Architecture-Agnostic Curriculum Learning for Document Understanding: Empirical Evidence from Text-Only and Multimodal Paradigms

Keyphrases

• Architecture-centric 100%
• Text-dependent 100%
• Curriculum Learning 100%
• Document Understanding 100%
• Multimodal Paradigm 100%
• LayoutLM 66%
• Controlled Experiment 33%
• Data Distribution 33%
• Statistical Significance 33%
• Transfer Learning 33%
• Cross-domain 33%
• Family Model 33%
• Efficiency Gain 33%
• Training Loss 33%
• Heterogeneous Model 33%
• Understanding Model 33%
• Point Differential 33%
• Domain Transferability 33%
• Distribution Level 33%
• Optimization Dynamics 33%
• Data Scheduling 33%
• Extended Validation 33%
• Speed Training 33%

Computer Science

• Bidirectional Encoder Representations From Transformers 100%
• Empirical evidence 100%
• Dynamic Optimization 50%
• Data Distribution 50%
• Transfer Learning 50%
• Distribution Level 50%
• Extended Validation 50%

Social Sciences

• Bidirectional Encoder Representations From Transformers 100%
• Empirical evidence 100%
• Statistical Significance 50%
• Transfer of Learning 50%