annotation efficiency

An Efficient Multi-Rater Setup Towards Personalized and Diversified Medical Image Segmentation WACV 2026 On Coresets for End-to-end Learning from Crowds AAAI 2026 Active Learning for Image Segmentation with Binary User Feedback WACV 2025 Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions EMNLP 2025 Cheap Annotation of Complex Information: A Study on the Annotation of Information Status in German TEDx Talks ACL 2025 Costs and Benefits of AI-Enabled Topic Modeling in P-20 Research: The Case of School Improvement Plans ACL 2025 Effortless Active Labeling for Long-Term Test-Time Adaptation CVPR 2025 From Selection to Generation: A Survey of LLM-based Active Learning ACL 2025 Instance-wise Supervision-level Optimization in Active Learning CVPR 2025 Optimal and Efficient Binary Questioning for Accelerated Annotation AAAI 2025 Leveraging the Structure of Pre-trained Embeddings to Minimize Annotation Effort NAACL 2024 Not All Preference Pairs Are Created Equal: A Recipe for Annotation-Efficient Iterative Preference Learning EMNLP 2024 Rebalancing Label Distribution While Eliminating Inherent Waiting Time in Multi Label Active Learning Applied to Transformers COLING 2024 Resisting the Lure of the Skyline: Grounding Practices in Active Learning for Morphological Inflection ACL 2024 Scribbles for All: Benchmarking Scribble Supervised Segmentation Across Datasets NeurIPS 2024 Zero-shot Event Detection Using a Textual Entailment Model as an Enhanced Annotator COLING 2024 AbdomenAtlas-8K: Annotating 8,000 CT Volumes for Multi-Organ Segmentation in Three Weeks NeurIPS 2023 Active Learning for Multilingual Semantic Parser EACL 2023 Active Learning for Natural Language Generation EMNLP 2023 D-CALM: A Dynamic Clustering-based Active Learning Approach for Mitigating Bias ACL 2023 Extending an Event-type Ontology: Adding Verbs and Classes Using Fine-tuned LLMs Suggestions ACL 2023 How Good Is the Model in Model-in-the-loop Event Coreference Resolution Annotation? ACL 2023 Investigating Sentiment-Bearing Words- and Emoji-based Distant Supervision Approaches for Sentiment Analysis EACL 2023 Leveraging Active Learning to Minimise SRL Annotation Across Corpora ACL 2023 Making Your First Choice: To Address Cold Start Problem in Medical Active Learning MIDL 2023