Adaptive Data Selection for Text Classification: Hierarchical Value with a Local Utility Budget

arXiv:2510.21286 · cs.LG · Submitted 2025-10-24 · Read on arXiv

cs.LG

Submitted: 2025-10-24

Updated: 2026-10-19

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Accuracy — 1× in this paper · explained in 1 episode
• Data Value Contribution — 1× in this paper
• F1 Score — 1× in this paper · explained in 3 episodes
• Influence Functions — 1× in this paper · explained in 2 episodes
• Shapley values — 1× in this paper · explained in 2 episodes
• Theoretical Guarantees — 1× in this paper · explained in 2 episodes

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