"""GPT-2 SAE last-token programs, layer 1 -- features 21900 to 21999 (85 programs). One function per SAE feature. Grouped 100 to a file so the set stays browsable; the programs themselves are unchanged. """ def prog_L01F21901(input_tokens): """10 token families, 11 surface forms (train F1 of the uncapped optimum: 0.861). Fires at 2,160 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the name "Wilson." """ # --- end external annotation --- fire = { # wilson (1,334 firings) ' Wilson', 'Wilson', # woman (209 firings) ' Woman', # esville (105 firings) 'esville', # keye (67 firings) 'keye', # irwin (60 firings) ' Irwin', # root (47 firings) ' Root', # 752 (16 firings) '752', # olson (15 firings) 'olson', # 736 (9 firings) '736', # 792 (8 firings) '792', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'wilson-family', 1 def prog_L01F21902(input_tokens): """24 token families, 25 surface forms (train F1 of the uncapped optimum: 0.917). Fires at 2,223 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: words related to relationships or relevance""" # --- end external annotation --- fire = { # rel (513 firings) ' rel', 'REL', # 08 (237 firings) ' 08', # ilar (138 firings) 'ilar', # resident (116 firings) ' Resident', # repe (96 firings) ' repe', # relinqu (83 firings) ' relinqu', # cert (77 firings) ' cert', # unrel (76 firings) ' unrel', # rl (75 firings) 'RL', # sprink (74 firings) ' sprink', # reloca (74 firings) ' relocation', # familiar (70 firings) ' familiarity', # unl (55 firings) ' unl', # ann (54 firings) ' ANN', # metast (48 firings) ' metast', # kl (30 firings) ' KL', # dock (27 firings) ' docker', # atten (27 firings) ' atten', # relapse (25 firings) ' relapse', # relent (17 firings) ' relent', # sear (16 firings) ' sear', # exp (15 firings) ' exper', # fw (12 firings) 'fw', # jm (10 firings) ' JM', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'rel-family', 1 def prog_L01F21904(input_tokens): """46 token families, 50 surface forms (train F1 of the uncapped optimum: 0.893). Fires at 5,739 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to different cultures and their interactions""" # --- end external annotation --- fire = { # cultur (373 firings) ' cultures', 'cultural', ' cultured', # tal (278 firings) ' tales', # tradition (269 firings) ' traditions', # marriag (249 firings) ' marriages', # faction (204 firings) ' factions', # chief (195 firings) ' chiefs', # background (194 firings) ' backgrounds', # religion (188 firings) ' religions', # currenc (164 firings) ' currencies', # shad (136 firings) ' shades', # cult (129 firings) ' Cult', 'cult', # regim (124 firings) ' regimes', # ocalypt (113 firings) 'ocalyptic', # establish (110 firings) ' establishments', # clock (102 firings) ' clocks', # elev (99 firings) ' elev', # cultural (96 firings) ' culturally', # ci (95 firings) 'CI', # empir (89 firings) ' empires', ' Empires', # migr (87 firings) ' migr', # breed (86 firings) ' breeds', # disciplin (86 firings) ' disciplines', # civilization (84 firings) ' civilizations', # spic (82 firings) ' spices', # slav (81 firings) ' Slav', # ritual (77 firings) ' rituals', # outlandish (76 firings) ' outlandish', # calendar (73 firings) ' calendars', # treat (68 firings) ' treaties', # faith (66 firings) ' faiths', # context (57 firings) ' contexts', # rhythm (57 firings) ' rhythms', # ast (55 firings) 'astical', # sag (54 firings) ' sag', # philosoph (52 firings) ' philosophies', # accent (48 firings) ' accents', # era (47 firings) ' eras', # climat (44 firings) ' climates', # icc (42 firings) 'icc', # pagan (42 firings) ' Pagan', # denomination (40 firings) ' denominations', # ilic (40 firings) 'ilic', # sect (27 firings) ' sects', # deit (27 firings) ' deities', # kingdom (27 firings) ' kingdoms', # rebell (25 firings) ' rebell', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'cultur-family', 1 def prog_L01F21905(input_tokens): """7 token families, 10 surface forms (train F1 of the uncapped optimum: 0.805). Fires at 1,197 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to scheduling or reservations""" # --- end external annotation --- fire = { # book (580 firings) ' booked', ' booking', 'BOOK', ' BOOK', # by (138 firings) ' BY', # cita (67 firings) ' citation', # becky (57 firings) ' Becky', # 中 (38 firings) '中', # 407 (25 firings) '407', # 417 (13 firings) '417', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'book-family', 1 def prog_L01F21906(input_tokens): """4 token families, 8 surface forms (train F1 of the uncapped optimum: 0.852). Fires at 4,137 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the term "back" in various contexts""" # --- end external annotation --- fire = { # back (2,825 firings) 'back', 'backs', ' BACK', 'BACK', 'backer', # ack (187 firings) 'ACK', # assist (60 firings) 'assisted', # wd (49 firings) 'wd', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'back-family', 1 def prog_L01F21907(input_tokens): """41 token families, 47 surface forms (train F1 of the uncapped optimum: 0.858). Fires at 2,523 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: C++ namespace declarations and usage""" # --- end external annotation --- fire = { # :: (314 firings) '::', ' ::', # **** (115 firings) '****', ' ****', # methodist (111 firings) ' Methodist', # swarm (105 firings) ' swarm', # veterinary (102 firings) ' veterinary', ' Veterinary', # microscope (93 firings) ' microscope', # taint (90 firings) ' tainted', # onomy (88 firings) 'onomy', # bles (87 firings) ' bless', ' Bless', # ec (59 firings) 'Ec', # ut (55 firings) 'Ut', # َ (51 firings) 'َ', # artisan (50 firings) ' artisan', # ***** (49 firings) '*****', # ococ (41 firings) 'ococ', # anon (40 firings) 'anon', # romy (39 firings) 'romy', # :::::::: (37 firings) '::::::::', # microsc (37 firings) ' microsc', # (), (34 firings) '(),', ' (),', # scene (32 firings) 'Scene', # ¶ (32 firings) '¶', ' ¶', # vm (32 firings) 'vm', # met (29 firings) ' Meter', # ett (27 firings) 'etts', # :/ (26 firings) ':/', # cyt (26 firings) ' cyt', # ensu (24 firings) 'ensual', # => (24 firings) '=>', # atem (21 firings) 'atem', # ★ (20 firings) '★', # miss (17 firings) 'missible', # env (15 firings) 'env', # oscop (14 firings) 'oscopic', # א (13 firings) 'א', # celest (10 firings) ' Celestial', # $\ (9 firings) ' $\\', # util (9 firings) 'utils', # mesh (7 firings) 'Mesh', # :::: (7 firings) '::::', # immune (7 firings) 'immune', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '::-family', 1 def prog_L01F21908(input_tokens): """1 token families, 1 surface forms (train F1 of the uncapped optimum: 0.839). Fires at 86,017 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the verb "be" in various forms""" # --- end external annotation --- fire = { # be (84,314 firings) ' be', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'be-family', 1 def prog_L01F21909(input_tokens): """32 token families, 36 surface forms (train F1 of the uncapped optimum: 0.929). Fires at 2,512 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: food-related terms, particularly those involving bacon and cheese""" # --- end external annotation --- fire = { # bacon (379 firings) ' bacon', ' Bacon', # bas (192 firings) ' Bass', # arma (135 firings) 'arma', # sausage (115 firings) ' sausage', # cinnamon (107 firings) ' cinnamon', ' Cinnamon', # otle (100 firings) 'otle', # bark (94 firings) ' Barker', # cur (91 firings) ' cured', ' curing', # kraft (78 firings) ' Kraft', # maple (75 firings) ' maple', # pi (67 firings) ' pi', # 184 (67 firings) ' 184', '184', # skinn (61 firings) ' Skinner', # acer (60 firings) ' Acer', # pancak (53 firings) ' pancakes', # spinach (52 firings) ' spinach', # biscuit (49 firings) ' biscuits', # arella (47 firings) 'arella', # partake (47 firings) ' partake', # crispy (45 firings) ' crispy', # lettuce (39 firings) ' lettuce', # karma (36 firings) ' Karma', # cook (35 firings) 'cooked', # heddar (33 firings) 'heddar', # blis (30 firings) ' Bliss', # bisc (28 firings) ' bisc', # bsp (26 firings) 'bsp', # bind (22 firings) ' Binding', # bad (22 firings) ' BAD', # innamon (14 firings) 'innamon', # rc (11 firings) ' rc', # 183 (11 firings) '183', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'bacon-family', 1 def prog_L01F21910(input_tokens): """49 token families, 56 surface forms (train F1 of the uncapped optimum: 0.883). Fires at 5,493 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to criminals or violent individuals, specifically labeled as "thugs." """ # --- end external annotation --- fire = { # hq (179 firings) ' HQ', # operat (164 firings) ' operatives', # punch (162 firings) ' punching', # atic (152 firings) 'atics', # elliot (150 firings) ' Elliot', # youth (144 firings) ' youths', # thug (140 firings) ' thugs', ' thug', # assassin (104 firings) ' assassin', ' assassins', # angri (101 firings) ' angrily', # murder (101 firings) ' murderous', # mob (97 firings) ' mobs', 'mob', 'Mob', # yacht (90 firings) ' yacht', # hen (87 firings) ' hen', # rad (84 firings) ' Radical', # eper (80 firings) 'eper', # pesky (80 firings) ' pesky', # itsch (76 firings) 'itsch', # men (75 firings) ' MEN', 'MEN', # ople (73 firings) 'ople', 'OPLE', # aven (73 firings) ' Aven', ' aven', # radical (72 firings) ' radicals', # son (72 firings) ' sonic', # thorn (67 firings) ' Thorn', # scaven (67 firings) ' scaven', # fang (63 firings) ' Fang', # sap (62 firings) ' sap', # scree (61 firings) ' scree', # droid (58 firings) ' Droid', # mercenar (57 firings) ' mercenaries', # speak (56 firings) ' Speak', # tough (53 firings) ' toughness', # homo (53 firings) ' Homo', # finch (53 firings) ' Finch', # manage (50 firings) ' manageable', # brute (50 firings) ' brute', # wom (49 firings) ' WOM', # ylon (49 firings) 'ylon', # gger (48 firings) 'gger', # warehouse (48 firings) ' Warehouse', # barbar (47 firings) ' barbar', # sleep (47 firings) ' sleeper', # occupant (45 firings) ' occupant', # situa (45 firings) ' Situation', # thiev (44 firings) ' Thieves', # asel (44 firings) 'asel', # forc (41 firings) 'forcer', # aggres (41 firings) ' aggress', # mindles (38 firings) ' mindless', # vip (37 firings) ' Viper', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'hq-family', 1 def prog_L01F21911(input_tokens): """2 token families, 6 surface forms (train F1 of the uncapped optimum: 0.982). Fires at 22,680 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to government""" # --- end external annotation --- fire = { # govern (22,314 firings) ' government', ' Government', ' governments', 'government', 'Government', # government (132 firings) ' governmental', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'govern-family', 1 def prog_L01F21913(input_tokens): """40 token families, 42 surface forms (train F1 of the uncapped optimum: 0.915). Fires at 4,550 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "diagnosed" in the context of medical conditions""" # --- end external annotation --- fire = { # diagnos (598 firings) ' diagnosed', ' diagnoses', # detect (393 firings) ' detected', # hospital (233 firings) ' hospitalized', # illness (209 firings) ' illnesses', # smok (202 firings) ' smoked', ' smoker', # enroll (182 firings) ' enrolled', # sidelin (155 firings) ' sidelined', # teas (151 firings) ' teased', # discharg (131 firings) ' discharged', # prescrib (126 firings) ' prescribed', # doctor (111 firings) 'Doctors', # medical (108 firings) ' medically', # progress (102 firings) ' progressing', # incarcerat (89 firings) ' incarcerated', # smoke (74 firings) ' Smoke', # configur (72 firings) ' configured', # cur (70 firings) ' cured', # zynski (67 firings) 'zynski', # stricken (66 firings) ' stricken', # implant (66 firings) ' implanted', # diagnose (63 firings) ' diagnose', # vaccinat (56 firings) ' vaccinated', # untreat (55 firings) ' untreated', # drill (51 firings) ' drilled', # heal (47 firings) ' healed', # categor (46 firings) ' categorized', # %- (45 firings) '%-', # afflict (44 firings) ' afflicted', # surg (43 firings) ' surg', # thinn (41 firings) ' thinner', # clinical (40 firings) ' clinically', # clinician (34 firings) ' clinicians', # zzy (34 firings) 'zzy', # sket (32 firings) ' sket', # circumc (32 firings) ' circumcised', # agical (31 firings) 'agically', # diagn (25 firings) 'diagn', # spac (25 firings) ' spaced', # inu (20 firings) 'inus', # aps (19 firings) 'apsed', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'diagnos-family', 1 def prog_L01F21915(input_tokens): """22 