data annotation

99 papers

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Co-occurring keywords

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