Competitor Comparison Matrix - Sparse mixture of experts layers

Feature | Sparse MoE | Google Switch Transformer | Microsoft GShard | Fairseq MoE
-----------------------------|------------|---------------------------|------------------|------------
Token-level Dynamic Routing | ✓ | ✓ | ✓ | ✓
Native Neatron 3 Integration | ✓ | ✗ | ✗ | ✗
Fine-Grained Specialization | ✓ | ✓ | ✓ | ✓
Computational Efficiency | ✓ | ✓ | ✓ | ✓
Transformer Architecture | ✓ | ✓ | ✓ | ✓
Ease of Deployment | Moderate | Moderate | Moderate | Moderate