Computation and Language · Computer Science
Text Annotation Handbook: A Practical Guide for Machine Learning Projects
Felix Stollenwerk, Joey Öhman, Danila Petrelli, Emma Wallerö +4
2023-10-19
Computation and Language · Computer Science
Are Expert-Level Language Models Expert-Level Annotators?
Yu-Min Tseng, Wei-Lin Chen, Chung-Chi Chen, Hsin-Hsi Chen
2024-10-07
Computation and Language · Computer Science
Hands-On Tutorial: Labeling with LLM and Human-in-the-Loop
Ekaterina Artemova, Akim Tsvigun, Dominik Schlechtweg, Natalia Fedorova +3
2025-01-28
Computation and Language · Computer Science
Large Language Models for Data Annotation and Synthesis: A Survey
Zhen Tan, Dawei Li, Song Wang, Alimohammad Beigi +6
2024-12-04
Machine Learning · Computer Science
Learning from Imperfect Annotations
Emmanouil Antonios Platanios, Maruan Al-Shedivat, Eric Xing, Tom Mitchell
2020-04-08
Computation and Language · Computer Science
Towards Model-Based Data Acquisition for Subjective Multi-Task NLP Problems
Kamil Kanclerz, Julita Bielaniewicz, Marcin Gruza, Jan Kocon +2
2023-12-14
Machine Learning · Computer Science
A Survey on Machine Learning Techniques for Auto Labeling of Video, Audio, and Text Data
Shikun Zhang, Omid Jafari, Parth Nagarkar
2021-09-09
Computation and Language · Computer Science
CoAnnotating: Uncertainty-Guided Work Allocation between Human and Large Language Models for Data Annotation
Minzhi Li, Taiwei Shi, Caleb Ziems, Min-Yen Kan +3
2024-03-18
Computation and Language · Computer Science
Is GPT-3 a Good Data Annotator?
Bosheng Ding, Chengwei Qin, Linlin Liu, Yew Ken Chia +3
2023-06-16
Computation and Language · Computer Science
How Annotation Trains Annotators: Competence Development in Social Influence Recognition
Maciej Markiewicz, Beata Bajcar, Wiktoria Mieleszczenko-Kowszewicz, Aleksander Szczęsny +7
2026-04-06
Machine Learning · Computer Science
A Comprehensive Review of Automated Data Annotation Techniques in Human Activity Recognition
Florenc Demrozi, Cristian Turetta, Fadi Al Machot, Graziano Pravadelli +1
2023-07-13
Computation and Language · Computer Science
Authors Should Label Their Own Documents
Marcus Ma, Cole Johnson, Nolan Bridges, Jackson Trager +2
2026-01-08
Human-Computer Interaction · Computer Science
CrowdWorkSheets: Accounting for Individual and Collective Identities Underlying Crowdsourced Dataset Annotation
Mark Diaz, Ian D. Kivlichan, Rachel Rosen, Dylan K. Baker +3
2022-06-22
Computer Vision and Pattern Recognition · Computer Science
Label Assistant: A Workflow for Assisted Data Annotation in Image Segmentation Tasks
Marcel P. Schilling, Luca Rettenberger, Friedrich Münke, Haijun Cui +4
2021-11-30
Machine Learning · Computer Science
An Interactive Human-Machine Learning Interface for Collecting and Learning from Complex Annotations
Jonathan Erskine, Matt Clifford, Alexander Hepburn, Raúl Santos-Rodríguez
2024-03-29