Clarity: Filtering Real and LLM-Generated Samples for Enhanced Intent Detection
EMNLP 2025
HEISIR: Hierarchical Expansion of Inverted Semantic Indexing for Training-free Retrieval of Conversational Data using LLMs
NAACL 2025
HiTZ at VarDial 2025 NorSID: Overcoming Data Scarcity with Language Transfer and Automatic Data Annotation
COLING 2025
INJONGO: A Multicultural Intent Detection and Slot-filling Dataset for 16 African Languages
ACL 2025
Instance Relation Learning Network with Label Knowledge Propagation for Few-shot Multi-label Intent Detection
IJCAI 2025
Integration of Old and New Knowledge for Generalized Intent Discovery: A Consistency-driven Prototype-Prompting Framework
IJCAI 2025
INT: Establishing Information Transfer for Multilingual Intent Detection and Slot Filling
ACL 2025
“I’ve Decided to Leak”: Probing Internals Behind Prompt Leakage Intents
EMNLP 2025
Learning LLM Preference over Intra-Dialogue Pairs: A Framework for Utterance-level Understandings
NAACL 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