token families, 25 surface forms (train F1 of the uncapped optimum: 0.728). Fires at 3,636 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to languages and their varieties or dialects""" # --- end external annotation --- fire = { # language (1,263 firings) ' language', ' Language', 'Language', # languag (765 firings) ' languages', ' Languages', # cuisine (128 firings) ' cuisine', # lingu (113 firings) ' lingu', # hindi (94 firings) ' Hindi', # dialect (93 firings) ' dialect', # ide (88 firings) ' IDE', # interpret (84 firings) ' interpreter', # translator (82 firings) ' translator', # script (80 firings) ' scripting', # myster (76 firings) ' mysteries', # top (69 firings) 'tops', # linguist (68 firings) ' linguistic', # tongu (52 firings) ' tongues', # illit (45 firings) ' illiter', # ilingu (35 firings) 'ilingual', # incomprehens (35 firings) ' incomprehensible', # lation (26 firings) 'lations', # babel (25 firings) ' Babel', # sil (21 firings) ' SIL', # uese (17 firings) 'uese', # anguag (10 firings) 'anguages', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'language-family', 1 def prog_L01F21917(input_tokens): """31 token families, 34 surface forms (train F1 of the uncapped optimum: 0.834). Fires at 5,662 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of football clubs and related terminology""" # --- end external annotation --- fire = { # football (1,760 firings) ' Football', 'Football', 'football', # baseball (522 firings) ' Baseball', # basketball (263 firings) ' Basketball', # fashion (131 firings) ' Fashion', # harbaugh (129 firings) ' Harbaugh', # foot (124 firings) 'Foot', 'footed', # publish (115 firings) ' Publishing', # madden (112 firings) ' Madden', # fer (89 firings) 'ference', # fake (77 firings) ' Fake', # fraud (76 firings) ' Fraud', # outheastern (74 firings) 'outheastern', # colleg (68 firings) ' Colleg', # guang (65 firings) ' Guang', # esport (63 firings) ' Esports', # draft (57 firings) 'Draft', # put (52 firings) 'puted', # flow (51 firings) ' Flower', # improve (50 firings) ' Improvement', # inflammatory (47 firings) 'inflammatory', # diabet (44 firings) ' Diabetes', # farm (42 firings) ' Farming', # ball (39 firings) 'BALL', # dying (38 firings) ' Dying', # pinball (33 firings) ' Pinball', # baugh (29 firings) 'baugh', # ept (27 firings) 'ept', # 670 (25 firings) ' 670', # authent (25 firings) ' Authent', # abet (22 firings) 'abetes', # admis (21 firings) ' Admission', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'football-family', 1 def prog_L01F21918(input_tokens): """9 token families, 10 surface forms (train F1 of the uncapped optimum: 0.900). Fires at 2,532 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to global or worldwide issues""" # --- end external annotation --- fire = { # worldwide (1,543 firings) ' worldwide', ' Worldwide', # mankind (159 firings) ' mankind', # year (158 firings) ' yearly', # world (73 firings) ' WORLD', # humankind (64 firings) ' humankind', # ®, (34 firings) '®,', # everlast (21 firings) ' everlasting', # vehe (17 firings) ' vehement', # manifold (12 firings) ' manifold', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'worldwide-family', 1 def prog_L01F21919(input_tokens): """46 token families, 46 surface forms (train F1 of the uncapped optimum: 0.866). Fires at 2,860 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: negative descriptors or criticisms related to quality or performance""" # --- end external annotation --- fire = { # skinny (112 firings) ' skinny', # lame (104 firings) ' lame', # cassidy (103 firings) ' Cassidy', # enary (91 firings) 'enary', # pal (80 firings) ' pals', # hasti (79 firings) ' hastily', # lacklust (77 firings) ' lackluster', # pathet (70 firings) ' pathetic', # agu (70 firings) 'agus', # mediocre (67 firings) ' mediocre', # jerk (65 firings) ' jerk', # inept (63 firings) ' inept', # clumsy (62 firings) ' clumsy', # convolut (60 firings) ' convoluted', # cheesy (59 firings) ' cheesy', # dangl (59 firings) ' dangling', # sarcast (58 firings) ' sarcastic', # chal (56 firings) 'chal', # limp (54 firings) ' limp', # mole (51 firings) ' Mole', # olog (51 firings) 'ologic', # didn (48 firings) 'didn', # hor (48 firings) ' hors', # meag (47 firings) ' meager', # mem (47 firings) 'mem', # markup (46 firings) ' markup', # gap (44 firings) 'gap', # anky (44 firings) 'anky', # aucu (40 firings) 'aucus', # spaghetti (40 firings) ' spaghetti', # stat (39 firings) 'STAT', # sarc (39 firings) ' sarc', # abby (37 firings) 'abby', # coward (37 firings) ' cowardly', # appropri (37 firings) ' appropri', # م (34 firings) ' م', # pall (33 firings) ' pall', # associ (32 firings) ' associ', # placehold (28 firings) ' placeholder', # msg (25 firings) ' MSG', # stagger (25 firings) ' staggered', # feeble (23 firings) ' feeble', # situ (22 firings) ' situational', # mag (21 firings) 'MAG', # slide (20 firings) ' Slide', # itle (18 firings) 'itle', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'skinny-family', 1 def prog_L01F21920(input_tokens): """50 token families, 53 surface forms (train F1 of the uncapped optimum: 0.918). Fires at 8,117 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: descriptive terms related to sinister or ominous qualities""" # --- end external annotation --- fire = { # futurist (199 firings) ' futuristic', # dark (197 firings) ' darker', ' darkest', # chill (191 firings) ' chilling', # gruesome (152 firings) ' gruesome', # omin (149 firings) ' ominous', ' omin', # reminiscent (145 firings) ' reminiscent', # decid (141 firings) ' decidedly', # sleek (141 firings) ' sleek', # oz (128 firings) ' oz', # sponsor (128 firings) 'sponsored', # criminal (123 firings) ' criminally', ' criminality', # swirl (122 firings) ' swirling', # sinist (119 firings) ' sinister', # gentlemen (119 firings) ' gentlemen', # intricate (119 firings) ' intricate', # geopolit (117 firings) ' geopolitical', # vad (114 firings) ' Vader', # orchestrat (112 firings) ' orchestrated', # cyn (105 firings) ' cynical', # monstr (103 firings) ' monstrous', # humor (103 firings) ' humorous', # shady (102 firings) ' shady', # dystopian (102 firings) ' dystopian', # murder (101 firings) ' murderous', # pornograph (101 firings) ' pornographic', # ruthles (100 firings) ' ruthless', # murky (98 firings) ' murky', # oppress (96 firings) ' oppressive', # moral (94 firings) ' morally', # totalitarian (90 firings) ' totalitarian', # paramilitary (90 firings) ' paramilitary', # quasi (89 firings) ' quasi', # glamor (87 firings) ' glamorous', # usky (86 firings) 'usky', # comed (86 firings) ' comedic', # benign (85 firings) ' benign', # wick (85 firings) ' wicked', # triumphant (84 firings) ' triumphant', # treason (83 firings) ' treason', # shadowy (81 firings) ' shadowy', # igor (80 firings) ' Igor', # grizz (78 firings) ' grizz', # beh (76 firings) ' behest', # orche (74 firings) ' orche', # menace (73 firings) ' menace', # ash (71 firings) 'asher', # nefari (68 firings) ' nefarious', # fearsome (67 firings) ' fearsome', # menac (66 firings) ' menacing', # repress (65 firings) ' repressive', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'futurist-family', 1 def prog_L01F21921(input_tokens): """21 token families, 23 surface forms (train F1 of the uncapped optimum: 0.886). Fires at 1,703 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: abbreviations or acronyms related to support units or services""" # --- end external annotation --- fire = { # su (378 firings) 'SU', ' SU', # suzuki (119 firings) ' Suzuki', # sticky (106 firings) ' sticky', # subaru (99 firings) ' Subaru', # li (95 firings) 'LI', # jo (81 firings) 'JO', ' JO', # mu (67 firings) 'MU', # surprise (57 firings) ' Surprise', # mutu (54 firings) ' Mutual', # aven (52 firings) ' Aven', # sub (37 firings) ' SUB', # cu (37 firings) 'CU', # livion (36 firings) 'livion', # enable (30 firings) 'enable', # har (29 firings) ' HAR', # psu (26 firings) ' PSU', # gu (26 firings) 'GU', # て (22 firings) 'て', # 大 (20 firings) '大', # und (19 firings) ' UNDER', # ova (16 firings) 'OVA', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'su-family', 1 def prog_L01F21922(input_tokens): """45 token families, 47 surface forms (train F1 of the uncapped optimum: 0.847). Fires at 4,760 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to surrealism and surreal elements in various contexts""" # --- end external annotation --- fire = { # stunn (299 firings) ' stunned', # absurd (248 firings) ' absurd', ' absurdity', # chaot (209 firings) ' chaotic', # surre (168 firings) ' surreal', # iron (164 firings) ' ironic', # immers (163 firings) ' immersive', # psychedel (156 firings) ' psychedelic', ' psychedel', # paint (154 firings) ' paintings', # bleak (148 firings) ' bleak', # monument (127 firings) ' monumental', # culmina (126 firings) ' culmination', # improb (108 firings) ' improbable', # strang (104 firings) ' strang', # truman (103 firings) ' Truman', # unsettl (101 firings) ' unsettling', # armac (96 firings) 'armac', # whirlwind (88 firings) ' whirlwind', # eerie (81 firings) ' eerie', # uncanny (71 firings) ' uncanny', # limbo (71 firings) ' limbo', # fetch (69 firings) 'fetched', # ― (67 firings) '―', # orient (63 firings) 'orient', # ult (63 firings) 'ULT', # geometr (61 firings) ' geometric', # real (60 firings) 'reality', # fey (53 firings) ' Fey', # icult (50 firings) 'icult', # aback (46 firings) ' aback', # vivid (46 firings) ' vividly', # eclect (45 firings) ' eclectic', # consolidate (43 firings) ' consolidate', # numb (41 firings) ' numb', # occult (41 firings) ' occult', # unre (34 firings) ' unreal', # transi (34 firings) ' Transition', # cout (28 firings) ' cout', # shaman (24 firings) ' shaman', # oscop (22 firings) 'oscopic', # phenomen (22 firings) ' phenomen', # imposs (21 firings) ' impossibility', # velt (16 firings) 'velt', # enorm (15 firings) ' enorm', # ">< (15 firings) '"><', # pandemonium (12 firings) ' pandemonium', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'stunn-family', 1 def prog_L01F21923(input_tokens): """26 token families, 28 surface forms (train F1 of the uncapped optimum: 0.963). Fires at 1,834 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases related to levels of control or structure""" # --- end external annotation --- fire = { # tight (273 firings) ' tightly', ' tighter', # beautiful (155 firings) ' beautifully', # lock (132 firings) ' locking', # loose (131 firings) ' loosely', # fierce (102 firings) ' fiercely', # neat (99 firings) ' neatly', # bright (89 firings) ' brightly', # gripp (86 firings) ' gripping', # dense (83 firings) ' densely', # curl (71 firings) ' curled', ' curls', # secure (63 firings) ' securely', # squeez (56 firings) ' squeezing', # fine (54 firings) ' finely', # intimate (53 firings) ' intimately', # vertical (46 firings) ' vertically', # soft (39 firings) ' softly', # snug (33 firings) ' snug', # central (31 firings) ' centrally', # horizontal (29 firings) ' horizontally', # cluster (28 firings) ' clustered', # clench (26 firings) ' clenched', # powerful (25 firings) ' powerfully', # nest (17 firings) ' nested', # statical (17 firings) ' statically', # intertw (14 firings) ' intertw', # clen (12 firings) ' clen', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'tight-family', 1 def prog_L01F21924(input_tokens): """43 token families, 55 surface forms (train F1 of the uncapped optimum: 0.914). Fires at 4,767 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the name "Buffett" and related variations""" # --- end external annotation --- fire = { # flip (369 firings) ' Flip', # buff (365 firings) ' Buff', ' buff', 'Buff', ' Buffer', ' buffers', 'buff', 'Buffer', # buffett (174 firings) ' Buffett', # bord (161 firings) ' Borders', ' Bord', # blend (156 firings) ' Blend', # tip (151 firings) ' Tip', 'Tip', # med (147 firings) ' Medic', ' MED', # flat (145 firings) ' Flat', # tex (133 firings) ' Tex', # blank (116 firings) ' Blank', # bett (104 firings) ' Bett', # caf (104 firings) ' Café', ' Caf', # barri (97 firings) ' Barrier', # anonym (97 firings) 'Anonymous', # boost (97 firings) ' Boost', 'Boost', # fest (96 firings) ' fest', # ß (90 firings) 'ß', # bub (81 firings) ' Bub', # monk (75 firings) ' Monk', # ruff (72 firings) ' Ruff', # episcop (71 firings) ' Episcopal', # rend (65 firings) ' Rend', # distribut (64 firings) ' Distribut', ' distribut', # tatt (58 firings) ' Tatt', # func (56 firings) 'Function', # benefit (56 firings) ' Benefit', # splash (55 firings) ' Splash', # fund (53 firings) ' Funds', # tu (52 firings) ' tu', # lict (52 firings) 'licted', # atism (51 firings) 'atism', # tradition (50 firings) 'Traditional', # stat (49 firings) 'Stats', # ett (48 firings) 'etts', # iddl (46 firings) 'iddler', # 中 (40 firings) '中', # ratt (39 firings) ' Ratt', # gradient (39 firings) ' gradient', # appalach (37 firings) ' Appalach', # burst (35 firings) ' Burst', # medita (34 firings) ' Meditation', # mun (30 firings) ' mun', # graz (29 firings) ' graz', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'flip-family', 1 def prog_L01F21925(input_tokens): """43 token families, 49 surface forms (train F1 of the uncapped optimum: 0.858). Fires at 3,481 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to different types of cakes""" # --- end external annotation --- fire = { # cake (611 firings) ' cake', ' Cake', 'cake', # cream (362 firings) ' cream', 'cream', # cak (180 firings) ' cakes', 'cakes', # ahi (134 firings) 'ahi', # coast (114 firings) ' coaster', # vad (109 firings) ' Vader', # candl (105 firings) ' candles', # bakery (93 firings) ' bakery', # ash (91 firings) ' ashes', # cindy (84 firings) ' Cindy', # cat (79 firings) ' Cater', # victoria (75 firings) 'Victoria', # ecake (64 firings) 'ecake', # cinderella (57 firings) ' Cinderella', # carrot (52 firings) ' carrot', # ros (49 firings) ' roses', # ***** (49 firings) '*****', # icing (49 firings) ' icing', # interest (45 firings) 'interesting', # castl (43 firings) ' castles', # 666 (42 firings) '666', ' 666', # bake (38 firings) ' Bake', # beer (37 firings) 'beer', # amide (28 firings) 'amide', # ______ (28 firings) '______', ' ______', # sponge (26 firings) ' sponge', # ork (23 firings) 'ORK', # lucia (22 firings) ' Lucia', # .