"""GPT-2 SAE last-token programs, layer 2 -- features 21900 to 21999 (74 programs). One function per SAE feature. Grouped 100 to a file so the set stays browsable; the programs themselves are unchanged. """ def prog_L02F21900(input_tokens): """48 token families, 50 surface forms (train F1 of the uncapped optimum: 0.882). Fires at 6,209 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the name "Vásquez" and related characters or references""" # --- end external annotation --- fire = { # s (359 firings) 'és', 'ás', 'ís', # grove (210 firings) ' Grove', # fashion (151 firings) ' Fashion', # christina (141 firings) ' Christina', # pas (140 firings) ' Pas', # lest (138 firings) ' Lester', # urg (138 firings) 'urger', # paramedic (138 firings) ' paramedics', # toma (125 firings) ' Tomas', # n (116 firings) 'ín', # watt (110 firings) ' Watts', # hom (106 firings) ' Homs', # las (105 firings) 'Las', # utsch (104 firings) 'utsch', # strang (104 firings) ' strang', # eth (97 firings) ' ETH', # nico (97 firings) ' Nico', # stadt (97 firings) 'stadt', # rm (88 firings) ' RM', # irt (85 firings) 'irts', # ominium (77 firings) 'ominium', # franz (75 firings) ' Franz', # robbin (75 firings) ' Robbins', # hendrick (73 firings) ' Hendricks', # nud (72 firings) ' nudity', # isn (70 firings) 'isner', # bread (65 firings) ' Bread', # rano (64 firings) 'rano', # epi (63 firings) ' epis', # broadcast (61 firings) ' Broadcast', # abeth (61 firings) 'abeth', # hanna (57 firings) ' Hanna', # ة (55 firings) 'ة', # strip (50 firings) 'strip', # rint (47 firings) 'rint', # itta (45 firings) 'itta', # herp (44 firings) ' herpes', # achel (44 firings) 'achel', # chic (44 firings) ' chic', # hes (43 firings) ' Hess', # hypnot (43 firings) ' hypnot', # korra (42 firings) ' Korra', # klau (42 firings) ' Klaus', # lightsab (42 firings) ' lightsaber', # antom (41 firings) 'antom', # param (41 firings) ' paramed', # terson (37 firings) 'terson', # ophy (37 firings) 'ophys', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 's-family', 1 def prog_L02F21903(input_tokens): """39 token families, 42 surface forms (train F1 of the uncapped optimum: 0.815). Fires at 4,534 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to gadgets and appliances""" # --- end external annotation --- fire = { # gadget (369 firings) ' gadgets', ' gadget', ' Gadget', # hack (230 firings) ' hacker', # watch (207 firings) 'watch', # futurist (198 firings) ' futuristic', # wear (194 firings) ' wearable', # briton (155 firings) ' Britons', # quiz (143 firings) ' quiz', # thwart (131 firings) ' thwart', # possession (122 firings) ' possessions', # applianc (116 firings) ' appliances', # apparatu (106 firings) ' apparatus', # flick (102 firings) ' flick', # innovation (92 firings) ' innovations', # invention (89 firings) ' inventions', # weaponry (83 firings) ' weaponry', # gland (82 firings) ' gland', ' glands', # jab (77 firings) ' jab', # ellery (76 firings) 'ellery', # ook (76 firings) 'ooks', # calculator (71 firings) ' calculator', # flashy (68 firings) ' flashy', # superpow (66 firings) ' superpower', # bys (65 firings) 'bys', # gimmick (64 firings) ' gimmick', # appli (59 firings) ' appliance', # ip (56 firings) ' iP', # nifty (56 firings) ' nifty', # athleticism (52 firings) ' athleticism', # foot (49 firings) 'footed', # iddl (45 firings) 'iddling', # capit (43 firings) ' capit', # get (34 firings) 'gets', # ingenu (31 firings) ' ingenuity', # kid (29 firings) 'kid', # kw (27 firings) 'kw', # glob (26 firings) ' glob', # biz (25 firings) 'biz', # clev (22 firings) ' Clever', # inc (20 firings) 'incible', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'gadget-family', 1 def prog_L02F21904(input_tokens): """24 token families, 27 surface forms (train F1 of the uncapped optimum: 0.792). Fires at 3,631 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the concept of "gender" and its related terms""" # --- end external annotation --- fire = { # end (1,032 firings) 'ender', 'enders', 'END', # file (290 firings) 'File', # str (206 firings) ' String', 'String', # erve (121 firings) 'erve', # start (106 firings) 'starter', # ender (93 firings) 'endered', # call (91 firings) ' caller', # gend (87 firings) 'gender', # uff (83 firings) 'uffer', # ronnie (81 firings) ' Ronnie', # defend (80 firings) ' Defender', # dime (77 firings) ' dime', # ould (73 firings) 'oulder', # oin (65 firings) 'oin', # endar (43 firings) 'endar', # bend (37 firings) ' Bender', # logg (31 firings) ' logger', # furnish (26 firings) ' furnished', # ruin (24 firings) ' Ruin', # resent (18 firings) ' resent', # ens (13 firings) 'enser', # ent (13 firings) 'entity', # receiv (12 firings) ' Receiver', # ermanent (11 firings) 'ermanent', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'end-family', 1 def prog_L02F21905(input_tokens): """46 token families, 53 surface forms (train F1 of the uncapped optimum: 0.853). Fires at 4,592 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the CW (The CW television network)""" # --- end external annotation --- fire = { # cw (295 firings) ' CW', 'CW', # girl (211 firings) 'girl', # script (202 firings) ' scripting', ' scripted', ' Script', # renew (199 firings) ' Renew', # wb (169 firings) ' WB', 'WB', # saw (152 firings) ' Saw', # cann (113 firings) ' canned', # iew (112 firings) 'iew', # workshop (110 firings) ' Workshop', # mw (109 firings) ' MW', # tabletop (107 firings) ' tabletop', # bravo (106 firings) ' Bravo', # chern (103 firings) ' Chern', # bark (94 firings) ' Barker', # daryl (90 firings) ' Daryl', # drama (89 firings) ' Drama', # swim (78 firings) ' Swim', # cg (77 firings) ' CG', 'CG', # aughty (76 firings) 'aughty', # odic (64 firings) 'odic', # lanc (60 firings) ' Lanc', # psp (58 firings) ' PSP', # cki (58 firings) 'cki', # jok (58 firings) ' Joker', # mov (56 firings) ' Mov', # epi (56 firings) ' epis', # hart (55 firings) 'Hart', # arlane (55 firings) 'arlane', # resp (54 firings) ' Resp', # olicit (50 firings) 'olicited', # cs (44 firings) 'Cs', # chak (40 firings) ' Chak', # explo (40 firings) ' explo', # eas (39 firings) ' eas', # ck (38 firings) ' CK', # bw (38 firings) ' BW', 'BW', # pw (35 firings) ' PW', # ------ (35 firings) ' ------', '------', # onne (33 firings) 'onne', # aryl (28 firings) 'aryl', # spi (28 firings) ' SPI', # hh (27 firings) ' HH', # row (23 firings) 'rower', # cpc (22 firings) ' CPC', # ke (21 firings) ' KE', # cast (18 firings) ' caster', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'cw-family', 1 def prog_L02F21906(input_tokens): """39 token families, 50 surface forms (train F1 of the uncapped optimum: 0.802). Fires at 5,302 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to rifles and related firearms""" # --- end external annotation --- fire = { # rifle (694 firings) ' rifle', ' Rifle', # rifl (313 firings) ' rifles', # snip (264 firings) ' sniper', ' Sniper', ' snipers', # carb (218 firings) ' carb', ' Carb', 'carb', # arm (202 firings) ' Arms', 'arms', # pierre (156 firings) 'Pierre', # arch (128 firings) ' Archer', # shotgun (122 firings) ' shotgun', ' shotguns', # gunn (121 firings) ' gunned', # 550 (120 firings) ' 550', # mark (113 firings) ' Marks', # ammo (105 firings) ' ammo', ' Ammo', # automat (89 firings) 'automatic', # nikov (88 firings) 'nikov', # rwanda (86 firings) ' Rwanda', # weaponry (83 firings) ' weaponry', # 223 (83 firings) '223', ' 223', # cartridge (78 firings) ' cartridge', # ranch (74 firings) ' ranch', # ifle (68 firings) 'ifle', # adjust (61 firings) ' adjustable', # opt (61 firings) ' optic', # ifl (55 firings) 'ifles', 'ifled', # ridge (52 firings) ' ridge', # rang (52 firings) ' ranged', # rique (50 firings) 'rique', # cartridg (49 firings) ' cartridges', # gun (36 firings) 'guns', # tank (35 firings) ' Tanks', # blast (34 firings) ' blaster', ' Blaster', # scope (32 firings) 'scope', # module (29 firings) 'module', # rw (27 firings) ' Rw', # radio (27 firings) ' radios', # idg (22 firings) 'idges', # 435 (22 firings) ' 435', # omi (18 firings) 'omial', # hari (17 firings) 'hari', # nip (14 firings) 'niper', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'rifle-family', 1 def prog_L02F21908(input_tokens): """45 token families, 51 surface forms (train F1 of the uncapped optimum: 0.865). Fires at 4,649 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the drug "tamper-proof" and its variations""" # --- end external annotation --- fire = { # pastebin (227 firings) ' Pastebin', # tam (188 firings) ' tam', 'Tam', ' TAM', # collu (171 firings) ' collusion', # vand (156 firings) ' vandal', # alter (148 firings) ' altered', # technician (143 firings) ' technicians', ' technician', # watt (137 firings) ' Watt', # per (134 firings) 'pered', 'pering', # dam (126 firings) 'dam', ' DAM', # tram (123 firings) ' tram', # touchscreen (119 firings) ' touchscreen', # turbo (118 firings) ' turbo', # zam (108 firings) ' Zam', # satoshi (103 firings) ' Satoshi', # upload (100 firings) 'Upload', # overseen (97 firings) ' overseen', # ker (97 firings) 'kered', # artificial (94 firings) ' artificially', # tink (93 firings) ' tink', ' Tinker', # imm (90 firings) 'imming', # wee (87 firings) ' wee', # ink (79 firings) 'inker', # tamper (79 firings) ' tampering', # mess (74 firings) ' messed', # dmca (69 firings) ' DMCA', # tamp (67 firings) ' tamp', # whi (61 firings) ' Whis', # eming (60 firings) 'eming', # impro (58 firings) 'impro', # came (53 firings) ' Came', # interfer (51 firings) ' interfered', # cherry (50 firings) ' cherry', # ocom (49 firings) 'ocom', # sabot (46 firings) ' sabot', # iddl (45 firings) 'iddled', # edit (45 firings) 'edit', # xt (39 firings) ' XT', # wp (35 firings) 'wp', # zamb (32 firings) ' Zamb', # doct (31 firings) ' doct', # interact (29 firings) ' interacted', # rypt (28 firings) 'rypted', # avanaugh (22 firings) 'avanaugh', # counterfe (22 firings) ' counterfe', # idem (20 firings) 'idem', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'pastebin-family', 1 def prog_L02F21909(input_tokens): """26 token families, 27 surface forms (train F1 of the uncapped optimum: 0.747). Fires at 2,612 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the concept of "boilerplate" in a technical context""" # --- end external annotation --- fire = { # iler (381 firings) 'iler', 'ilers', # fowl (123 firings) ' Fowler', # irst (116 firings) 'irst', # bird (116 firings) 'bird', # vog (112 firings) ' Vog', # icer (90 firings) 'icer', # jol (89 firings) ' Jol', # ain (76 firings) 'ainer', # uler (64 firings) 'uler', # uder (63 firings) 'uder', # boil (62 firings) ' boiler', # irwin (58 firings) ' Irwin', # fish (49 firings) ' fisher', # opt (49 firings) 'opter', # simulator (43 firings) ' Simulator', # orsi (28 firings) 'orsi', # load (26 firings) ' loader', # rentice (23 firings) 'rentice', # sab (22 firings) ' Saber', # omi (21 firings) 'omial', # flare (17 firings) ' Flare', # intosh (15 firings) 'intosh', # instructor (14 firings) ' Instructor', # cheat (11 firings) 'cheat', # ジ (10 firings) 'ジ', # owl (9 firings) 'owler', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'iler-family', 1 def prog_L02F21910(input_tokens): """19 token families, 20 surface forms (train F1 of the uncapped optimum: 0.590). Fires at 2,682 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the adverb "undoubtedly." """ # --- end external annotation --- fire = { # certain (683 firings) ' certainly', # sure (270 firings) ' surely', # undoubt (230 firings) ' undoubtedly', # admitt (87 firings) ' admittedly', # undeni (86 firings) ' undeniable', # unequivocal (70 firings) ' unequivocally', # unsurpris (69 firings) ' unsurprisingly', # undeniab (66 firings) ' undeniably', # unques (66 firings) ' unquestion', # like (51 firings) 'likely', # confident (47 firings) ' confidently', # oubt (40 firings) 'oubtedly', 'oubted', # uab (33 firings) 'uably', # mitt (26 firings) 'mittedly', # adow (22 firings) 'adows', # put (21 firings) 'putable', # doubtles (15 firings) ' doubtless', # withstand (15 firings) 'withstanding', # notwithstand (11 firings) ' Notwithstanding', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'certain-family', 1 def prog_L02F21911(input_tokens): """8 token families, 12 surface forms (train F1 of the uncapped optimum: 0.827). Fires at 4,175 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases related to ownership or possession""" # --- end external annotation --- fire = { # own (2,357 firings) ' owned', 'owned', 'owner', 'Own', 'owners', # controll (390 firings) 'controlled', # known (133 firings) 'Known', # runaway (91 firings) ' runaway', # issu (86 firings) 'issued', # affiliat (45 firings) 'affiliated', # respect (41 firings) 'respected', # trust (40 firings) 'trust', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'own-family', 1 def prog_L02F21912(input_tokens): """16 token families, 19 surface forms (train F1 of the uncapped optimum: 0.846). Fires at 2,567 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the concept of citizenship""" # --- end external annotation --- fire = { # citizen (1,099 firings) ' citizen', ' Citizen', 'citizens', # itizen (127 firings) 'itizen', 'itizens', # servant (103 firings) ' servant', # izen (87 firings) 'izen', # lit (78 firings) ' liter', # bour (74 firings) 'bour', # riot (58 firings) 'riot', # bystand (51 firings) ' bystand', # where (45 firings) 'WHERE', # peasant (43 firings) ' peasant', # travel (41 firings) ' traveler', # patriot (40 firings) ' patriot', # bey (39 firings) 'Bey', # credent (39 firings) ' credential', # bastard (33 firings) ' bastard', # particip (23 firings) ' particip', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'citizen-family', 1 def prog_L02F21913(input_tokens): """45 token families, 50 surface forms (train F1 of the uncapped optimum: 0.852). Fires at 4,637 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to educational institutions, particularly Cornell University""" # --- end external annotation --- fire = { # listen (239 firings) ' listeners', ' listener', # cornell (199 firings) ' Cornell', # corn (181 firings) 'corn', 'Corn', # barclay (147 firings) ' Barclays', # collaborator (145 firings) ' collaborators', ' collaborator', # chard (143 firings) 'chard', # wei (131 firings) ' Wei', 'wei', # naacp (113 firings) ' NAACP', # cinnamon (107 firings) ' cinnamon', ' Cinnamon', # qua (100 firings) 'qua', # mcgill (98 firings) ' McGill', # institu (98 firings) ' Institution', # dartmouth (90 firings) ' Dartmouth', # swanson (86 firings) ' Swanson', # laur (83 firings) ' Laur', # warwick (82 firings) ' Warwick', # trinidad (80 firings) ' Trinidad', # seymour (77 firings) ' Seymour', # pace (73 firings) ' Pace', # wt (69 firings) 'WT', # cornwall (68 firings) ' Cornwall', # violin (67 firings) ' violin', # nington (67 firings) 'nington', # howell (62 firings) ' Howell', # cornel (61 firings) ' Cornel', # donn (60 firings) ' Donn', # connie (55 firings) ' Connie', # cel (52 firings) ' Celest', # arty (50 firings) 'arty', # ri (49 firings) ' RI', # arsen (46 firings) ' arsenic', # ;) (45 firings) ' ;)', # observ (44 firings) ' Observ', # innoc (43 firings) ' innoc', # adjunct (43 firings) ' adjunct', # gastrointestin (41 firings) ' gastrointestinal', # ellig (40 firings) 'ellig', # rar (38 firings) ' Rarity', # udi (38 firings) 'udi', # instru (33 firings) ' Instruments', # maurit (27 firings) ' Maurit', # acs (25 firings) ' ACS', # 555 (24 firings) ' 555', # yton (23 firings) 'yton', # 522 (19 firings) '522', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'listen-family', 1 def prog_L02F21915(input_tokens): """14 token families, 15 surface forms (train F1 of the uncapped optimum: 0.788). Fires at 2,051 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the word "scenario" and its variations, indicating discussions about hypothetical situations or conditions""" # --- end external annotation --- fire = { # scenario (823 firings) ' scenario', ' scenarios', # hypothet (140 firings) ' hypothetical', # aca (103 firings) 'ACA', # enario (70 firings) 'enario', # feature (47 firings) 'Feature', # platoon (44 firings) ' platoon', # realistical (36 firings) ' realistically', # circumst (35 firings) ' circumstance', # ophys (32 firings) 'ophysical', # picture (26 firings) 'picture', # ario (18 firings) 'arios', # rid (16 firings) 'rider', # cont (11 firings) ' conting', # option (10 firings) 'Option', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'scenario-family', 1 def prog_L02F21916(input_tokens): """16 token families, 18 surface forms (train F1 of the uncapped optimum: 0.850). Fires at 4,852 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to "IN" codes or identifiers within data contexts""" # --- end external annotation --- fire = { # in (2,680 firings) 'IN', ' IN', # of (461 firings) ' OF', # for (233 firings) ' FOR', # ine (212 firings) 'INE', # ind (146 firings) 'IND', # inn (95 firings) ' Inner', # igh (88 firings) 'IGH', # ina (88 firings) 'INA', # win (76 firings) 'WIN', # out (67 firings) ' OUT', # ino (46 firings) 'INO', # part (42 firings) ' PART', # ain (37 firings) 'AIN', # comple (21 firings) ' COMPLE', 'COMPLE', # run (16 firings) ' RUN', # inf (13 firings) ' INF', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'in-family', 1 def prog_L02F21918(input_tokens): """9 token families, 12 surface forms (train F1 of the uncapped optimum: 0.908). Fires at 4,276 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of various projects""" # --- end external annotation --- fire = { # project (2,736 firings) ' projects', ' Projects', ' projecting', 'projects', # initiat (369 firings) ' initiatives', # ventur (105 firings) ' ventures', # production (102 firings) ' productions', # invention (87 firings) ' inventions', # deadlin (73 firings) ' deadlines', # endeavor (72 firings) ' endeavors', # dam (46 firings) ' dams', # jam (31 firings) ' jams', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'project-family', 1 def prog_L02F21919(input_tokens): """27 token families, 28 surface forms (train F1 of the uncapped optimum: 0.893). Fires at 1,967 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: specific names, particularly characters or entities related to a narrative or study""" # --- end external annotation --- fire = { # aste (192 firings) 'aste', # dominican (139 firings) ' Dominican', # duc (128 