conftrace_

annotation cost

37 papers

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Co-occurring keywords

active learning (1301) uncertainty sampling (69) data annotation (101) text classification (6793) annotation efficiency (50) annotation quality (109) query strategy (38) human annotation (115) video action detection (14) multi-class classification (280)

Papers

Reassessing Active Learning Adoption in Contemporary NLP: A Community Survey EACL 2026
CAL-Log: Cost-Aware Active Learning with Logarithmic Cognitive Effort Modeling and Online Adaptation to Human Annotation Behavior ACL 2026
Cheap Annotation of Complex Information: A Study on the Annotation of Information Status in German TEDx Talks ACL 2025
Optimal and Efficient Binary Questioning for Accelerated Annotation AAAI 2025
Effortless Active Labeling for Long-Term Test-Time Adaptation CVPR 2025
Towards Cost-Effective Learning: A Synergy of Semi-Supervised and Active Learning CVPR 2025
To Label or Not to Label: PALM - A Predictive Model for Evaluating Sample Efficiency in Active Learning Models ICCV 2025
A Cross-Domain Benchmark for Active Learning NIPS 2024
Optimal Design for Human Preference Elicitation NIPS 2024
Optimizing Relation Extraction in Medical Texts through Active Learning: A Comparative Analysis of Trade-offs EACL 2024
Annotations on a Budget: Leveraging Geo-Data Similarity to Balance Model Performance and Annotation Cost COLING 2024
Predictive Accuracy-Based Active Learning for Medical Image Segmentation IJCAI 2024
CEMA – Cost-Efficient Machine-Assisted Document Annotations AAAI 2023
Actively Testing Your Model While It Learns: Realizing Label-Efficient Learning in Practice NIPS 2023
Combining Active Learning and Task Adaptation with BERT for Cost-Effective Annotation of Social Media Datasets ACL 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 NIPS 2023
Adaptive Superpixel for Active Learning in Semantic Segmentation ICCV 2023
Data-efficient Active Learning for Structured Prediction with Partial Annotation and Self-Training EMNLP 2023
Scientific Document Retrieval using Multi-level Aspect-based Queries NIPS 2023
A Survey of Active Learning for Natural Language Processing EMNLP 2022
Annotation Cost-Sensitive Deep Active Learning with Limited Data (Student Abstract) AAAI 2022
Convergence of Uncertainty Sampling for Active Learning ICML 2022
Are all Frames Equal? Active Sparse Labeling for Video Action Detection NIPS 2022
Active Learning Through a Covering Lens NIPS 2022