� (22 firings) '.�', # 642 (19 firings) '642', # 690 (18 firings) '690', # 752 (16 firings) '752', # 618 (16 firings) '618', # akery (14 firings) 'akery', # 453 (13 firings) '453', # 623 (12 firings) '623', # 466 (12 firings) '466', # 755 (12 firings) '755', # drawn (12 firings) ' Drawn', # ogre (11 firings) ' ogre', # 673 (10 firings) '673', # 753 (9 firings) '753', # erella (9 firings) 'erella', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'cake-family', 1 def prog_L01F21926(input_tokens): """16 token families, 18 surface forms (train F1 of the uncapped optimum: 0.818). Fires at 3,846 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of advertisements""" # --- end external annotation --- fire = { # ads (1,155 firings) ' ads', ' Ads', ' ADS', # district (400 firings) ' districts', # advertise (211 firings) ' advertisements', # commercial (177 firings) ' commercials', # vert (128 firings) 'verts', # advert (118 firings) ' advert', # word (104 firings) 'Words', # advertis (101 firings) ' advertisers', # billboard (100 firings) ' billboards', # special (88 firings) ' specials', # ftc (86 firings) ' FTC', # sense (55 firings) 'Sense', # gimm (51 firings) ' gimm', # elf (29 firings) ' Elf', # fb (24 firings) 'fb', # conversion (22 firings) ' conversions', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ads-family', 1 def prog_L01F21928(input_tokens): """17 token families, 23 surface forms (train F1 of the uncapped optimum: 0.873). Fires at 3,030 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "work." """ # --- end external annotation --- fire = { # work (1,670 firings) 'work', 'works', 'Work', 'worker', 'worked', ' workings', 'WORK', # stay (132 firings) 'stay', # staff (110 firings) 'staff', # unfinish (88 firings) ' unfinished', # build (86 firings) 'build', # print (62 firings) 'prints', # strike (54 firings) 'strike', # teamwork (49 firings) ' teamwork', # beast (44 firings) 'Beast', # stretch (39 firings) 'stretched', # abol (36 firings) 'abol', # faith (29 firings) 'faith', # meal (27 firings) 'meal', # ework (27 firings) 'ework', # ern (21 firings) 'ernal', # 587 (18 firings) '587', # あ (10 firings) 'あ', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'work-family', 1 def prog_L01F21929(input_tokens): """12 token families, 13 surface forms (train F1 of the uncapped optimum: 0.944). Fires at 3,324 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the presence of occurrences of the "Sc" prefix, possibly indicative of specific names or terminologies""" # --- end external annotation --- fire = { # sc (2,330 firings) ' Sc', 'Sc', # unsc (128 firings) ' unsc', # scream (97 firings) ' Scream', # sequ (97 firings) ' Sequ', # docu (95 firings) ' Document', # scissor (71 firings) ' scissors', # script (52 firings) ' Script', # spark (49 firings) ' Sparks', # scor (36 firings) ' Scor', # scare (30 firings) ' Scare', # ysc (25 firings) 'ysc', # scrib (16 firings) ' Scrib', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'sc-family', 1 def prog_L01F21930(input_tokens): """11 token families, 13 surface forms (train F1 of the uncapped optimum: 0.868). Fires at 1,559 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to "tear gas." """ # --- end external annotation --- fire = { # tear (668 firings) ' tear', ' tearing', # sniff (143 firings) ' sniff', # rend (79 firings) ' rend', # peel (69 firings) ' Peel', # off (64 firings) ' Offer', # sob (63 firings) ' sob', # weep (54 firings) ' weep', ' weeping', # ilant (27 firings) 'ilant', # quota (26 firings) ' quotation', # epile (23 firings) ' epile', # line (16 firings) ' LINE', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'tear-family', 1 def prog_L01F21931(input_tokens): """17 token families, 18 surface forms (train F1 of the uncapped optimum: 0.857). Fires at 3,664 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to aircraft""" # --- end external annotation --- fire = { # aircraft (1,640 firings) ' aircraft', ' Aircraft', # com (265 firings) 'COM', # craft (230 firings) 'craft', # airbu (172 firings) ' Airbus', # eas (105 firings) ' easing', # 370 (90 firings) '370', # raf (81 firings) ' RAF', # fah (73 firings) ' Fah', # simulator (71 firings) ' simulator', # mech (56 firings) 'Mech', # aaf (36 firings) 'AAF', # glide (33 firings) ' glide', # ah (24 firings) ' AH', # weapon (22 firings) 'weapon', # raft (21 firings) 'RAFT', # ircraft (14 firings) 'ircraft', # http (12 firings) 'Http', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'aircraft-family', 1 def prog_L01F21933(input_tokens): """23 token families, 26 surface forms (train F1 of the uncapped optimum: 0.857). Fires at 2,140 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to afflictions or afflictive conditions""" # --- end external annotation --- fire = { # aff (345 firings) ' aff', 'Aff', # affirm (164 firings) ' affirmed', ' affirm', # argent (116 firings) ' Argent', # ameda (95 firings) 'ameda', # aden (92 firings) 'aden', # anish (88 firings) 'anish', # ail (86 firings) ' ailments', ' ail', # cert (82 firings) ' cert', # amo (79 firings) ' Amos', # multif (71 firings) ' multif', # forb (70 firings) ' forb', # man (57 firings) ' mans', # encl (57 firings) ' encl', # afflict (44 firings) ' afflicted', # amph (38 firings) ' Amph', # affirma (35 firings) ' affirmation', # sina (32 firings) ' Sina', # abid (29 firings) ' abiding', # mf (25 firings) ' MF', # lic (18 firings) 'liction', # pref (15 firings) 'Pref', # amen (14 firings) ' amen', # presc (12 firings) ' presc', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'aff-family', 1 def prog_L01F21934(input_tokens): """24 token families, 25 surface forms (train F1 of the uncapped optimum: 0.860). Fires at 1,920 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to lounges and similar types of seating or gathering spaces""" # --- end external annotation --- fire = { # lounge (187 firings) ' lounge', ' Lounge', # grill (130 firings) ' Grill', # luxembourg (121 firings) ' Luxembourg', # ovo (98 firings) 'ovo', # spa (85 firings) ' Spa', # caf (85 firings) ' café', # slang (84 firings) ' slang', # kio (82 firings) ' kios', # glos (82 firings) ' gloss', # kop (78 firings) ' Kop', # lou (67 firings) ' lou', # ogie (61 firings) 'ogie', # remini (56 firings) ' reminis', # chapel (52 firings) ' chapel', # vend (45 firings) ' vending', # wow (44 firings) 'wow', # sill (31 firings) ' sill', # isure (30 firings) 'isure', # uggle (23 firings) 'uggle', # ollo (22 firings) 'ollo', # chau (22 firings) ' Chau', # ِ (17 firings) 'ِ', # ounge (14 firings) 'ounge', # vl (9 firings) 'vl', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'lounge-family', 1 def prog_L01F21935(input_tokens): """29 token families, 33 surface forms (train F1 of the uncapped optimum: 0.782). Fires at 3,365 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to hazardous chemicals and their impact on health and the environment""" # --- end external annotation --- fire = { # chem (472 firings) ' chemical', ' Chem', 'chem', # chemical (464 firings) ' chemicals', ' chemically', # substanc (228 firings) ' substances', # gas (204 firings) ' gases', # otechnology (126 firings) 'otechnology', # ical (87 firings) 'icals', # cosmetic (84 firings) ' cosmetics', # pesticid (78 firings) ' pesticides', # plastic (75 firings) ' plastics', # toxin (73 firings) ' toxins', # pollutant (59 firings) ' pollutants', # keyword (58 firings) ' keywords', # fum (54 firings) ' fumes', # product (50 firings) 'products', # psycho (43 firings) ' Psycho', # neurotran (42 firings) ' neurotrans', # ________________________________ (42 firings) '________________________________', # ogen (41 firings) 'ogens', # tool (40 firings) 'Tools', # regula (40 firings) ' Regulation', # contaminant (33 firings) ' contaminants', # ochem (32 firings) 'ochem', # methyl (31 firings) 'methyl', # bleach (31 firings) ' bleach', ' Bleach', # aldehyde (29 firings) 'aldehyde', # addit (26 firings) ' additives', # poison (26 firings) ' poisons', # solvent (23 firings) ' solvent', # viron (19 firings) 'viron', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'chem-family', 1 def prog_L01F21936(input_tokens): """31 token families, 32 surface forms (train F1 of the uncapped optimum: 0.878). Fires at 1,982 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the last name "Lopez" and its variations in the text""" # --- end external annotation --- fire = { # lopez (250 firings) ' Lopez', # libera (213 firings) ' Liberation', # fernandez (123 firings) ' Fernandez', # piece (121 firings) ' Piece', # moreno (103 firings) ' Moreno', # rivera (88 firings) ' Rivera', # varg (71 firings) ' Varg', # riv (53 firings) 'river', # livingston (53 firings) ' Livingston', # slash (52 firings) ' Slash', # load (47 firings) 'loader', 'Loader', # ouple (45 firings) 'ouple', # opez (36 firings) 'opez', # lip (36 firings) 'lip', # ossip (34 firings) 'ossip', # ng (33 firings) ' NG', # ernandez (32 firings) 'ernandez', # ollar (31 firings) 'ollar', # pez (29 firings) 'pez', # cutt (29 firings) ' Cutter', # ierra (28 firings) 'ierra', # orgetown (24 firings) 'orgetown', # berm (22 firings) ' Berm', # multipli (18 firings) ' multiplier', # resourc (18 firings) 'Resources', # omez (16 firings) 'omez', # ource (13 firings) 'OURCE', # contain (12 firings) 'container', # ibl (11 firings) 'iblings', # wrapp (9 firings) 'wrapper', # luffy (9 firings) ' Luffy', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'lopez-family', 1 def prog_L01F21937(input_tokens): """41 token families, 41 surface forms (train F1 of the uncapped optimum: 0.886). Fires at 3,066 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: words related to ominousness or negativity""" # --- end external annotation --- fire = { # omin (164 firings) 'omin', # amin (149 firings) 'amin', # esta (132 firings) 'esta', # nominate (125 firings) ' nominate', # emin (118 firings) 'emin', # accol (112 firings) ' accol', # umer (109 firings) 'umer', # of (99 firings) 'OF', # usive (98 firings) 'usive', # aden (92 firings) 'aden', # innon (85 firings) 'innon', # uff (83 firings) 'uffer', # oplan (83 firings) 'oplan', # tot (78 firings) ' Tot', # 2019 (78 firings) '2019', # itu (73 firings) 'itu', # emi (68 firings) 'emi', # coron (66 firings) ' coron', # و (63 firings) 'و', # cand (62 firings) 'Cand', # iston (61 firings) 'iston', # ourna (56 firings) 'ournament', # alloween (51 firings) 'alloween', # oct (50 firings) ' OCT', # omina (45 firings) 'omination', # ugen (35 firings) 'ugen', # ominat (35 firings) 'ominated', # norm (33 firings) 'norm', # tom (33 firings) 'tom', # urou (32 firings) 'urous', # addon (25 firings) 'addon', # imension (25 firings) 'imensional', # ization (25 firings) 