out-of-domain detection

Hierarchical Reason-of-Contact Detection in Retail Banking Customer Interactions via LLM-Driven Taxonomy Induction ACL 2026 Knowing When Not to Answer: Lightweight KB-Aligned OOD Detection for Safe RAG ACL 2026 Semantic Self-Distillation for Language Model Uncertainty UAI 2026 CoDet-M4: Detecting Machine-Generated Code in Multi-Lingual, Multi-Generator and Multi-Domain Settings ACL 2025 Integration of Old and New Knowledge for Generalized Intent Discovery: A Consistency-driven Prototype-Prompting Framework IJCAI 2025 Polysemantic Dropout: Conformal OOD Detection for Specialized LLMs EMNLP 2025 Shh, don't say that! Domain Certification in LLMs ICLR 2025 TADA: Training-free Attribution and Out-of-Domain Detection of Audio Deepfakes Interspeech 2025 Beyond the Known: Investigating LLMs Performance on Out-of-Domain Intent Detection COLING 2024 Handling Ambiguity in Emotion: From Out-of-Domain Detection to Distribution Estimation ACL 2024 Out-of-Domain Intent Detection Considering Multi-Turn Dialogue Contexts COLING 2024 The Open-World Lottery Ticket Hypothesis for OOD Intent Classification COLING 2024 Zero-shot Out-of-domain is No Joke: Lessons Learned in the VoiceMOS 2023 MOS Prediction Challenge Interspeech 2024 Beyond In-Domain Scenarios: Robust Density-Aware Calibration ICML 2023 Continual Generalized Intent Discovery: Marching Towards Dynamic and Open-world Intent Recognition EMNLP 2023 Efficient Out-of-Domain Detection for Sequence to Sequence Models ACL 2023 Gradient Boosting Performs Gaussian Process Inference ICLR 2023 Improving Unsupervised Out-of-domain detection through Pseudo Labeling and Learning EACL 2023 Large Language Models Meet Open-World Intent Discovery and Recognition: An Evaluation of ChatGPT EMNLP 2023 Post-hoc Uncertainty Learning Using a Dirichlet Meta-Model AAAI 2023 Two Birds One Stone: Dynamic Ensemble for OOD Intent Classification ACL 2023 Disentangling Confidence Score Distribution for Out-of-Domain Intent Detection with Energy-Based Learning EMNLP 2022 Distribution Calibration for Out-of-Domain Detection with Bayesian Approximation COLING 2022 Evaluating the Practical Utility of Confidence-score based Techniques for Unsupervised Open-world Classification ACL 2022 Generalized Intent Discovery: Learning from Open World Dialogue System COLING 2022