annotation cost

CAL-Log: Cost-Aware Active Learning with Logarithmic Cognitive Effort Modeling and Online Adaptation to Human Annotation Behavior ACL 2026 Reassessing Active Learning Adoption in Contemporary NLP: A Community Survey EACL 2026 Cheap Annotation of Complex Information: A Study on the Annotation of Information Status in German TEDx Talks ACL 2025 Effortless Active Labeling for Long-Term Test-Time Adaptation CVPR 2025 Improved Algorithm for Deep Active Learning under Imbalance via Optimal Separation ICML 2025 Optimal and Efficient Binary Questioning for Accelerated Annotation AAAI 2025 To Label or Not to Label: PALM - A Predictive Model for Evaluating Sample Efficiency in Active Learning Models ICCV 2025 Towards Cost-Effective Learning: A Synergy of Semi-Supervised and Active Learning CVPR 2025 A Cross-Domain Benchmark for Active Learning NeurIPS 2024 "A Framework for Efficient Model Evaluation through Stratification, Sampling, and Estimation" ECCV 2024 Annotations on a Budget: Leveraging Geo-Data Similarity to Balance Model Performance and Annotation Cost COLING 2024 Distribution Discrepancy and Feature Heterogeneity for Active 3D Object Detection CoRL 2024 Optimal Design for Human Preference Elicitation NeurIPS 2024 Optimizing Relation Extraction in Medical Texts through Active Learning: A Comparative Analysis of Trade-offs EACL 2024 Predictive Accuracy-Based Active Learning for Medical Image Segmentation IJCAI 2024 Actively Testing Your Model While It Learns: Realizing Label-Efficient Learning in Practice NeurIPS 2023 Adaptive Superpixel for Active Learning in Semantic Segmentation ICCV 2023 CEMA – Cost-Efficient Machine-Assisted Document Annotations AAAI 2023 Combining Active Learning and Task Adaptation with BERT for Cost-Effective Annotation of Social Media Datasets ACL 2023 Data-efficient Active Learning for Structured Prediction with Partial Annotation and Self-Training EMNLP 2023 Evidential Uncertainty and Diversity Guided Active Learning for Scene Graph Generation ICLR 2023 Exploring Active 3D Object Detection from a Generalization Perspective ICLR 2023 Hybrid Active Learning via Deep Clustering for Video Action Detection CVPR 2023 Interactive Multi-fidelity Learning for Cost-effective Adaptation of Language Model with Sparse Human Supervision NeurIPS 2023 MCAL: Minimum Cost Human-Machine Active Labeling ICLR 2023