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Table 2: 
Results on the Engaging ImageChat dataset. We implement the Generative Transformer Memory Network, Retrieve and Refine, and Response Generation with MR approaches, all with Reddit Pre-Training, and evaluate them on Engaging ImageChat.
ModelTest F1
Retrieval Baselines 
Retrieval Transformer Shuster et al. (2020) 9.81 
 
Generative Baselines 
Generative Transformer MemNet Dinan et al. (2018) 7.1 
+ Reddit Pre-Training 12.8 
Retrieve and RefineWeston et al. (2018) 13.6 
Response Generation with MR Qin et al. (2019) 13.2 
 
KIF-Augmented Transformer 14.4 
ModelTest F1
Retrieval Baselines 
Retrieval Transformer Shuster et al. (2020) 9.81 
 
Generative Baselines 
Generative Transformer MemNet Dinan et al. (2018) 7.1 
+ Reddit Pre-Training 12.8 
Retrieve and RefineWeston et al. (2018) 13.6 
Response Generation with MR Qin et al. (2019) 13.2 
 
KIF-Augmented Transformer 14.4 
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