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.
BERT: Pre-training of deep bidirectional transformers for language understanding
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.CL 1years
2025 1verdicts
CONDITIONAL 1roles
background 1polarities
support 1representative citing papers
citing papers explorer
-
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.