'izational', # regrett (25 firings) ' regrett', # influ (23 firings) ' influ', # lat (15 firings) 'latest', # udic (15 firings) 'udic', # contribution (14 firings) ' Contributions', # 994 (12 firings) '994', # cell (10 firings) 'cellence', # plic (8 firings) 'PLIC', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'omin-family', 1 def prog_L01F21938(input_tokens): """28 token families, 33 surface forms (train F1 of the uncapped optimum: 0.863). Fires at 4,233 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to depression and related mental health issues""" # --- end external annotation --- fire = { # depres (862 firings) ' depression', ' Depression', ' depress', # dep (465 firings) 'Dep', 'dep', # depress (210 firings) ' depressed', ' depressive', # depth (183 firings) ' depths', # sad (160 firings) ' sadness', # despair (142 firings) ' despair', # slump (142 firings) ' slump', # ?? (141 firings) '??', # albion (110 firings) ' Albion', # suicid (103 firings) ' suicidal', # antidepressant (103 firings) ' antidepressants', ' antidepressant', # lindsay (94 firings) ' Lindsay', # ause (87 firings) 'ause', # twent (69 firings) ' twenties', # defla (65 firings) ' deflation', # loneli (49 firings) ' loneliness', # butterfl (47 firings) ' butterflies', # itzerland (41 firings) 'itzerland', # sulf (38 firings) ' sulf', # alcoholism (38 firings) ' alcoholism', # frown (35 firings) ' frown', # ??? (28 firings) '???', # remis (27 firings) ' remission', # bull (27 firings) ' bullies', # empti (26 firings) ' emptiness', # level (20 firings) 'levels', # trough (20 firings) ' trough', # xiety (19 firings) 'xiety', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'depres-family', 1 def prog_L01F21940(input_tokens): """3 token families, 6 surface forms (train F1 of the uncapped optimum: 0.834). Fires at 1,584 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of polling or voting locations""" # --- end external annotation --- fire = { # poll (1,027 firings) ' polling', ' polled', 'Poll', 'poll', # precinct (71 firings) ' precinct', # wait (44 firings) ' Waiting', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'poll-family', 1 def prog_L01F21941(input_tokens): """5 token families, 7 surface forms (train F1 of the uncapped optimum: 0.810). Fires at 9,792 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the legislative body known as the House of Representatives""" # --- end external annotation --- fire = { # house (8,779 firings) ' House', 'House', ' HOUSE', # hous (80 firings) ' Houses', # scal (72 firings) ' Scal', # way (69 firings) ' Ways', # introduc (37 firings) ' Introduced', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'house-family', 1 def prog_L01F21942(input_tokens): """12 token families, 12 surface forms (train F1 of the uncapped optimum: 0.788). Fires at 1,748 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to specific islands or island groups""" # --- end external annotation --- fire = { # island (436 firings) ' Islands', # ring (129 firings) ' Rings', # releas (110 firings) ' Released', # fiji (101 firings) ' Fiji', # iland (71 firings) 'iland', # isl (70 firings) ' Isles', # idae (64 firings) 'idae', # oking (54 firings) 'okingly', # ousand (42 firings) 'ousands', # aido (34 firings) 'aido', # endant (25 firings) 'endants', # depth (13 firings) ' Depths', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'island-family', 1 def prog_L01F21944(input_tokens): """41 token families, 47 surface forms (train F1 of the uncapped optimum: 0.843). Fires at 3,033 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "skip" and its variations""" # --- end external annotation --- fire = { # skip (413 firings) ' skip', 'Skip', ' Skip', 'skip', # skipp (205 firings) ' skipping', ' skipped', # glitch (185 firings) ' glitch', ' glitches', # bypas (134 firings) ' bypass', # gone (112 firings) 'gone', # spin (84 firings) ' Spin', # sequenc (75 firings) ' sequencing', # graduate (72 firings) ' Graduate', # subway (71 firings) ' Subway', # avoid (68 firings) ' avoidance', # chal (62 firings) 'chal', # cheesy (59 firings) ' cheesy', # skim (57 firings) ' skim', # pilgrimage (55 firings) ' pilgrimage', # limp (54 firings) ' limp', # hau (53 firings) ' Hau', # padd (52 firings) ' padded', ' padding', # sch (51 firings) ' SCH', # migrate (50 firings) ' migrate', # install (48 firings) ' installments', # finish (42 firings) 'finished', # ast (39 firings) ' aster', # leav (38 firings) ' Leaves', # forfeit (37 firings) ' forfeit', # footnote (37 firings) ' footnote', # mis (37 firings) ' MISS', # iago (32 firings) 'iago', # stagg (32 firings) ' stagger', # lude (29 firings) 'lude', # streak (28 firings) ' streaks', # forfe (27 firings) ' forfe', # unsu (26 firings) ' unsu', # continue (26 firings) 'continue', # quartz (22 firings) ' quartz', # bonu (20 firings) 'Bonus', # omit (20 firings) ' omit', # option (15 firings) 'Optional', # xs (13 firings) 'xs', # goto (12 firings) ' goto', # sep (11 firings) ' sep', # jump (10 firings) 'jump', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'skip-family', 1 def prog_L01F21945(input_tokens): """28 token families, 29 surface forms (train F1 of the uncapped optimum: 0.910). Fires at 1,870 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the name "Bailey." """ # --- end external annotation --- fire = { # bailey (287 firings) ' Bailey', # ba (174 firings) 'Ba', ' ba', # suarez (150 firings) ' Suarez', # holden (112 firings) ' Holden', # shea (83 firings) ' Shea', # ange (80 firings) ' Ange', # inqu (77 firings) ' inqu', # beam (69 firings) ' Beam', # bourne (64 firings) 'bourne', # jarvi (58 firings) ' Jarvis', # mberg (53 firings) 'mberg', # sear (49 firings) ' Sear', # blad (44 firings) ' Blades', # tic (42 firings) 'tics', # inquisi (39 firings) ' Inquisition', # beetle (38 firings) ' beetle', # aund (37 firings) 'aunder', # baal (31 firings) ' Baal', # beetl (29 firings) ' beetles', # heresy (28 firings) ' heresy', # compli (26 firings) ' Compliance', # client (24 firings) 'client', # aird (21 firings) 'aird', # asa (21 firings) ' ASA', # regist (19 firings) 'Register', # 666 (18 firings) '666', # 356 (11 firings) ' 356', # ullivan (8 firings) 'ullivan', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'bailey-family', 1 def prog_L01F21946(input_tokens): """49 token families, 52 surface forms (train F1 of the uncapped optimum: 0.864). Fires at 10,985 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the name "Nicol" and related entities""" # --- end external annotation --- fire = { # walk (354 firings) ' Walking', # 112 (203 firings) ' 112', '112', # atla (152 firings) ' Atlas', # viktor (152 firings) ' Viktor', # uncommon (150 firings) ' uncommon', # onom (144 firings) 'onom', 'onomic', # pant (140 firings) ' Pant', # iven (125 firings) 'iven', # ô (120 firings) 'ô', # expan (104 firings) ' Expansion', # anth (103 firings) 'anth', # econom (103 firings) 'econom', ' econom', # nc (101 firings) 'nc', # webst (99 firings) ' Webster', # slovenia (98 firings) ' Slovenia', # nicol (97 firings) ' Nicol', # fare (91 firings) ' Fare', # roman (91 firings) ' Romans', # random (91 firings) ' randomized', # creator (91 firings) 'creator', # tread (90 firings) ' tread', # bloodsh (90 firings) ' bloodshed', # wolfgang (89 firings) ' Wolfgang', # wick (89 firings) ' Wick', # onomy (89 firings) 'onomy', # emon (87 firings) 'emon', # opt (84 firings) 'opter', # meredith (81 firings) ' Meredith', # slav (81 firings) ' Slav', # polk (80 firings) ' Polk', # enjoy (80 firings) ' enjoyment', # wend (80 firings) ' Wend', # oran (79 firings) 'oran', # lenn (79 firings) ' Lenn', # transpl (77 firings) ' transpl', # gripp (77 firings) ' gripping', # ofer (74 firings) 'ofer', # oven (73 firings) 'oven', # ped (73 firings) 'Ped', # nud (72 firings) ' nudity', # institut (72 firings) ' instituted', # 550 (70 firings) '550', # intuit (68 firings) 'intuitive', # friedrich (68 firings) ' Friedrich', # seles (67 firings) 'seless', # cynthia (67 firings) ' Cynthia', # ophy (67 firings) 'ophy', # ndra (67 firings) 'ndra', # bos (64 firings) 'bos', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'walk-family', 1 def prog_L01F21947(input_tokens): """7 token families, 12 surface forms (train F1 of the uncapped optimum: 0.797). Fires at 10,486 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to employment and job-related topics""" # --- end external annotation --- fire = { # job (7,649 firings) ' job', ' jobs', ' Job', 'job', 'Job', # care (92 firings) ' Career', # collar (89 firings) 'collar', # voc (80 firings) ' Voc', ' vocational', # paycheck (79 firings) ' paycheck', # internship (63 firings) ' internship', # diploma (53 firings) ' diploma', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'job-family', 1 def prog_L01F21948(input_tokens): """49 token families, 51 surface forms (train F1 of the uncapped optimum: 0.857). Fires at 10,916 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: names or terms related to specific locations and cultural references""" # --- end external annotation --- fire = { # ong (202 firings) 'ONG', # oper (200 firings) 'opers', ' Oper', # ala (174 firings) ' Ala', # maharashtra (154 firings) ' Maharashtra', # pervas (154 firings) ' pervasive', # ernst (143 firings) ' Ernst', # ahi (138 firings) 'ahi', # chief (133 firings) ' chiefs', # pave (122 firings) ' pave', # wow (120 firings) ' wow', 'wow', # oi (119 firings) 'oi', # dangerous (115 firings) ' dangerously', # sixth (114 firings) ' Sixth', # are (110 firings) 'ARE', # ng (105 firings) ' Ng', # ahar (104 firings) 'ahar', # soar (98 firings) ' soar', # prem (97 firings) 'prem', # opl (97 firings) 'opl', # rang (92 firings) ' rang', # chattanooga (89 firings) ' Chattanooga', # ook (87 firings) 'ooks', # hai (87 firings) 'hai', # fed (85 firings) ' feds', # olin (85 firings) 'olin', # nascent (84 firings) ' nascent', # dominat (83 firings) 'dominated', # eerie (80 firings) ' eerie', # old (77 firings) 'older', # umar (77 firings) 'umar', # middle (77 firings) 'middle', # moose (76 firings) ' Moose', # bh (75 firings) 'bh', # owment (75 firings) 'owment', # oky (74 firings) 'oky', # mongolia (73 firings) ' Mongolia', # oho (73 firings) 'oho', # jah (71 firings) ' Jah', # niece (71 firings) ' niece', # unregulat (70 firings) ' unregulated', # oman (69 firings) ' Oman', # twent (69 firings) ' twenties', # harden (69 firings) ' Harden', # techno (67 firings) ' techno', # mai (65 firings) ' Mai', # cohn (64 firings) ' Cohn', # ь (64 firings) 'ь', # cst (64 firings) ' CST', # aft (64 firings) 'aft', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ong-family', 1 def prog_L01F21949(input_tokens): """49 token families, 52 surface forms (train F1 of the uncapped optimum: 0.845). Fires at 13,426 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the comic book character Archie""" # --- end external annotation --- fire = { # rift (216 firings) ' rift', 'rift', # hand (210 firings) 'hander', # ace (159 firings) ' ace', # jr (152 firings) ' JR', 'JR', 'Jr', # illustrat (138 firings) ' Illustrated', # director (136 firings) 'director', # ual (132 firings) 'UAL', # thr (127 firings) ' Thr', # imir (119 firings) 'imir', # unlimit (119 firings) ' Unlimited', # iral (118 firings) 'iral', # jeopardy (114 firings) ' jeopardy', # irth (112 firings) 'irth', # ivo (103 firings) 'ivo', # crat (102 firings) ' crater', # lament (100 firings) ' lamented', # aunch (99 firings) 'aunch', # oin (97 firings) 'oin', # ink (96 firings) ' Ink', # samp (95 firings) ' Samp', # limbo (90 firings) ' limbo', # anthology (90 firings) ' anthology', # alone (90 firings) 'alone', # truste (80 firings) ' trustees', # archie (80 firings) ' Archie', # afloat (79 firings) ' afloat', # aylor (77 firings) 'aylor', # ashore (75 firings) ' ashore', # awan (75 firings) 'awan', # launch (74 firings) 'launch', # ling (73 firings) 'linger', # theo (73 firings) ' Theo', # jam (72 firings) 'jam', # cha (72 firings) ' cha', # round (71 firings) 'rounder', # inexpl (71 firings) ' inexpl', # ars (69 firings) 'arsity', # shuffle (69 firings) ' shuffle', # salva (68 firings) ' salvation', # mv (68 firings) ' MV', # rich (67 firings) ' riches', # emate (66 firings) 'emate', # landfall (66 firings) ' landfall', # bmc (65 firings) ' BMC', # hem (65 firings) 'hemer', # cav (65 firings) ' cav', # bookmark (65 firings) ' bookmark', # canoe (63 firings) ' canoe', # trustworthy (63 firings) ' trustworthy', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'rift-family', 