firings) ' Duc', 'duc', # entreprene (120 firings) ' Entreprene', # zam (108 firings) ' Zam', # lanc (99 firings) ' Lanc', # dag (94 firings) ' Dag', # damn (79 firings) ' damned', # ig (75 firings) ' IG', # triumph (72 firings) ' Triumph', # yamaha (68 firings) ' Yamaha', # cann (68 firings) ' Cann', # jub (59 firings) ' Jub', # monteneg (47 firings) ' Monteneg', # sponsor (38 firings) ' Sponsor', # reprene (36 firings) 'reprene', # conv (32 firings) ' Convers', # ________________ (31 firings) '________________', # esan (29 firings) 'esan', # cultur (29 firings) ' cultured', # deg (28 firings) ' Deg', # 000000 (21 firings) '000000', # drac (19 firings) ' Drac', # alde (19 firings) 'alde', # cycl (17 firings) 'cycles', # dc (9 firings) ' dc', # dm (5 firings) 'dm', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'aste-family', 1 def prog_L02F21920(input_tokens): """32 token families, 36 surface forms (train F1 of the uncapped optimum: 0.862). Fires at 2,487 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to "meta" concepts or analyses""" # --- end external annotation --- fire = { # meta (312 firings) ' meta', ' Meta', 'meta', 'Meta', # tier (163 firings) ' Tier', # katy (136 firings) ' Katy', # merge (133 firings) ' merge', # medi (126 firings) ' medi', # omega (119 firings) ' Omega', ' omega', # kai (106 firings) ' Kai', # tc (95 firings) ' TC', # wiki (91 firings) ' Wiki', # msi (83 firings) ' MSI', # yar (70 firings) ' Yar', # mg (62 firings) 'mg', # mech (61 firings) ' Mech', # omni (60 firings) ' Omni', # nano (52 firings) ' Nano', # ofi (48 firings) 'ofi', # analysi (47 firings) 'analysis', # fatty (41 firings) ' fatty', # agame (40 firings) 'agame', # observ (37 firings) ' observational', # ragnarok (34 firings) ' Ragnarok', # ricia (25 firings) 'ricia', # synergy (23 firings) ' synergy', # macro (20 firings) ' Macro', # agnar (19 firings) 'agnar', # pyr (18 firings) ' Pyr', # refer (17 firings) 'reference', # heterogene (14 firings) ' heterogeneity', # sty (14 firings) ' sty', # tg (12 firings) 'tg', # template (12 firings) 'Template', # combo (10 firings) ' Combo', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'meta-family', 1 def prog_L02F21921(input_tokens): """20 token families, 20 surface forms (train F1 of the uncapped optimum: 0.909). Fires at 2,698 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the repeated mention of the name "Cameron." """ # --- end external annotation --- fire = { # cameron (1,125 firings) ' Cameron', # miliband (158 firings) ' Miliband', # ogan (146 firings) 'ogan', # samantha (124 firings) ' Samantha', # ameron (107 firings) 'ameron', # compres (96 firings) ' compression', # cgi (89 firings) ' CGI', # caleb (82 firings) ' Caleb', # alien (74 firings) ' Aliens', # ball (62 firings) ' Balls', # igel (59 firings) 'igel', # cam (58 firings) ' CAM', # chell (53 firings) 'chell', # remain (44 firings) ' Remain', # aleb (36 firings) 'aleb', # them (31 firings) 'them', # cg (24 firings) 'CG', # 623 (12 firings) '623', # 592 (12 firings) '592', # 593 (11 firings) '593', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'cameron-family', 1 def prog_L02F21922(input_tokens): """49 token families, 52 surface forms (train F1 of the uncapped optimum: 0.853). Fires at 7,082 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the brand "Harley" and related concepts in various contexts""" # --- end external annotation --- fire = { # ley (224 firings) 'LEY', 'leys', # suicide (150 firings) ' Suicide', # homage (137 firings) ' homage', # fu (136 firings) 'fu', # harley (127 firings) ' Harley', # quentin (126 firings) ' Quentin', # vampire (125 firings) ' Vampire', # kham (120 