conftrace_

out-of-domain detection

46 papers

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Also known as

OOD DETECTION

Co-occurring keywords

intent classification (372) out-of-distribution detection (617) dialogue system (1667) intent detection (190) domain generalization (1522) zero-shot learning (3650) representation learning (6206) unsupervised learning (3264) task-oriented dialogue (326) uncertainty estimation (648)

Papers

Knowing When Not to Answer: Lightweight KB-Aligned OOD Detection for Safe RAG ACL 2026
Hierarchical Reason-of-Contact Detection in Retail Banking Customer Interactions via LLM-Driven Taxonomy Induction ACL 2026
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
CoDet-M4: Detecting Machine-Generated Code in Multi-Lingual, Multi-Generator and Multi-Domain Settings ACL 2025
Zero-shot Out-of-domain is No Joke: Lessons Learned in the VoiceMOS 2023 MOS Prediction Challenge INTERSPEECH 2024
Handling Ambiguity in Emotion: From Out-of-Domain Detection to Distribution Estimation ACL 2024
The Open-World Lottery Ticket Hypothesis for OOD Intent Classification COLING 2024
Out-of-Domain Intent Detection Considering Multi-Turn Dialogue Contexts COLING 2024
Beyond the Known: Investigating LLMs Performance on Out-of-Domain Intent Detection COLING 2024
Improving Unsupervised Out-of-domain detection through Pseudo Labeling and Learning EACL 2023
Continual Generalized Intent Discovery: Marching Towards Dynamic and Open-world Intent Recognition EMNLP 2023
Beyond In-Domain Scenarios: Robust Density-Aware Calibration ICML 2023
Post-hoc Uncertainty Learning Using a Dirichlet Meta-Model AAAI 2023
Efficient Out-of-Domain Detection for Sequence to Sequence Models ACL 2023
Large Language Models Meet Open-World Intent Discovery and Recognition: An Evaluation of ChatGPT EMNLP 2023
Two Birds One Stone: Dynamic Ensemble for OOD Intent Classification ACL 2023
Uncertainty Estimation for Multi-view Data: The Power of Seeing the Whole Picture NIPS 2022
Evaluating the Practical Utility of Confidence-score based Techniques for Unsupervised Open-world Classification ACL 2022
KNN-Contrastive Learning for Out-of-Domain Intent Classification ACL 2022
Generalized Intent Discovery: Learning from Open World Dialogue System COLING 2022
On Attacking Out-Domain Uncertainty Estimation in Deep Neural Networks IJCAI 2022
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
UniNL: Aligning Representation Learning with Scoring Function for OOD Detection via Unified Neighborhood Learning EMNLP 2022