1 def prog_L01F21950(input_tokens): """15 token families, 16 surface forms (train F1 of the uncapped optimum: 0.812). Fires at 2,455 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: topics related to healthcare""" # --- end external annotation --- fire = { # healthcare (939 firings) ' healthcare', ' Healthcare', # care (212 firings) 'care', # anthem (119 firings) ' Anthem', # hearthstone (107 firings) ' Hearthstone', # car (100 firings) ' caring', # hygiene (85 firings) ' hygiene', # dign (85 firings) ' Dign', # safeguard (70 firings) ' safeguard', # childcare (69 firings) ' childcare', # caregiv (53 firings) ' caregivers', # 218 (41 firings) ' 218', # hrs (33 firings) ' hrs', # pill (22 firings) 'pill', # 509 (14 firings) '509', # eld (13 firings) ' eld', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'healthcare-family', 1 def prog_L01F21951(input_tokens): """19 token families, 21 surface forms (train F1 of the uncapped optimum: 0.859). Fires at 2,992 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to plastic materials""" # --- end external annotation --- fire = { # plast (1,212 firings) ' plastic', ' Plastic', # erton (165 firings) 'erton', # cosmet (127 firings) ' cosmetic', ' Cosmetic', # otechnology (126 firings) 'otechnology', # astic (91 firings) 'astics', # reus (75 firings) ' reusable', # plastic (75 firings) ' plastics', # ceram (61 firings) ' ceramic', # implant (57 firings) ' implants', # morph (53 firings) ' morph', # silicone (48 firings) ' silicone', # sty (37 firings) ' Sty', # nylon (36 firings) ' nylon', # mold (30 firings) ' molded', # pvc (30 firings) ' PVC', # estrogen (27 firings) ' estrogen', # rubb (24 firings) ' Rubber', # replace (21 firings) ' Replacement', # delete (14 firings) 'delete', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'plast-family', 1 def prog_L01F21952(input_tokens): """19 token families, 19 surface forms (train F1 of the uncapped optimum: 0.869). Fires at 2,848 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the usage of the word "extensive" """ # --- end external annotation --- fire = { # extens (791 firings) ' extensive', # ass (147 firings) 'assing', # intricate (139 firings) ' intricate', # extensive (139 firings) ' extensively', # abundant (132 firings) ' abundant', # government (130 firings) ' governmental', # expans (120 firings) ' expansive', # ample (114 firings) ' ample', # affluent (97 firings) ' affluent', # develop (89 firings) 'developed', # exhaust (77 firings) ' exhaustive', # luxuri (76 firings) ' luxurious', # plenti (62 firings) ' plentiful', # stringent (61 firings) ' stringent', # umer (56 firings) 'umerous', # document (55 firings) 'documented', # includ (49 firings) ' Includes', # plete (32 firings) 'plete', # isition (10 firings) 'isitions', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'extens-family', 1 def prog_L01F21953(input_tokens): """29 token families, 29 surface forms (train F1 of the uncapped optimum: 0.819). Fires at 2,177 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to a specific location or entity associated with "Claridge." """ # --- end external annotation --- fire = { # bird (201 firings) 'bird', # erton (165 firings) 'erton', # idge (153 firings) 'idge', # erville (135 firings) 'erville', # railroad (91 firings) ' Railroad', # pole (89 firings) 'pole', # croft (87 firings) 'croft', # iri (62 firings) 'iries', # irie (59 firings) 'irie', # wheat (59 firings) ' Wheat', # cylind (46 firings) ' cylinders', # intend (38 firings) 'intend', # bart (37 firings) 'bart', # oward (36 firings) 'oward', # 1895 (34 firings) ' 1895', # toward (33 firings) ' Towards', # leground (32 firings) 'leground', # cookie (29 firings) ' Cookie', # idg (28 firings) 'idges', # arrant (28 firings) 'arranted', # retri (27 firings) ' retri', # 630 (25 firings) '630', # aken (22 firings) 'akening', # !. (21 firings) '!.', # 830 (20 firings) '830', # incl (19 firings) ' incl', # axt (16 firings) 'axter', # telephone (15 firings) ' Telephone', # error (14 firings) ' Errors', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'bird-family', 1 def prog_L01F21954(input_tokens): """1 token families, 1 surface forms (train F1 of the uncapped optimum: 0.726). Fires at 143,666 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the word "on" in various contexts""" # --- end external annotation --- fire = { # on (142,245 firings) ' on', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'on-family', 1 def prog_L01F21955(input_tokens): """44 token families, 51 surface forms (train F1 of the uncapped optimum: 0.843). Fires at 4,125 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of widows and related terms""" # --- end external annotation --- fire = { # web (301 firings) 'Web', 'web', # wid (200 firings) ' Wid', ' wid', 'wid', # widow (198 firings) ' widow', ' Widow', # plot (153 firings) ' plots', # win (127 firings) ' Wins', # hath (116 firings) ' Hath', # splitt (116 firings) ' splitting', # relief (114 firings) ' Relief', # termin (113 firings) ' termin', # penn (110 firings) ' penn', # fian (94 firings) ' fian', # kidn (86 firings) ' kidn', # hei (81 firings) 'hei', # ridden (81 firings) 'ridden', # split (69 firings) ' splits', 'split', # wom (69 firings) ' WOM', ' wom', # hosp (64 firings) ' Hosp', # nia (60 firings) 'nia', # ili (60 firings) 'ilies', # bere (59 firings) ' bere', # distraught (58 firings) ' distraught', # nec (54 firings) ' nec', # weep (54 firings) ' weep', ' weeping', # bod (47 firings) 'bodied', # insomnia (47 firings) ' insomnia', # collaps (43 firings) ' collapses', # med (42 firings) 'Medic', # unmarr (41 firings) ' unmarried', # clinical (40 firings) ' clinically', # cripp (39 firings) ' cripp', # weed (38 firings) 'weed', # wi (37 firings) ' wi', # owa (36 firings) 'owa', # initi (32 firings) ' initi', # fol (31 firings) 'fol', # incapac (29 firings) ' incapac', # widen (29 firings) ' widen', # nicarag (23 firings) ' Nicarag', # execut (23 firings) ' execut', # fri (21 firings) ' FRI', # swall (21 firings) ' swall', # orphan (19 firings) ' orphans', # sorce (17 firings) ' sorce', # opaus (15 firings) 'opausal', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'web-family', 1 def prog_L01F21957(input_tokens): """1 token families, 6 surface forms (train F1 of the uncapped optimum: 0.787). Fires at 50,528 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: possessive pronouns indicating ownership or association""" # --- end external annotation --- fire = { # their (47,365 firings) ' their', ' Their', 'Their', 'their', ' theirs', ' THEIR', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'their-family', 1 def prog_L01F21958(input_tokens): """8 token families, 59 surface forms (train F1 of the uncapped optimum: 0.316). Fires at 4,138,428 of 36,786,566 positions. Fires at 11.25% of positions, and token rules do not serve features this dense: median test F1 0.086 across the 37,173 features above 0.39% of positions, against 0.763 for the 76,283 below 0.016%. Read this fire set as the best available approximation, not as what the feature does.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to destabilizing actions or processes impacting governments or organizations""" # --- end external annotation --- fire = { # s (39,699 firings) 's', "'s", 'S', ' S', ' s', 'és', 'ás', 'ís', # � (37,405 firings) '�', # new (25,632 firings) ' new', ' New', ' news', ' News', 'New', 'News', ' newly', ' newest', 'NEW', 'new', 'news', ' NEW', ' NEWS', 'NEWS', ' newer', ' Newly', # on (21,274 firings) ' on', 'on', ' On', 'ON', 'On', ' ON', # year (15,375 firings) ' years', ' year', 'year', ' Year', ' Years', 'Year', 'years', ' YEAR', ' yearly', 'Years', # a (13,633 firings) ' A', 'A', 'a', 'ía', 'ña', 'ça', # t (11,316 firings) 't', ' T', "'t", 'T', ' t', 'ét', # has (10,677 firings) ' has', ' Has', 'has', 'Has', ' Hass', ' HAS', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 's-family', 1 def prog_L01F21959(input_tokens): """9 token families, 12 surface forms (train F1 of the uncapped optimum: 0.826). Fires at 2,335 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "realized." """ # --- end external annotation --- fire = { # real (1,230 firings) ' realized', ' realised', ' realization', ' realizes', # realiz (177 firings) ' realizing', # panick (62 firings) ' panicked', # compound (58 firings) ' compounded', # izable (44 firings) 'izable', # unre (33 firings) ' unreal', # general (23 firings) ' generalized', # stagger (22 firings) ' staggered', # stabil (18 firings) ' stabilized', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'real-family', 1 def prog_L01F21960(input_tokens): """48 token families, 50 surface forms (train F1 of the uncapped optimum: 0.932). Fires at 4,945 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to extinction and medical conditions""" # --- end external annotation --- fire = { # eliminat (303 firings) ' eliminated', # hospital (233 firings) ' hospitalized', # extinct (196 firings) ' extinct', # newborn (190 firings) ' newborn', # obese (172 firings) ' obese', # overse (168 firings) ' oversees', # migrat (147 firings) ' migrating', ' migrated', # former (142 firings) 'formerly', # play (137 firings) ' playable', # ahl (122 firings) ' AHL', # onstage (118 firings) ' onstage', # accelerat (117 firings) ' accelerating', # urat (116 firings) 'urated', # obsolete (107 firings) ' obsolete', # archiv (100 firings) ' archived', # relocat (99 firings) ' relocated', # discontinu (98 firings) ' discontinued', # undead (95 firings) ' undead', ' Undead', # microscop (94 firings) ' microscopic', # incarcerat (91 firings) ' incarcerated', # defunct (91 firings) ' defunct', # airborne (90 firings) ' airborne', # headquarter (86 firings) ' headquartered', # prehistor (83 firings) ' prehistoric', # migrate (78 firings) ' migrate', # redesign (76 firings) ' redesigned', # ashore (75 firings) ' ashore', # inact (75 firings) ' inactive', # refrig (69 firings) ' refriger', # landfall (66 firings) ' landfall', # inland (57 firings) ' inland', # vaccinat (56 firings) ' vaccinated', # unload (51 firings) ' unloaded', # stationary (50 firings) ' stationary', # vitro (43 firings) ' vitro', # aceae (40 firings) 'aceae', # mobil (39 firings) ' mobilized', # immature (38 firings) ' immature', # disband (37 firings) ' disbanded', # electronical (35 firings) ' electronically', # galile (32 firings) ' Galile', # elig (32 firings) 'eligible', # cultur (29 firings) ' cultured', # 8000 (29 firings) ' 8000', # vivo (28 firings) ' vivo', # extant (27 firings) ' extant', # outpatient (21 firings) ' outpatient', # lesion (21 firings) ' lesions', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'eliminat-family', 1 def prog_L01F21961(input_tokens): """9 token families, 10 surface forms (train F1 of the uncapped optimum: 0.943). Fires at 647 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the concept of increasing stakes or expectations""" # --- end external annotation --- fire = { # pre (153 firings) ' PRE', 'PRE', # aunt (99 firings) ' aunt', # ante (92 firings) ' ante', # descend (73 firings) ' descend', # sup (57 firings) 'sup', # due (55 firings) ' dues', # iona (44 firings) 'iona', # consequ (15 firings) ' consequ', # supra (11 firings) ' supra', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'pre-family', 1 def prog_L01F21962(input_tokens): """37 token families, 39 surface forms (train F1 of the uncapped optimum: 0.915). Fires at 2,309 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: quantities and measurements related to volume""" # --- end external annotation --- fire = { # cu (196 firings) ' cu', 'cu', # out (133 firings) ' OUT', # vying (124 firings) ' vying', # imper (114 firings) ' imperial', # clown (103 firings) ' Clown', # cub (101 firings) ' cubic', # cube (96 firings) ' cube', # rg (82 firings) ' RG', 'RG', # rhetor (76 firings) ' rhetorical', # zy (71 firings) ' Zy', # ablo (71 firings) 'ablo', # cavern (67 firings) ' cavern', # lime (66 firings) ' lime', # inline (63 firings) ' inline', # xxxx (60 firings) 'XXXX', # tu (58 firings) 'tu', # int (58 firings) ' INTER', # yg (51 firings) 'yg', # acre (49 firings) ' acre', # camel (47 firings) ' Camel', # rectangular (43 firings) ' rectangular', # empty (41 firings) ' Empty', # rubb (39 firings) ' Rubber', # fif (33 firings) 'fif', # intraven (28 firings) ' intraven', # arag (20 firings) 'arag', # explos (18 firings) ' Explosive', # hetto (17 