Automated Annotation with Generative AI Requires Validation
Paper • 2306.00176 • Published • 1
Annotation
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Fabricator: An Open Source Toolkit for Generating Labeled Training Data with Teacher LLMs
Paper • 2309.09582 • Published • 4 -
PromptMix: A Class Boundary Augmentation Method for Large Language Model Distillation
Paper • 2310.14192 • Published • 2 -
ICLEF: In-Context Learning with Expert Feedback for Explainable Style Transfer
Paper • 2309.08583 • Published • 1 -
Text Data Augmentation in Low-Resource Settings via Fine-Tuning of Large Language Models
Paper • 2310.01119 • Published • 1 -
Assessing the potential of AI-assisted pragmatic annotation: The case of apologies
Paper • 2305.08339 • Published • 1 -
TeacherLM: Teaching to Fish Rather Than Giving the Fish, Language Modeling Likewise
Paper • 2310.19019 • Published • 9 -
GPT Self-Supervision for a Better Data Annotator
Paper • 2306.04349 • Published • 1 -
Leveraging Training Data in Few-Shot Prompting for Numerical Reasoning
Paper • 2305.18170 • Published • 2 -
WELL: Applying Bug Detectors to Bug Localization via Weakly Supervised Learning
Paper • 2305.17384 • Published • 1 -
Large Language Models as Annotators: Enhancing Generalization of NLP Models at Minimal Cost
Paper • 2306.15766 • Published • 1 -
AnnoLLM: Making Large Language Models to Be Better Crowdsourced Annotators
Paper • 2303.16854 • Published • 1 -
SciGLM: Training Scientific Language Models with Self-Reflective Instruction Annotation and Tuning
Paper • 2401.07950 • Published • 4 -
Pre-trained Language Models as Re-Annotators
Paper • 2205.05368 • Published • 1