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About

HiHack is a hierarchical, large-scale offline dataset for NetHack. This dataset contains three billion keypresses of game-play spanning one hundred thousand unique games played by the winner of the NeurIPS 2021 NetHack Challenge Competition, the symbolic AutoAscend bot. Each keypress is accompanied by a full view of the game and is annotated with structured labels reflecting the bot's internal goal.


[game-id]: 5
[strategy]: ground-eat
[keypress]: CompassDirection.NW

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There is a mountain nymph corpse here; eat it? [ynq] (n)                        
                                                                                
                                                ----------                      
                                    -----#######-........|                      
                   -------------    |...|#      |........|                      
                   |............#  #-...|#     #-........|         ---------    
                   |...........|#  #|..*|#     #-.--.-----        #-.[[[.)[|    
                  #............|## #|...|#     # #####        #####|.[[[[)[|    
              #####|............####-----#     #   ##@        #    |.[[)[[[|    
              #    |...........| #########     #    ####     ##    |).)[)[)|    
  ------------#    |...........|  ##     #     #       ###   ?     |.[)[[[)|    
  |<.........|#    -------------         #     #     --.-.-- #     ---------    
  |..........|#                         ##     #     |......##                  
  |...........#                         #      #     |...>.|                    
  ------------                        ###      ##    |.....|                    
                                      #---------#    -------                    
                                      #|..|....|#                               
                                      #-.......|#                               
                                       |.......-#                               
                                       ---------                                
                                                                                
                                                                                
Agent the Kunoichi             St:17 Dx:17 Co:17 In:9 Wi:8 Ch:8 Lawful S:6902   
Dlvl:3 $:346 HP:44(79) Pw:23(23) AC:3 Xp:8/1614 T:23242



    @misc{ piterbarg2023nethack,
          title={ NetHack is Hard to Hack }, 
          author={ Ulyana Piterbarg and Lerrel Pinto and Rob Fergus },
          year={ 2023 },
          eprint={ 2305.19240 },
          archivePrefix={ arXiv },
          primaryClass={ cs.LG }
    }