firings) 'hetto', # linear (16 firings) ' Linear', # ifl (16 firings) 'ifled', # quar (15 firings) ' quar', # luciu (15 firings) ' Lucius', # 00000000 (13 firings) '00000000', # oooo (9 firings) 'OOOO', # }. (8 firings) '}.', # monary (8 firings) 'monary', # ozyg (8 firings) 'ozyg', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'cu-family', 1 def prog_L01F21963(input_tokens): """47 token families, 51 surface forms (train F1 of the uncapped optimum: 0.883). Fires at 4,235 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the name "Amber" """ # --- end external annotation --- fire = { # black (341 firings) 'black', ' BLACK', # amb (312 firings) ' Amber', 'amber', ' amber', # air (213 firings) 'Air', # blonde (122 firings) ' blonde', # devon (117 firings) ' Devon', # autumn (98 firings) ' Autumn', # com (90 firings) ' comed', # bottl (88 firings) ' bottled', # vance (88 firings) ' Vance', # jade (86 firings) ' Jade', # mber (81 firings) 'mber', # oled (76 firings) ' OLED', # ude (74 firings) 'udes', # morty (68 firings) ' Morty', # error (68 firings) ' Error', # og (64 firings) ' OG', # cal (62 firings) ' CAL', # ceram (61 firings) ' ceramic', # deem (60 firings) ' deem', # emb (59 firings) ' Ember', # tiffany (57 firings) ' Tiffany', # 820 (56 firings) ' 820', # tox (56 firings) ' Toxic', # aub (55 firings) ' Aub', # bracelet (55 firings) ' bracelet', # emerald (54 firings) ' Emerald', # resin (51 firings) ' resin', # chloe (51 firings) ' Chloe', # flux (49 firings) ' flux', # blink (48 firings) ' Blink', # amorph (47 firings) 'amorph', # bend (47 firings) 'bender', # peach (46 firings) ' peach', # 284 (45 firings) ' 284', '284', # violet (44 firings) ' Violet', # aleb (43 firings) 'aleb', # perfume (42 firings) ' perfume', # atalie (40 firings) 'atalie', # charm (39 firings) ' charms', # blossom (38 firings) ' Blossom', # crumble (35 firings) ' crumble', # loe (31 firings) 'loe', # calm (28 firings) ' Calm', # misty (28 firings) ' Misty', # iolet (28 firings) 'iolet', # noir (26 firings) ' Noir', # apprais (21 firings) ' appraisal', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'black-family', 1 def prog_L01F21964(input_tokens): """27 token families, 27 surface forms (train F1 of the uncapped optimum: 0.937). Fires at 2,109 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: names of prominent individuals and specific medical conditions""" # --- end external annotation --- fire = { # emergency (318 firings) ' Emergency', # ema (173 firings) 'ema', # enko (136 firings) 'enko', # lima (120 firings) ' Lima', # emia (114 firings) 'emia', # corrup (106 firings) 'corruption', # ji (105 firings) ' Ji', # chong (91 firings) ' Chong', # hutchinson (78 firings) ' Hutchinson', # ena (78 firings) 'ENA', # chandra (68 firings) ' Chandra', # enda (59 firings) 'enda', # electric (57 firings) ' Electricity', # hai (54 firings) ' Hai', # hea (53 firings) 'hea', # emp (53 firings) 'emp', # nea (48 firings) 'nea', # diarrhea (44 firings) ' diarrhea', # emi (39 firings) 'emi', # hemy (26 firings) 'hemy', # 960 (26 firings) ' 960', # iasi (24 firings) 'iasis', # qi (21 firings) ' Qi', # inence (19 firings) 'inence', # iamet (17 firings) 'iameter', # 384 (16 firings) ' 384', # ensure (13 firings) ' Ensure', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'emergency-family', 1 def prog_L01F21965(input_tokens): """18 token families, 19 surface forms (train F1 of the uncapped optimum: 0.874). Fires at 1,997 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: expressions of fondness or nostalgia""" # --- end external annotation --- fire = { # fond (307 firings) ' fond', # fascinat (174 firings) ' fascinated', # grop (153 firings) ' grop', # vivid (141 firings) ' vivid', # nostalg (113 firings) ' nostalgic', ' nostalg', # penchant (107 firings) ' penchant', # fascina (98 firings) ' fascination', # affin (68 firings) ' affinity', # knack (67 firings) ' knack', # flavor (61 firings) ' flavored', # bent (60 firings) 'bent', # wont (52 firings) ' wont', # deft (50 firings) ' deft', # recent (42 firings) 'recent', # zech (37 firings) 'zech', # pert (33 firings) ' pert', # kind (23 firings) 'Kind', # gif (11 firings) 'gif', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'fond-family', 1 def prog_L01F21966(input_tokens): """16 token families, 17 surface forms (train F1 of the uncapped optimum: 0.966). Fires at 2,821 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of a specific person, Ted Cruz, in various contexts""" # --- end external annotation --- fire = { # cruz (1,656 firings) ' Cruz', 'Cruz', # santorum (196 firings) ' Santorum', # levant (150 firings) ' Levant', # cassidy (103 firings) ' Cassidy', # ourke (87 firings) 'ourke', # inelli (84 firings) 'inelli', # cru (70 firings) 'cru', # bruis (67 firings) ' bruising', # aez (65 firings) 'aez', # berto (50 firings) 'berto', # blush (48 firings) ' blush', # aber (46 firings) 'aber', # rera (38 firings) 'rera', # tesque (12 firings) 'tesque', # iber (11 firings) 'iberal', # enegg (8 firings) 'enegger', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'cruz-family', 1 def prog_L01F21967(input_tokens): """14 token families, 15 surface forms (train F1 of the uncapped optimum: 0.819). Fires at 1,435 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the word "lets" in various contexts""" # --- end external annotation --- fire = { # let (502 firings) 'lets', ' Lets', # youngst (182 firings) ' youngsters', # fit (59 firings) 'fits', # booklet (50 firings) ' booklet', # bean (46 firings) 'beans', # link (42 firings) 'links', # nair (34 firings) 'naires', # group (31 firings) 'groups', # join (30 firings) 'joined', # ain (27 firings) 'ainers', # tte (24 firings) 'ttes', # naire (10 firings) 'naire', # lett (8 firings) 'letters', # ger (5 firings) 'geries', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'let-family', 1 def prog_L01F21968(input_tokens): """11 token families, 13 surface forms (train F1 of the uncapped optimum: 0.837). Fires at 3,620 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "surprising" and its variations""" # --- end external annotation --- fire = { # surpris (1,218 firings) ' surprising', ' Surprisingly', # shock (439 firings) ' shocking', # pris (273 firings) 'prising', 'prisingly', # astonish (267 firings) ' astonishing', # startl (237 firings) ' startling', # puzzl (95 firings) ' puzzling', # seem (73 firings) ' seeming', # iron (70 firings) ' ironic', # catch (69 firings) 'catching', # intuit (68 firings) 'intuitive', # unsur (63 firings) ' unsur', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'surpris-family', 1 def prog_L01F21969(input_tokens): """45 token families, 46 surface forms (train F1 of the uncapped optimum: 0.827). Fires at 4,075 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to copper and copper-based materials""" # --- end external annotation --- fire = { # pper (1,007 firings) 'pper', 'ppers', # pepp (134 firings) ' Pepper', # respond (120 firings) ' responders', # cca (97 firings) 'cca', # driv (85 firings) 'driver', # mber (81 firings) 'mber', # eper (80 firings) 'eper', # per (78 firings) 'PER', # rano (77 firings) 'rano', # perform (76 firings) 'performance', # quila (67 firings) 'quila', # shelt (66 firings) ' Shelter', # braun (62 firings) ' Braun', # omb (56 firings) 'ombs', # prone (54 firings) 'prone', # ppelin (53 firings) 'ppelin', # ump (50 firings) 'umper', # rav (50 firings) 'ravity', # ach (47 firings) 'achable', # elevate (47 firings) ' elevate', # gger (46 firings) 'gger', # urity (46 firings) 'urity', # upp (45 firings) 'upper', # ppa (43 firings) 'ppa', # arse (40 firings) 'arse', # zzle (39 firings) 'zzle', # unk (38 firings) 'unker', # elight (37 firings) 'elight', # rb (36 firings) 'rb', # lov (36 firings) ' Lover', # pb (34 firings) 'PB', # passeng (33 firings) ' Passenger', # ffee (29 firings) 'ffee', # pter (29 firings) 'pter', # supp (27 firings) ' supper', # asc (25 firings) 'ascal', # pperc (23 firings) 'pperc', # iphany (22 firings) 'iphany', # ault (22 firings) 'aults', # boot (20 firings) 'Boot', # redd (19 firings) 'Redd', # olest (18 firings) 'olester', # fficiency (14 firings) 'fficiency', # fty (12 firings) 'fty', # uctor (11 firings) 'uctor', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'pper-family', 1 def prog_L01F21970(input_tokens): """43 token families, 44 surface forms (train F1 of the uncapped optimum: 0.887). Fires at 2,959 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: words related to whisking and whisky""" # --- end external annotation --- fire = { # quart (118 firings) ' quart', 'quart', # tasmania (106 firings) ' Tasmania', # ott (103 firings) 'OTT', # stirr (103 firings) ' stirred', # whisk (100 firings) ' whisk', # stalk (97 firings) ' stalk', # ous (92 firings) 'oused', # tasman (91 firings) ' Tasman', # dram (89 firings) ' dram', # hok (87 firings) ' Hok', # whisky (86 firings) ' whisky', # plush (86 firings) ' plush', # spirit (84 firings) ' spirited', # lad (83 firings) ' lad', # brisk (79 firings) ' brisk', # blond (77 firings) ' blond', # welch (77 firings) ' Welch', # swirl (77 firings) ' swirl', # trail (74 firings) ' trailed', # catapult (66 firings) ' catapult', # ottenham (60 firings) 'ottenham', # illary (56 firings) 'illary', # ey (54 firings) 'EY', # vanish (49 firings) ' vanishing', # cub (45 firings) ' cubes', # roo (45 firings) 'roo', # ooz (44 firings) ' ooz', # twe (42 firings) ' twe', # shimm (39 firings) ' shimmer', # stereotyp (37 firings) ' stereotyp', # seek (33 firings) ' Seek', # boost (32 firings) 'boost', # sevent (31 firings) ' Sevent', # sora (25 firings) ' Sora', # tu (24 firings) ' tu', # whi (20 firings) ' whis', # toad (18 firings) ' Toad', # tein (18 firings) 'tein', # clust (14 firings) ' clust', # ril (12 firings) 'rils', # biomark (11 firings) ' biomark', # thrust (11 firings) ' Thrust', # nect (10 firings) 'NECT', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'quart-family', 1 def prog_L01F21971(input_tokens): """28 token families, 32 surface forms (train F1 of the uncapped optimum: 0.901). Fires at 2,300 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to minerals and their properties""" # --- end external annotation --- fire = { # mon (189 firings) 'MON', # geolog (176 firings) ' Geological', ' geological', # miner (173 firings) ' mineral', ' Mineral', # fed (155 firings) ' Feder', # mineral (112 firings) ' minerals', # min (101 firings) ' Miner', ' miner', # crystal (98 firings) ' crystals', # tal (97 firings) ' tal', # muse (89 firings) ' Muse', # ql (72 firings) 'QL', # ral (71 firings) 'RAL', # celest (63 firings) ' celestial', # mesm (62 firings) ' mesmer', # graz (62 firings) ' grazing', # element (60 firings) ' elemental', ' Elemental', # alien (58 firings) 'alien', # sandy (52 firings) ' sandy', # petroleum (52 firings) ' Petroleum', # uld (45 firings) 'uld', # vitamin (39 firings) ' Vitamin', # meridian (36 firings) ' Meridian', # pig (33 firings) ' pigment', # deple (32 firings) ' depletion', # cavern (30 firings) ' Cavern', # quartz (22 firings) ' quartz', # resource (20 firings) 'Resource', # aud (18 firings) 'auder', # besto (7 firings) 'bestos', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'mon-family', 1 def prog_L01F21972(input_tokens): """22 token families, 26 surface forms (train F1 of the uncapped optimum: 0.923). Fires at 3,642 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to different types of zones""" # --- end external annotation --- fire = { # zone (1,639 firings) ' zone', 'zone', ' Zone', 'Zone', # zon (327 firings) ' zones', # dark (155 firings) 'dark', # inspector (149 firings) ' inspectors', # dang (98 firings) 'danger', # enclave (84 firings) ' enclave', # isolate (72 firings) ' isolate', # zilla (68 firings) 'zilla', # corridor (64 firings) ' Corridor', # pk (61 firings) ' PK', 'PK', # abys (58 firings) ' abyss', # ombat (57 firings) 'ombat', # zig (49 firings) ' Zig', # slab (47 firings) ' slab', # inward (46 firings) ' inward', # vortex (41 firings) ' vortex', # azaar (39 firings) 'azaar', # ghetto (38 firings) ' ghetto', # ollar (31 firings) 'ollar', # uncontroll (24 firings) ' uncontrolled', # rup (21 firings) 'rupal', # modifi (21 firings) ' modifier', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'zone-family', 1 def prog_L01F21973(input_tokens): """9 token families, 9 surface forms (train F1 of the uncapped optimum: 0.871). Fires at 1,578 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to screens