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The ImageNet-O dataset contains 2,000 natural adversarial examples. |
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@article{hendrycks2019nae, |
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title={Natural Adversarial Examples}, |
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author={Dan Hendrycks and Kevin Zhao and Steven Basart and Jacob Steinhardt and Dawn Song}, |
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journal={arXiv preprint arXiv:1907.07174}, |
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year={2019} |
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} |
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There are 200 classes we consider. The WordNet ID and a description of each class is as follows. |
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n01443537 goldfish |
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n01704323 triceratops |
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n01770081 harvestman |
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n01784675 centipede |
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n01819313 sulphur-crested cockatoo |
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n01820546 lorikeet |
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n01910747 jellyfish |
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n01917289 brain coral |
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n01968897 chambered nautilus |
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n02074367 dugong |
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n02317335 starfish |
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n02319095 sea urchin |
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n02395406 pig |
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n02454379 armadillo |
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n02606052 rock beauty |
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n02655020 pufferfish |
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n02666196 abacus |
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n02672831 accordion |
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n02730930 apron |
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n02777292 balance beam |
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n02783161 ballpoint pen |
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n02786058 Band-Aid |
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n02787622 banjo |
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n02791270 barbershop |
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n02808304 bath towel |
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n02817516 military cap |
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n02841315 binoculars |
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n02865351 bolo tie |
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n02877765 bottle cap |
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n02892767 bra |
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n02906734 broom |
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n02910353 buckle |
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n02916936 bulletproof vest |
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n02948072 candle |
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n02965783 car mirror |
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n03000134 chain-link fence |
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n03000684 chainsaw |
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n03017168 chime |
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n03026506 Christmas stocking |
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n03032252 movie theater |
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n03075370 combination lock |
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n03109150 corkscrew |
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n03126707 crane |
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n03134739 croquet ball |
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n03160309 dam |
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n03196217 digital clock |
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n03207743 dishcloth |
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n03218198 dog sled |
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n03223299 doormat |
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n03240683 drilling rig |
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n03271574 electric fan |
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n03291819 envelope |
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n03297495 espresso machine |
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n03314780 face powder |
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n03325584 feather boa |
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n03344393 fireboat |
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n03347037 fire screen sheet |
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n03372029 flute |
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n03376595 folding chair |
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n03388043 fountain |
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n03388183 fountain pen |
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n03400231 frying pan |
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n03445777 golf ball |
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n03457902 greenhouse |
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n03467068 guillotine |
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n03482405 hamper |
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n03483316 hair dryer |
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n03494278 harmonica |
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n03530642 honeycomb |
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n03544143 hourglass |
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n03584829 clothes iron |
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n03590841 jack-o'-lantern |
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n03598930 jigsaw puzzle |
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n03602883 joystick |
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n03649909 lawn mower |
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n03661043 library |
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n03666591 lighter |
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n03676483 lipstick |
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n03692522 loupe |
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n03706229 magnetic compass |
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n03717622 manhole cover |
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n03720891 maraca |
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n03721384 marimba |
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n03724870 mask |
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n03729826 match |
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n03733131 maypole |
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n03733281 maze |
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n03742115 medicine chest |
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n03786901 mortar |
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n03788365 mosquito net |
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n03794056 mousetrap |
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n03804744 nail |
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n03814639 neck brace |
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n03814906 necklace |
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n03825788 nipple |
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n03840681 ocarina |
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n03843555 oil filter |
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n03854065 organ |
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n03857828 oscilloscope |
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n03868863 oxygen mask |
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n03874293 paddle wheel |
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n03884397 pan flute |
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n03891251 park bench |
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n03908714 pencil sharpener |
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n03920288 Petri dish |
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n03929660 plectrum |
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n03930313 picket fence |
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n03937543 pill bottle |
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n03942813 ping-pong ball |
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n03944341 pinwheel |
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n03961711 plate rack |
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n03970156 plunger |
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n03982430 billiard table |
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n03991062 pot |
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n03995372 power drill |
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n03998194 prayer rug |
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n04005630 prison |
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n04023962 punching bag |
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n04033901 quill |
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n04040759 radiator |
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n04067472 reel |
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n04074963 remote control |
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n04116512 eraser |
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n04118776 ruler |
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n04125021 safe |
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n04127249 safety pin |
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n04131690 salt shaker |
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n04141975 weighing scale |
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n04153751 screw |
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n04154565 screwdriver |
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n04201297 shoji |
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n04204347 shopping cart |
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n04209133 shower cap |
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n04209239 shower curtain |
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n04228054 ski |
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n04235860 sleeping bag |
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n04243546 slot machine |
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n04252077 snowmobile |
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n04254120 soap dispenser |
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n04258138 solar thermal collector |
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n04265275 space heater |
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n04270147 spatula |
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n04275548 spider web |
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n04330267 stove |
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n04332243 strainer |
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n04336792 stretcher |
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n04347754 submarine |
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n04371430 swimsuit |
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n04371774 swing |
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n04372370 switch |
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n04376876 syringe |
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n04409515 tennis ball |
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n04417672 thatched roof |
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n04418357 front curtain |
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n04423845 thimble |
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n04429376 throne |
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n04435653 tile roof |
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n04442312 toaster |
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n04482393 tricycle |
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n04501370 turnstile |
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n04507155 umbrella |
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n04525305 vending machine |
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n04542943 waffle iron |
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n04554684 washing machine |
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n04557648 water bottle |
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n04562935 water tower |
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n04579432 whistle |
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n04591157 Windsor tie |
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n04597913 wooden spoon |
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n04599235 wool |
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n06785654 crossword |
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n06874185 traffic light |
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n07615774 ice pop |
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n07693725 bagel |
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n07695742 pretzel |
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n07697537 hot dog |
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n07711569 mashed potato |
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n07714990 broccoli |
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n07715103 cauliflower |
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n07716358 zucchini |
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n07717410 acorn squash |
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n07718472 cucumber |
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n07720875 bell pepper |
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n07742313 Granny Smith |
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n07745940 strawberry |
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n07747607 orange |
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n07749582 lemon |
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n07753275 pineapple |
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n07753592 banana |
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n07754684 jackfruit |
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n07768694 pomegranate |
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n07836838 chocolate syrup |
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n07871810 meatloaf |
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n07873807 pizza |
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n07880968 burrito |
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n09229709 bubble |
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n09472597 volcano |
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n12144580 corn |
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n12267677 acorn |
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n13052670 hen-of-the-woods |
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