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Table 6: 
Multi-hop with KIF to retrieve information with multiple fetch steps.
ModelValid F1
KIF-Augmented Transformer 27.4 
 
One KIF Module fetches multiple times 
2 Fetches 26.9 
3 Fetches 26.0 
 
Multiple KIF Modules fetch once each 
2 Fetches 26.5 
3 Fetches 25.9 
ModelValid F1
KIF-Augmented Transformer 27.4 
 
One KIF Module fetches multiple times 
2 Fetches 26.9 
3 Fetches 26.0 
 
Multiple KIF Modules fetch once each 
2 Fetches 26.5 
3 Fetches 25.9 
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