used in various contexts""" # --- end external annotation --- fire = { # screen (550 firings) ' screens', # display (291 firings) ' displays', # tvs (154 firings) ' TVs', # reen (131 firings) 'reens', # schedul (127 firings) ' schedules', # kio (82 firings) ' kios', # lick (38 firings) 'licks', # one (33 firings) 'ONES', # %- (32 firings) '%-', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'screen-family', 1 def prog_L01F21975(input_tokens): """22 token families, 25 surface forms (train F1 of the uncapped optimum: 0.781). Fires at 1,884 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the Iron Dome defense system and related concepts""" # --- end external annotation --- fire = { # bowl (412 firings) ' Bowl', # dome (245 firings) ' Dome', ' dome', # cube (178 firings) ' Cube', 'Cube', # hale (89 firings) ' Hale', # facade (81 firings) ' facade', # bah (78 firings) 'bah', # unforgett (66 firings) ' unforgettable', # mia (65 firings) ' Mia', # coat (65 firings) ' coating', # mosque (62 firings) ' Mosque', # shed (61 firings) ' Shed', # nebula (57 firings) ' Nebula', # dia (45 firings) ' Dia', # dwell (41 firings) ' dwellings', ' Dwell', # duo (36 firings) ' Duo', # fter (34 firings) 'fters', # seah (24 firings) ' Seah', # 402 (13 firings) '402', # 602 (13 firings) '602', # 482 (11 firings) '482', # ersion (11 firings) 'ersion', # absor (10 firings) ' absor', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'bowl-family', 1 def prog_L01F21977(input_tokens): """23 token families, 25 surface forms (train F1 of the uncapped optimum: 0.850). Fires at 2,456 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the word "frequent" and related forms referring to occurrences""" # --- end external annotation --- fire = { # frequent (500 firings) ' frequent', # frequency (203 firings) ' frequency', # vivid (141 firings) ' vivid', # abundant (134 firings) ' abundant', # perenn (97 firings) ' perennial', # user (89 firings) 'Users', # inhabit (84 firings) ' inhabit', # frequ (78 firings) ' frequ', ' Frequ', # period (75 firings) ' periodic', # intermittent (71 firings) ' intermittent', # avoid (71 firings) ' Avoid', 'Avoid', # prone (63 firings) 'prone', # plenti (62 firings) ' plentiful', # ن (55 firings) 'ن', # requent (45 firings) 'requent', # continu (44 firings) ' continual', # sporad (40 firings) ' sporadic', # mr (39 firings) 'mr', # recurrent (33 firings) ' recurrent', # mig (29 firings) ' mig', # habitu (24 firings) ' habitual', # drink (24 firings) ' Drinking', # vehe (23 firings) ' vehement', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'frequent-family', 1 def prog_L01F21978(input_tokens): """6 token families, 8 surface forms (train F1 of the uncapped optimum: 0.865). Fires at 2,211 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to recurring events or activities labeled as "sessions." """ # --- end external annotation --- fire = { # ses (1,223 firings) ' session', 'session', 'Session', # session (504 firings) ' sessions', # bout (102 firings) ' bouts', # chat (92 firings) ' chats', # ession (78 firings) 'essions', # out (56 firings) ' outings', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ses-family', 1 def prog_L01F21980(input_tokens): """39 token families, 42 surface forms (train F1 of the uncapped optimum: 0.859). Fires at 3,742 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to recycling and waste management""" # --- end external annotation --- fire = { # recycl (317 firings) ' recycling', ' recycled', # steal (214 firings) ' stealing', # cling (198 firings) 'cling', # transplant (190 firings) ' transplant', # dump (159 firings) ' dumping', # discard (146 firings) ' discarded', ' discard', # environmental (140 firings) ' environmentally', # hipp (128 firings) ' hipp', # refurb (113 firings) ' refurb', # rubbish (111 firings) ' rubbish', # dwindl (108 firings) ' dwindling', # stapl (98 firings) ' Staples', # theft (87 firings) ' thefts', # crem (80 firings) ' crem', # compost (80 firings) ' compost', # recy (80 firings) ' recy', 'recy', # bin (77 firings) ' bins', # plastic (75 firings) ' plastics', # landfill (72 firings) ' landfill', # scaven (67 firings) ' scaven', # waste (66 firings) ' Waste', # recycle (62 firings) ' recycle', # cycle (54 firings) 'cycle', # repair (50 firings) 'repair', # plutonium (47 firings) ' plutonium', # incin (46 firings) ' inciner', # transm (44 firings) ' transm', # commem (42 firings) ' commem', # cata (40 firings) ' cataly', # sort (40 firings) ' sorting', # nurtur (33 firings) ' nurturing', # photoc (27 firings) ' photoc', # met (26 firings) ' MET', # sparkle (19 firings) ' Sparkle', # recept (18 firings) ' recept', # recomb (17 firings) ' recomb', # repro (17 firings) ' repro', # quar (15 firings) ' quar', # ycle (13 firings) 'ycle', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'recycl-family', 1 def prog_L01F21981(input_tokens): """17 token families, 18 surface forms (train F1 of the uncapped optimum: 0.951). Fires at 3,748 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the Xbox console and its associated peripherals""" # --- end external annotation --- fire = { # xbox (1,733 firings) ' Xbox', 'Xbox', # consol (386 firings) ' consoles', # halo (288 firings) ' Halo', # videog (179 firings) ' videog', # kinect (115 firings) ' Kinect', # dead (114 firings) 'dead', # esl (105 firings) ' ESL', # playsta (105 firings) ' Playstation', # gear (91 firings) ' Gears', # directx (73 firings) ' DirectX', # negro (64 firings) ' Negro', # hdr (63 firings) ' HDR', # rodrig (32 firings) ' Rodrig', # box (30 firings) 'BOX', # xiao (29 firings) ' Xiao', # achieve (24 firings) ' Achievements', # 343 (17 firings) '343', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'xbox-family', 1 def prog_L01F21982(input_tokens): """4 token families, 6 surface forms (train F1 of the uncapped optimum: 0.908). Fires at 3,107 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "speaking." """ # --- end external annotation --- fire = { # speak (2,427 firings) ' speaking', ' Speaking', 'speaking', # ophone (70 firings) 'ophone', # ophon (66 firings) 'ophon', # 0001 (23 firings) '0001', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'speak-family', 1 def prog_L01F21983(input_tokens): """19 token families, 20 surface forms (train F1 of the uncapped optimum: 0.842). Fires at 2,019 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the concept of "shoulders." """ # --- end external annotation --- fire = { # should (365 firings) ' shoulders', 'should', # front (172 firings) ' fronts', # sleev (102 firings) ' sleeves', # toe (88 firings) ' toes', # uru (83 firings) 'urus', # may (82 firings) ' MAY', # hump (80 firings) ' hump', # iframe (61 firings) 'iframe', # discourag (60 firings) ' discouraged', # sag (55 firings) ' sag', # hip (53 firings) ' hips', # vein (53 firings) ' veins', # kidney (48 firings) ' kidneys', # ring (48 firings) 'rings', # calv (45 firings) ' calves', # elbow (39 firings) ' elbows', # ankl (33 firings) ' ankles', # izon (25 firings) 'izons', # founda (12 firings) 'foundation', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'should-family', 1 def prog_L01F21984(input_tokens): """1 token families, 1 surface forms (train F1 of the uncapped optimum: 0.952). Fires at 12,300 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to time periods in the past""" # --- end external annotation --- fire = { # ago (11,424 firings) ' ago', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ago-family', 1 def prog_L01F21985(input_tokens): """7 token families, 10 surface forms (train F1 of the uncapped optimum: 0.711). Fires at 5,386 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the occurrence of the word "Research" in various contexts""" # --- end external annotation --- fire = { # research (2,548 firings) ' Research', 'Research', ' Researchers', 'research', # release (293 firings) ' Release', # report (163 firings) ' Reports', # appl (101 firings) ' Applied', # hunt (67 firings) ' Hunting', # consult (66 firings) ' Consulting', # seek (22 firings) ' Seeking', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'research-family', 1 def prog_L01F21986(input_tokens): """30 token families, 34 surface forms (train F1 of the uncapped optimum: 0.874). Fires at 1,774 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases related to restrictions on distribution and usage of content""" # --- end external annotation --- fire = { # pool (189 firings) ' Pool', ' pooled', # enlarge (158 firings) ' enlarge', # reunit (146 firings) ' reunited', # parent (107 firings) ' Parent', 'Parent', # marketplace (104 firings) ' Marketplace', # alian (80 firings) 'alian', # redistribut (68 firings) ' redistributed', # port (65 firings) ' ported', # embodi (59 firings) ' embodiment', ' embodiments', # overcl (49 firings) ' overcl', # contagi (47 firings) ' contagious', # seed (44 firings) ' seeded', # nington (44 firings) 'nington', # ower (42 firings) 'owered', # …) (37 firings) '…)', # redistribu (35 firings) ' redistribution', # }); (30 firings) ' });', '});', # optimiz (29 firings) ' optimizing', # 680 (26 firings) '680', # splash (25 firings) ' Splash', # sora (24 firings) ' Sora', # general (24 firings) ' generalized', # 683 (19 firings) '683', # ][/ (18 firings) '][/', # dic (15 firings) ' diced', # 561 (9 firings) '561', # --> (9 firings) '-->', # 563 (6 firings) '563', # -------------------------------------------------------- (5 firings) '--------------------------------------------------------', # ### (5 firings) ' ###', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'pool-family', 1 def prog_L01F21987(input_tokens): """7 token families, 9 surface forms (train F1 of the uncapped optimum: 0.570). Fires at 4,937 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the presence of the name "Donald Trump." """ # --- end external annotation --- fire = { # donald (4,523 firings) ' Donald', 'Donald', 'donald', # don (99 firings) 'DON', # otle (60 firings) 'otle', # rentice (56 firings) 'rentice', # ald (52 firings) 'ALD', # cdc (51 firings) 'CDC', # tumblr (18 firings) 'Tumblr', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'donald-family', 1 def prog_L01F21988(input_tokens): """45 token families, 51 surface forms (train F1 of the uncapped optimum: 0.938). Fires at 5,849 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the NATO organization and its operations""" # --- end external annotation --- fire = { # nat (302 firings) 'NAT', ' nat', 'nat', ' NAT', # brend (214 firings) 'Brend', ' Brend', # park (202 firings) ' PARK', # sn (178 firings) 'sn', # aren (178 firings) ' Aren', 'Aren', # iba (177 firings) 'iba', # fox (166 firings) 'FOX', # sask (144 firings) ' Sask', # balk (133 firings) ' Balk', ' balk', # stad (120 firings) 'stad', # buch (119 firings) ' Buch', # nation (119 firings) 'nation', # gen (110 firings) 'GEN', # swed (106 firings) ' Swed', # igue (105 firings) 'igue', # iss (100 firings) 'Iss', # die (100 firings) 'dies', # stumbl (89 firings) ' stumbling', # yok (87 firings) ' Yok', # sanct (86 firings) ' sanct', # fray (84 firings) ' fray', # fuel (82 firings) ' fueling', # lund (79 firings) 'lund', # ood (77 firings) 'OOD', # poison (76 firings) ' Poison', # lag (75 firings) 'lag', # scar (74 firings) 'Scar', # rog (74 firings) 'Rog', # nightmare (74 firings) ' Nightmare', # cong (66 firings) ' congest', # ying (64 firings) ' Ying', # clot (61 firings) ' clot', # bsd (56 firings) 'BSD', # tacit (56 firings) ' tacit', # firewall (56 firings) ' firewall', # due (55 firings) ' dues', # refuel (55 firings) ' refuel', # bella (53 firings) ' Bella', # lynd (52 firings) ' Lynd', # sylv (51 firings) ' Sylv', # ansky (51 firings) 'ansky', # riv (50 firings) 'River', # mirage (49 firings) ' Mirage', # freebsd (47 firings) ' FreeBSD', # brenda (46 firings) ' Brenda', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'nat-family', 1 def prog_L01F21990(input_tokens): """32 token families, 34 surface forms (train F1 of the uncapped optimum: 0.927). Fires at 3,078 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "hybrid." """ # --- end external annotation --- fire = { # hybrid (556 firings) ' hybrid', ' Hybrid', ' hybrids', # belgian (347 firings) ' Belgian', # combin (262 firings) ' combines', # variet (182 firings) ' varieties', # 450 (117 firings) '450', # +, (105 firings) '+,', # hy (103 firings) 'Hy', # polym (70 firings) ' polymer', # fearles (66 firings) ' fearless', # connector (64 