Role of Log-linear Models?

For 22 case, lower bound is evocative of MLE for estimated expected value under independence:
- Bounds correspond to log-linearized version.
- Margins are minimal sufficient statistics (MSS).

For 22 case, lower bound is evocative of MLE for estimated expected value under independence: