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data annotation

99 papers

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large language model (12755) text classification (6776) active learning (1295) natural language processing (2027) few-shot learning (3390) annotation quality (108) language model (4573) data augmentation (3037) annotation tool (58) question answering (2904)

Papers

Council of LLMs: Evaluating Capability of Large Language Models to Annotate Propaganda EACL 2026
COIG-P: A High-Quality and Large-Scale Chinese Preference Dataset for Alignment with Human Values EACL 2026
Reassessing Active Learning Adoption in Contemporary NLP: A Community Survey EACL 2026
EgoEMS: A High-Fidelity Multimodal Egocentric Dataset for Cognitive Assistance in Emergency Medical Services AAAI 2026
Aggregating Crowd of LLMs for Cost-Effective Data Annotation EACL 2026
QuaLLM: An LLM-based Framework to Extract Quantitative Insights from Online Forums NAACL 2025
CrowdAgent: Multi-Agent Managed Multi-Source Annotation System EMNLP 2025
RED-CT: A Systems Design Methodology for Using LLM-labeled Data to Train and Deploy Edge Linguistic Classifiers COLING 2025
Optimal and Efficient Binary Questioning for Accelerated Annotation AAAI 2025
Task Configuration Impacts Annotation Quality and Model Training Performance in Crowdsourced Image Segmentation WACV 2025
Interactive platform for the exploration of large-scale ‘living’ systematic maps ACL 2025
Know Your RAG: Dataset Taxonomy and Generation Strategies for Evaluating RAG Systems COLING 2025
SynthDetoxM: Modern LLMs are Few-Shot Parallel Detoxification Data Annotators NAACL 2025
On Integrating LLMs Into an Argument Annotation Workflow ACL 2025
Personas with Attitudes: Controlling LLMs for Diverse Data Annotation ACL 2025
A Simple yet Efficient Prompt Compression Method for Text Classification Data Annotation Using LLM COLING 2025
Improving Data Annotation for Low-Resource Relation Extraction with Logical Rule-Augmented Collaborative Language Models NAACL 2025
Prompt Candidates, then Distill: A Teacher-Student Framework for LLM-driven Data Annotation ACL 2025
Annotating Training Data for Conditional Semantic Textual Similarity Measurement using Large Language Models EMNLP 2025
Conflicts in Texts: Data, Implications and Challenges EMNLP 2025
The ALCHEmist: Automated Labeling 500x CHEaper than LLM Data Annotators NIPS 2024
Panda-70M: Captioning 70M Videos with Multiple Cross-Modality Teachers CVPR 2024
Surveying the FAIRness of Annotation Tools: Difficult to find, difficult to reuse EACL 2024
Multi-News+: Cost-efficient Dataset Cleansing via LLM-based Data Annotation EMNLP 2024
Edu-ConvoKit: An Open-Source Library for Education Conversation Data NAACL 2024