firings) ' connector', # convert (63 firings) ' convertible', # mesm (62 firings) ' mesmer', # hib (60 firings) ' hiber', # react (60 firings) ' reactive', # merg (59 firings) ' merging', # bru (56 firings) ' bru', # ner (52 firings) 'NER', # certif (50 firings) ' Certified', # onym (48 firings) 'onyms', # bastard (47 firings) ' bastard', # caul (46 firings) ' caul', # rel (45 firings) ' relational', # faust (44 firings) ' Faust', # allion (42 firings) 'allion', # alloy (34 firings) ' alloy', # serpent (33 firings) ' serpent', # diverg (33 firings) ' divergence', # chron (33 firings) 'chron', # intelligent (27 firings) ' Intelligent', # cruis (25 firings) ' Cruiser', # hel (22 firings) 'helial', # 2200 (9 firings) '2200', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'hybrid-family', 1 def prog_L01F21991(input_tokens): """39 token families, 43 surface forms (train F1 of the uncapped optimum: 0.893). Fires at 4,072 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the term "ANN" which likely indicates a focus on artificial neural networks""" # --- end external annotation --- fire = { # ann (688 firings) 'Ann', 'ANN', ' ANN', # announce (380 firings) ' announcements', ' Announce', # announc (253 firings) 'announced', ' announcer', # ami (173 firings) 'AMI', # ana (166 firings) 'ANA', # tentat (140 firings) ' tentative', # ott (99 firings) 'OTT', # annie (92 firings) 'annie', # α (89 firings) 'α', # brand (89 firings) 'branded', # disclaim (85 firings) ' disclaimer', # program (81 firings) 'Program', # informat (79 firings) ' informative', # ani (70 firings) 'ANI', # untitl (68 firings) 'Untitled', # apr (65 firings) ' APR', # ancient (64 firings) 'Ancient', # iann (54 firings) 'iann', # wana (54 firings) 'wana', # municip (50 firings) ' Municip', # api (48 firings) 'API', # anni (47 firings) 'anni', # introdu (47 firings) ' introdu', # disband (45 firings) ' disband', # add (37 firings) 'ADD', # bill (35 firings) 'BILL', # announ (35 firings) ' announ', # oth (34 firings) 'OTHER', # dep (31 firings) 'DEP', # maize (29 firings) ' maize', # aryl (28 firings) 'aryl', # aaa (26 firings) 'aaa', # addon (25 firings) 'addon', # mer (22 firings) 'meric', # micha (16 firings) ' Micha', # assemb (15 firings) 'assemb', # esan (13 firings) 'esan', # otide (12 firings) 'otide', # myst (12 firings) ' Myster', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ann-family', 1 def prog_L01F21992(input_tokens): """5 token families, 7 surface forms (train F1 of the uncapped optimum: 0.845). Fires at 1,605 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the phrase "for instance." """ # --- end external annotation --- fire = { # inst (862 firings) ' instance', 'Instance', 'instance', # instanc (293 firings) ' instances', # converse (31 firings) ' Conversely', # itnes (29 firings) 'itness', # ---- (20 firings) ' ----', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'inst-family', 1 def prog_L01F21993(input_tokens): """24 token families, 28 surface forms (train F1 of the uncapped optimum: 0.848). Fires at 3,938 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the word "insist" and its variations, indicating a focus on expressions of strong assertion or demand""" # --- end external annotation --- fire = { # insist (1,560 firings) ' insisted', ' insists', ' insist', ' insisting', ' insistence', # clu (217 firings) 'CLUS', # refus (200 firings) ' refuses', # istent (137 firings) 'istent', # standard (120 firings) ' Standards', # inces (78 firings) ' incess', # contend (78 firings) ' contends', # adamant (69 firings) ' adamant', # trident (68 firings) ' Trident', # ost (65 firings) ' ost', # emph (59 firings) ' emph', # concentrate (57 firings) ' concentrate', # insin (50 firings) ' insin', # kant (48 firings) ' Kant', # controv (46 firings) ' controvers', # balk (40 firings) ' balk', # obligatory (36 firings) ' obligatory', # orthodoxy (35 firings) ' orthodoxy', # perspect (33 firings) ' Perspect', # assur (26 firings) ' assures', # nerv (25 firings) ' nerv', # olute (19 firings) 'olutely', # somehow (19 firings) ' Somehow', # suppose (17 firings) ' Suppose', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'insist-family', 1 def prog_L01F21994(input_tokens): """38 token families, 42 surface forms (train F1 of the uncapped optimum: 0.887). Fires at 4,969 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of tribes and their influence in cultural contexts""" # --- end external annotation --- fire = { # indian (518 firings) ' Indians', # tribe (344 firings) ' tribe', ' Tribe', # trib (342 firings) ' tribes', ' Trib', # chief (206 firings) ' chiefs', # hunt (200 firings) ' hunters', # sioux (171 firings) ' Sioux', # expedi (166 firings) ' expedition', # troll (160 firings) ' trolls', # herd (140 firings) ' herd', ' herds', # ribe (125 firings) 'ribe', # nig (117 firings) ' Niger', # sect (113 firings) ' sect', ' sects', # ant (110 firings) ' ants', # pai (110 firings) ' Pai', # roup (97 firings) 'roup', # ancestry (87 firings) ' ancestry', # scout (84 firings) ' scouts', # wreck (83 firings) 'wreck', # caleb (82 firings) ' Caleb', # amu (80 firings) 'amus', # eld (77 firings) ' elders', # bend (73 firings) 'bender', # miz (73 firings) ' Miz', # ermott (73 firings) 'ermott', # mongolia (70 firings) ' Mongolia', # reserva (70 firings) ' reservation', # samoa (66 firings) ' Samoa', # aho (56 firings) 'aho', # cest (55 firings) 'cest', # ni (46 firings) ' ni', # adic (45 firings) 'adic', # wi (40 firings) 'wi', # rib (38 firings) 'ribes', # aida (34 firings) 'aida', # ele (29 firings) ' Element', # aleb (28 firings) 'aleb', # clan (27 firings) ' clans', # anc (19 firings) ' Ancest', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'indian-family', 1 def prog_L01F21995(input_tokens): """37 token families, 39 surface forms (train F1 of the uncapped optimum: 0.946). Fires at 5,277 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: proper names, specifically those ending in "ina." """ # --- end external annotation --- fire = { # ina (2,582 firings) 'ina', 'inas', 'INA', # regina (155 firings) ' Regina', # christina (144 firings) ' Christina', # tina (105 firings) ' Tina', # gina (100 firings) ' Gina', # marina (100 firings) ' Marina', # nina (92 firings) ' Nina', # illian (91 firings) 'illian', # rina (90 firings) 'rina', # asia (90 firings) 'asia', # aska (85 firings) 'aska', # rama (83 firings) 'rama', # rano (77 firings) 'rano', # alicia (77 firings) ' Alicia', # imen (66 firings) 'imen', # ippi (63 firings) 'ippi', # alin (62 firings) 'alin', # democrat (61 firings) 'democratic', # olina (57 firings) 'olina', # awkward (55 firings) ' awkwardly', # inese (50 firings) 'inese', # aina (48 firings) 'aina', # inian (48 firings) 'inian', # insomnia (47 firings) ' insomnia', # geographical (44 firings) ' geographically', # inu (36 firings) 'inus', # inia (34 firings) 'inia', # shrine (34 firings) ' Shrine', # independ (34 firings) 'independence', # sina (32 firings) ' Sina', # sidel (31 firings) ' sidel', # fps (28 firings) ' fps', # ino (27 firings) 'INO', # clin (23 firings) ' Clin', # …" (19 firings) '…"', # ital (18 firings) ' ital', # inic (17 firings) 'inic', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ina-family', 1 def prog_L01F21996(input_tokens): """49 token families, 51 surface forms (train F1 of the uncapped optimum: 0.888). Fires at 4,035 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of specific athletes, particularly focusing on Kevin Garnett and Steven Gerrard""" # --- end external annotation --- fire = { # go (337 firings) 'GO', # arn (114 firings) ' Arn', # garn (106 firings) ' Garn', ' garn', # carolyn (103 firings) ' Carolyn', # gerrard (101 firings) ' Gerrard', # dispar (97 firings) ' dispar', # oin (96 firings) 'oin', # gin (95 firings) ' Gin', # lap (91 firings) ' Lap', # hale (88 firings) ' Hale', # tarn (78 firings) ' tarn', # met (70 firings) 'metal', # peac (68 firings) ' peac', # thorn (67 firings) ' Thorn', # eryl (64 firings) 'eryl', # ticket (62 firings) 'ticket', # ð (61 firings) 'ð', # sapp (60 firings) ' Sapp', # kinn (58 firings) ' Kinn', # sack (57 firings) ' Sack', # connie (55 firings) ' Connie', # replen (54 firings) ' replen', # agh (53 firings) 'agher', # orat (53 firings) 'orative', # restitu (50 firings) ' restitution', # jasp (50 firings) ' Jasper', # lau (49 firings) ' Lau', # arna (48 firings) 'arna', # brance (45 firings) 'brance', # fin (44 firings) ' fins', # compar (43 firings) ' Compar', ' compar', # quart (42 firings) ' Quart', # scrap (41 firings) ' scraping', # vern (40 firings) ' Vern', # lann (38 firings) ' Lann', # gewat (38 firings) 'gewater', # tbsp (38 firings) ' tbsp', # quartz (37 firings) ' Quartz', # ilage (36 firings) 'ilage', # repl (35 firings) 'Repl', # grape (34 firings) ' Grape', # serve (33 firings) ' Serve', # asu (33 firings) 'asu', # asp (32 firings) 'asper', # obs (31 firings) ' obs', # ukong (30 firings) 'ukong', # 153 (28 firings) '153', # asgard (26 firings) ' Asgard', # ben (26 firings) ' Bened', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'go-family', 1 def prog_L01F21997(input_tokens): """37 token families, 40 surface forms (train F1 of the uncapped optimum: 0.798). Fires at 3,499 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: variations of the word "pledge." """ # --- end external annotation --- fire = { # ple (295 firings) 'ples', 'PLE', 'plement', # pling (190 firings) 'pling', 'plings', # pled (162 firings) 'pled', # lin (118 firings) 'lined', # grad (113 firings) 'graded', # onge (110 firings) 'onge', # charge (107 firings) 'charge', # per (104 firings) 'pered', # mun (101 firings) 'mun', # rap (100 firings) 'raper', # otal (93 firings) 'otally', # perate (84 firings) 'perate', # sample (74 firings) ' Sample', # ply (73 firings) 'ply', # plot (69 firings) 'plot', # pler (68 firings) 'pler', # cel (54 firings) 'celer', # plin (54 firings) 'plin', # ciplinary (54 firings) 'ciplinary', # let (42 firings) 'leted', # tri (40 firings) ' TRI', # rive (40 firings) 'rive', # vette (38 firings) 'vette', # ample (37 firings) 'ample', # charg (36 firings) 'charges', # par (34 firings) 'parable', # ampl (30 firings) 'amples', # ificant (29 firings) 'ificant', # stal (28 firings) 'stal', # iple (26 firings) 'iple', # pson (23 firings) 'pson', # olate (19 firings) 'olate', # uple (18 firings) 'uple', # tps (17 firings) 'TPS', # apest (14 firings) 'apest', # alys (12 firings) 'alyses', # eredith (11 firings) 'eredith', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ple-family', 1 def prog_L01F21998(input_tokens): """48 token families, 50 surface forms (train F1 of the uncapped optimum: 0.860). Fires at 4,289 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to legal investigations and coroners""" # --- end external annotation --- fire = { # surgeon (254 firings) ' surgeon', ' surgeons', # accident (201 firings) ' accidental', # coron (193 firings) ' coroner', ' coron', # county (158 firings) ' COUNTY', # harley (127 firings) ' Harley', # diablo (121 firings) ' Diablo', # autopsy (116 firings) ' autopsy', # middl (114 firings) ' Middles', # gazette (106 firings) ' Gazette', # erie (98 firings) ' Erie', # inqu (93 firings) ' inquest', # ingham (90 firings) 'ingham', # lancet (81 firings) ' Lancet', # dov (81 firings) ' Dover', # ley (78 firings) 'leys', # gord (77 firings) ' Gord', # worcest (75 firings) ' Worcester', # truste (74 firings) ' trustees', # erey (65 firings) 'erey', # fun (65 firings) ' funer', # iframe (60 firings) 'iframe', # gibraltar (59 firings) ' Gibraltar', # usual (59 firings) 'usually', # junc (58 firings) ' junction', # ideo (52 firings) 'ideo', # lockout (52 firings) ' lockout', # 999 (51 firings) ' 999', # childbirth (46 firings) ' childbirth', # amelia (45 firings) ' Amelia', # artery (45 firings) ' artery', # newsp (44 firings) ' Newsp', # orset (44 firings) 'orset', # doomsday (43 firings) ' Doomsday', # guess (41 firings) ' guesses', # prolong (35 firings) ' prolong', # ana (34 firings) ' ana', # upload (31 firings) 'uploads', # contin (31 firings) ' CONTIN', # agical (31 firings) 'agically', # hereditary (30 firings) ' hereditary', # conclus (30 firings) ' conclusive', # ez (29 firings) ' Ez', # possib (29 firings) 'possibly', # gastro (26 firings) ' gastro', # investigator (26 firings) ' Investigator', # yton (23 firings) 'yton', # herod (21 firings) ' Herod', # condol (16 firings) ' condol', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'surgeon-family', 1