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Table 1: 

Examples for DRF-based prompts generated by PADA, from the Charlie-Hebdo (C) target domain, which is unknown to PADA during training (source domains are FR, GW, OS, and S; see Table 4). PADA generates prompts which are semantically related to the input example by combining DRFs from source domains along with non-DRF yet relevant words. Moreover, it can also generate new domain names (Paris Siege).

Input.A sad day for France, for journalism, for free speech, and those whose beliefs the attackers pretend to represent. 
Prompt.Ottawa Shooting - french, attack, shootings 
Input.Picture of explosion in Dammartin-en-Goele. all happened suddenly. 
Prompt.Germanwings Crash - explosion, goele, german 
Input.At least 5 hostages in kosher supermarket in eastern Paris, according to reports. 
Prompt.Paris Siege - hostages, reports, taker 
Input.A sad day for France, for journalism, for free speech, and those whose beliefs the attackers pretend to represent. 
Prompt.Ottawa Shooting - french, attack, shootings 
Input.Picture of explosion in Dammartin-en-Goele. all happened suddenly. 
Prompt.Germanwings Crash - explosion, goele, german 
Input.At least 5 hostages in kosher supermarket in eastern Paris, according to reports. 
Prompt.Paris Siege - hostages, reports, taker 
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