(4) For the other creative tasks, we employed classification accuracy and average semantic distance (ASD) as metrics for
the CGG and DAT tasks, respectively . ASD represents the average semantic distance of all test examples, where the semantic
distance for each test example is calculated based on the ten words following the completion of each choice question. see
Appendix F for more details.
Hyperparameters of Associable Instruction Tuning. For “Image” condition, it relies on the type of Oogiri game, e.g., being
the image embeddings in I2T game and empty in T2T type. For the “condition” option, it’s set to empty with a probability
of ρc, and otherwise is randomly set as one noun in “task-specific responses”. We set the value of ρc to 0.50. This setting
is driven by the fact that training LLMs to perform associable generation assists in the remote association of self-refinement,
Let’sThinkOutsidetheBox