Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation

Documenti analoghi

• Quality over Quantity: An Effective Large-Scale Data Reduction Strategy Based on Pointwise V-Information
  di: Chen, Fei, et al.
  Pubblicazione: (2025)
• Navigating Data Corruption in Machine Learning: Balancing Quality, Quantity, and Imputation Strategies
  di: Liu, Qi, et al.
  Pubblicazione: (2024)
• Is Training Data Quality or Quantity More Impactful to Small Language Model Performance?
  di: Sajith, Aryan, et al.
  Pubblicazione: (2024)
• Data Curation Through the Lens of Spectral Dynamics: Static Limits, Dynamic Acceleration, and Practical Oracles
  di: Zhang, Yizhou, et al.
  Pubblicazione: (2025)
• Rethinking Data Curation in LLM Training: Online Reweighting Offers Better Generalization than Offline Methods
  di: Zhao, Wanru, et al.
  Pubblicazione: (2026)