firings) ' Kham', # jok (112 firings) ' Joker', # att (106 firings) 'ATT', # arkham (105 firings) ' Arkham', # kendall (104 firings) ' Kendall', # jah (100 firings) 'jah', # keyn (98 firings) ' Keynes', # uckle (97 firings) 'uckle', # arf (97 firings) 'arf', # holden (96 firings) ' Holden', # berkshire (92 firings) ' Berkshire', # patent (89 firings) ' patented', # mercy (89 firings) ' Mercy', # shock (88 firings) ' Shock', # revert (83 firings) ' revert', ' reverted', # badas (81 firings) ' badass', # hamm (79 firings) ' Hamm', # warhamm (77 firings) ' Warhammer', # ig (74 firings) ' IG', # worcest (74 firings) ' Worcester', # triumph (72 firings) ' Triumph', # vigilante (72 firings) ' vigilante', # roll (72 firings) ' Rolls', # inqu (70 firings) ' inquest', # dresden (63 firings) ' Dresden', # ampunk (63 firings) 'ampunk', # lash (61 firings) ' Lash', # thel (61 firings) 'thel', # orph (61 firings) 'orph', # pow (61 firings) ' Pow', ' pow', # quin (60 firings) ' Quin', # yna (59 firings) 'yna', # tatt (58 firings) ' Tatt', # myst (58 firings) ' Myst', # hanna (57 firings) ' Hanna', # kung (56 firings) ' Kung', # johann (54 firings) ' Johann', # lana (53 firings) ' Lana', # alky (49 firings) 'alky', # kimb (48 firings) ' Kimber', # ofi (48 firings) 'ofi', # owe (48 firings) 'owe', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ley-family', 1 def prog_L02F21923(input_tokens): """7 token families, 10 surface forms (train F1 of the uncapped optimum: 0.728). Fires at 6,564 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "lower" related to economic or financial contexts""" # --- end external annotation --- fire = { # low (2,699 firings) ' lower', ' lowest', ' lowers', 'lower', # high (1,648 firings) ' higher', # slow (208 firings) ' slower', # weak (138 firings) ' weaker', # lower (58 firings) ' lowering', # aer (38 firings) 'aer', # urinary (26 firings) ' urinary', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'low-family', 1 def prog_L02F21927(input_tokens): """1 token families, 4 surface forms (train F1 of the uncapped optimum: 0.920). Fires at 22,819 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases that inquire about quantities or amounts""" # --- end external annotation --- fire = { # many (22,560 firings) ' many', 'Many', ' Many', 'many', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'many-family', 1 def prog_L02F21929(input_tokens): """20 token families, 22 surface forms (train F1 of the uncapped optimum: 0.802). Fires at 2,659 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: gerunds and past participles related to actions""" # --- end external annotation --- fire = { # aping (266 firings) 'aping', # aped (255 firings) 'aped', # ape (164 firings) 'apes', 'APE', # acket (155 firings) 'acket', 'ackets', # aster (146 firings) 'astered', # asket (128 firings) 'asket', # enna (112 firings) 'enna', # armac (101 firings) 'armac', # wed (98 firings) 'wed', # alk (93 firings) 'alking', # tap (80 firings) ' taped', # ixtape (70 firings) 'ixtape', # reap (60 firings) ' reap', # uppet (41 firings) 'uppet', # airflow (29 firings) ' airflow', # 480 (19 firings) '480', # iquette (17 firings) 'iquette', # ramid (13 firings) 'ramid', # met (9 firings) 'metic', # 796 (8 firings) '796', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'aping-family', 1 def prog_L02F21930(input_tokens): """16 token families, 22 surface forms (train F1 of the uncapped optimum: 0.689). Fires at 3,711 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases related to the concept of advantages, particularly in comparing or evaluating benefits""" # --- end external annotation --- fire = { # benefit (989 