Table 3.
Top 10 nearest neighbor (type of allergen-related) words returned by the unsupervised word embedding methods. Words co-occurring in the gold-standard similarity list of words are emphasized
| Type of allergen | ||||||
|---|---|---|---|---|---|---|
| Method | Drugs: Apocillin | Environmental: Cat | Food: Cultured milk | |||
| Our unsupervised method | Apocillin mg | Paracet | Cat and | House dust | Biola | Orange juice |
| Apocillin tab | Dalacin | Cat dog | Mite | Applejuice | Oats soup | |
| Penicillin | Ekvacillin | And cat | Wormwood | Apple juice | Whole milk | |
| Imacillin | Diclocil | Dog | Pollen | Buttermilk | Or juice | |
| Ciproxin | Keflex | Timothy | Horse | Coffee | Juice | |
| StarSpace | Ciproxin | Abboticin | Dog | Grass | Drink | Strawberries |
| Doxylin | Amoxicillin | Mite | Wormwood | Omelet | Biola | |
| Diclosil | Selexid | House dust mite | Dust | Scrambled eggs | Piece of bread | |
| Imacillin | Diclocil | Mold fungus | House dust | Youghurt | Cereal | |
| Apocillin | Erymax | Pollen | Nuts | Dessert | White bread | |
| Word2vec Skip-gram | Doxylin | Abboticin | Dog | Timothy | Fishballs | Drunk juice |
| Imacillin | Ciproxin | House dust Mite | Wormwood | Orange juice | Tomato | |
| Amoxicillin | Bactrim | Mold fungus | Dog cat | Buttermilk | Cereal | |
| Ery Max | Penicillin | Grass | Cat dog | Extra lowfat milk | Buttermilk | |
| Diclocil | Keflex | Pollen | Birch | Cocoa | Cucumber | |
| Word2vec CBOW | Imacillin | Ery max | Dog | Mold fungus | Chocolate pudding | Two cups |
| Ery Max | Penicillin | Wormwood | Dog cat | Juicebased | Pancake | |
| Amoxicillin | Weifapenin | House dust mite | Animals | Cauliflower soup | Semulina porridge | |
| Doxylin | Keflex | Guinea pig | Cat horse | Yogurt | Cream of rice | |
| Abboticin | Diclocil | Cat dog | Grass | Crispbread | Whole dinner | |
| fastText Skip-gram | Imacillin | Apocillin 1 g | Treasure | Splashed | Milk | Gl lowfat milk |
| Amoxycillin | Bactrim Apocillin | Dog cat | In at | Milk juice | Soy milk | |
| Amoxicillin | Doktacillin | Mite cat | Batt | Orangejuice | Chocolate milk | |
| Acillin | Dicillin | Cat bite | Tax arrears | Orangejuice | Whole milk | |
| Doxycillin | Imacillin | Cat hair | Padding | Rice milk | Chocomilk | |
| fastText CBOW | Imacillin | Apocilling | Dog | Cat housedust | Whole milk | Chocomilk |
| Apocillin | Bactrim Apocillin | Cat dog | Cat hair | Yogurt | Chocolate milk | |
| Apocillin Bactrim | Apocillin 1 g | Cats | Animals | Jogurt | Lowfat milk | |
| Ery max | Apocilin | Dogs cats | Wormwood | Chocolate pudding | Orange juice | |
| Amoxicillin | Doktacillin imacillin | House dust mite | Mite | Chocolate taste | Buttermilk | |
| GloVe | Imacillin | Dalacin | Dog | Wormwood | Semolina porridge | Pommes frites |
| Ciproxin | Bactrim | Mold fungus | Cat and dog | Cauliflower soup | Drunk juice | |
| Doxylin | Ery max | Nickel | Grass | Caramel cream | Gruel | |
| Penicillin | Keflex | Dog and cat | House dust mite | Coffee | Crispbread | |
| Diclocil | Selexid | House dust | Horse | Oatmeal | Buttered milk | |