No single active learning query strategy wins across all frozen LLM embeddings and text tasks; strategy rankings depend on embedding quality, task, and initial pool selection.
Language Models are Few-Shot Learners
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No Free Lunch in Active Learning: LLM Embedding Quality Dictates Query Strategy Success
No single active learning query strategy wins across all frozen LLM embeddings and text tasks; strategy rankings depend on embedding quality, task, and initial pool selection.