{"total":40,"rows":[{"id":"2211.13445","title":"Delving into Out-of-Distribution Detection with Vision-Language Representations","created":"2022-11-24","cited_by_count":216,"area":null},{"id":"2206.13687","title":"POEM: Out-of-Distribution Detection with Posterior Sampling","created":"2022-06-28","cited_by_count":108,"area":null},{"id":"2305.03236","title":"A Survey on Out-of-Distribution Detection in NLP","created":"2023-05-05","cited_by_count":31,"area":null},{"id":"2305.13282","title":"Is Fine-tuning Needed? Pre-trained Language Models Are Near Perfect for Out-of-Domain Detection","created":"2023-05-22","cited_by_count":29,"area":null},{"id":"2308.10261","title":"How Good Are LLMs at Out-of-Distribution Detection?","created":"2023-08-20","cited_by_count":17,"area":null},{"id":"2203.05823","title":"Learning Discriminative Representations and Decision Boundaries for Open Intent Detection","created":"2022-03-11","cited_by_count":15,"area":null},{"id":"2310.08027","title":"Exploring Large Language Models for Multi-Modal Out-of-Distribution Detection","created":"2023-10-12","cited_by_count":13,"area":null},{"id":"2211.05561","title":"Estimating Soft Labels for Out-of-Domain Intent Detection","created":"2022-11-10","cited_by_count":11,"area":null},{"id":"2210.11034","title":"Enhancing Out-of-Distribution Detection in Natural Language Understanding via Implicit Layer Ensemble","created":"2022-10-20","cited_by_count":9,"area":null},{"id":"2411.10670","title":"IntentGPT: Few-shot Intent Discovery with Large Language Models","created":"2024-11-16","cited_by_count":8,"area":null},{"id":"2510.05782","title":"Mysteries of the Deep: Role of Intermediate Representations in Out of Distribution Detection","created":"2025-10-07","cited_by_count":7,"area":null},{"id":"2206.02179","title":"A Simple Meta-learning Paradigm for Zero-shot Intent Classification with Mixture Attention Mechanism","created":"2022-06-05","cited_by_count":6,"area":null},{"id":"2305.03237","title":"Out-of-Domain Intent Detection Considering Multi-Turn Dialogue Contexts","created":"2023-05-05","cited_by_count":6,"area":null},{"id":"2507.22934","title":"Deep Learning Approaches for Multimodal Intent Recognition: A Survey","created":"2025-07-24","cited_by_count":6,"area":null},{"id":"2204.07804","title":"Learning to Classify Open Intent via Soft Labeling and Manifold Mixup","created":"2022-04-16","cited_by_count":5,"area":null},{"id":"2403.18973","title":"Conformal Intent Classification and Clarification for Fast and Accurate Intent Recognition","created":"2024-03-27","cited_by_count":5,"area":null},{"id":"2301.06544","title":"Distinguish Sense from Nonsense: Out-of-Scope Detection for Virtual Assistants","created":"2023-01-16","cited_by_count":4,"area":null},{"id":"2405.16146","title":"Dual-Adapter: Training-free Dual Adaptation for Few-shot Out-of-Distribution Detection","created":"2024-05-25","cited_by_count":4,"area":null},{"id":"2410.13649","title":"A new approach for fine-tuning sentence transformers for intent classification and out-of-scope detection tasks","created":"2024-10-17","cited_by_count":4,"area":null},{"id":"2210.14304","title":"Learning Better Intent Representations for Financial Open Intent Classification","created":"2022-10-25","cited_by_count":3,"area":null},{"id":"2304.10220","title":"Effective Open Intent Classification with K-center Contrastive Learning and Adjustable Decision Boundary","created":"2023-04-20","cited_by_count":3,"area":null},{"id":"2305.14696","title":"SELFOOD: Self-Supervised Out-Of-Distribution Detection via Learning to Rank","created":"2023-05-24","cited_by_count":3,"area":null},{"id":"2407.13141","title":"Out-of-Distribution Detection through Soft Clustering with Non-Negative Kernel Regression","created":"2024-07-18","cited_by_count":3,"area":null},{"id":"2410.22476","title":"A Pointer Network-based Approach for Joint Extraction and Detection of Multi-Label Multi-Class Intents","created":"2024-10-29","cited_by_count":3,"area":null},{"id":"2503.23740","title":"LANID: LLM-assisted New Intent Discovery","created":"2025-03-31","cited_by_count":3,"area":null},{"id":"2210.07071","title":"The Open-World Lottery Ticket Hypothesis for OOD Intent Classification","created":"2022-10-13","cited_by_count":2,"area":null},{"id":"2303.04134","title":"A Hybrid Architecture for Out of Domain Intent Detection and Intent Discovery","created":"2023-03-07","cited_by_count":2,"area":null},{"id":"2310.14849","title":"Universal Domain Adaptation for Robust Handling of Distributional Shifts in NLP","created":"2023-10-23","cited_by_count":2,"area":null},{"id":"2405.19967","title":"Improved Out-of-Scope Intent Classification with Dual Encoding and Threshold-based Re-Classification","created":"2024-05-30","cited_by_count":2,"area":null},{"id":"2405.20341","title":"From Zero to Hero: Cold-Start Anomaly Detection","created":"2024-05-30","cited_by_count":2,"area":null},{"id":"2303.05581","title":"Open World Classification with Adaptive Negative Samples","created":"2023-03-09","cited_by_count":1,"area":null},{"id":"2306.04950","title":"Open Set Relation Extraction via Unknown-Aware Training","created":"2023-06-08","cited_by_count":1,"area":null},{"id":"2307.13069","title":"General-Purpose Multi-Modal OOD Detection Framework","created":"2023-07-24","cited_by_count":1,"area":null},{"id":"2605.16364","title":"WASIL: In-the-Wild Arabic Spoken Interactions with LLMs","created":"2026-05-09","cited_by_count":1,"area":null},{"id":"2310.11607","title":"TK-KNN: A Balanced Distance-Based Pseudo Labeling Approach for Semi-Supervised Intent Classification","created":"2023-10-17","cited_by_count":0,"area":null},{"id":"2404.06217","title":"VI-OOD: A Unified Representation Learning Framework for Textual Out-of-distribution Detection","created":"2024-04-09","cited_by_count":0,"area":null},{"id":"2409.11114","title":"Diversity-grounded Channel Prototypical Learning for Out-of-Distribution Intent Detection","created":"2024-09-17","cited_by_count":0,"area":null},{"id":"2510.14110","title":"DROID: Dual Representation for Out-of-Scope Intent Detection","created":"2025-10-15","cited_by_count":0,"area":null},{"id":"2511.05921","title":"IDALC: A Semi-Supervised Framework for Intent Detection and Active Learning based Correction","created":"2025-11-08","cited_by_count":0,"area":null},{"id":"2603.01824","title":"OpenAutoNLU: Open Source AutoML Library for NLU","created":"2026-03-02","cited_by_count":0,"area":null}],"next_cursor":null}