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  • PISA-Prompt: this is the default PISA prompts. If you'd like to use our dataset, please use this directly.
  • BasicPrompt: this is the Basic Prompt used in Prompts Ablation Study in our paper (see the Supp. doc).
  • MinimumPrompt: this is the Minimum Prompt used in Prompts Ablation Study in our paper (see the Supp. doc).

The prompts ablation study results (Table 10 in the paper)



😃 Please note that only validation sets of three sub-sets (CT, ECL, SG) are provided here. For the train/validation sets, please find them here!

☺️ After the acceptance decision notification, the full PISA dataset (including train/val/testing sets) will be uploaded here and publicly available.

✋ We strongly recommend users to register SafeGraph Data for Academics to know more about SafeGraph Data.

NOTE!! PISA_Plus_Multistep_examples includes the prompts for prediction multistep ahead setting. This setting will be included in the next version of PISA (PISA+). You can ignore this if you want to evaluate your model on PISA. We will also upload the whole PISA+ in the near future.