firings) ' benefits', ' benefited', # advantage (673 firings) ' advantage', ' advantageous', ' Advantage', # advantag (260 firings) ' advantages', # fortunate (224 firings) ' fortunate', # strength (151 firings) ' strengths', # privileg (142 firings) ' privileges', # disadvantag (111 firings) ' disadvantaged', ' disadvantages', # vant (80 firings) 'vant', # superior (72 firings) ' superiority', # drawback (65 firings) ' drawbacks', ' drawback', # asymm (53 firings) ' asymm', # sie (43 firings) ' Sie', # fort (39 firings) 'forts', # great (38 firings) ' GREAT', # disadvantage (30 firings) ' disadvantage', # advant (15 firings) 'advant', ' advant', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'benefit-family', 1 def prog_L02F21931(input_tokens): """49 token families, 50 surface forms (train F1 of the uncapped optimum: 0.663). Fires at 3,838 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "deed" and its variations""" # --- end external annotation --- fire = { # deed (130 firings) ' deeds', ' deed', # kind (107 firings) ' kindness', # cie (105 firings) 'cies', # clama (101 firings) 'clamation', # pris (85 firings) 'prising', # grav (80 firings) ' graves', # boon (76 firings) ' boon', # elia (72 firings) ' Elias', # receipt (70 firings) ' receipts', # hour (66 firings) 'hours', # eas (63 firings) ' Eas', # arkin (53 firings) 'arkin', # deceit (53 firings) ' deceit', # abit (53 firings) 'abit', # abil (51 firings) 'abil', # rament (49 firings) 'rament', # ledg (49 firings) ' ledger', # att (48 firings) ' ATT', # end (47 firings) ' endings', # polk (46 firings) ' Polk', # aleb (43 firings) 'aleb', # dad (43 firings) 'dad', # nown (42 firings) 'nown', # thal (42 firings) 'thal', # commit (42 firings) ' commits', # duly (34 firings) ' duly', # aking (34 firings) 'akings', # rebate (33 firings) ' rebate', # handwrit (33 firings) ' handwriting', # 1906 (31 firings) ' 1906', # bear (30 firings) ' bearer', # arer (30 firings) 'arers', # oppo (27 firings) ' oppos', # jb (26 firings) 'JB', # kwh (26 firings) ' kWh', # intent (25 firings) ' Intent', # effect (25 firings) ' effected', # und (25 firings) ' undes', # 372 (22 firings) ' 372', # orah (22 firings) 'orah', # dn (20 firings) ' DN', # vot (19 firings) ' vot', # '- (19 firings) "'-", # complet (18 firings) 'Completed', # 707 (17 firings) '707', # 509 (16 firings) '509', # 706 (16 firings) '706', # will (14 firings) ' wills', # action (12 firings) ' ACTION', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'deed-family', 1 def prog_L02F21932(input_tokens): """47 token families, 60 surface forms (train F1 of the uncapped optimum: 0.828). Fires at 9,787 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: words related to conclusions or endings""" # --- end external annotation --- fire = { # mount (430 firings) 'mount', ' mount', 'mounted', 'Mount', # reckon (160 firings) ' reckoning', ' reckon', ' reckoned', # detect (133 firings) 'Detect', ' Detect', # ument (133 firings) 'uments', 'ument', # renew (130 firings) ' Renew', # ascend (126 firings) ' ascend', ' ascended', ' Ascend', # mep (124 firings) ' MEP', # ding (113 firings) ' Ding', ' ding', # daca (110 firings) ' DACA', # sx (109 firings) ' SX', # bend (108 firings) 'bender', 'bending', # hung (107 firings) 'Hung', # alog (93 firings) 'alog', # fab (93 firings) ' fab', 'fab', # tick (91 firings) ' ticking', # ecast (90 firings) 'ecast', # dig (89 firings) 'dig', # descend (89 firings) ' descend', # camp (84 firings) 'camp', # fascist (83 firings) 'fascist', # transcend (79 firings) ' transcend', # cend (79 firings) 'cend', # enda (77 firings) 'enda', # cid (75 firings) ' cider', # orb (75 firings) 'orb', # antz (74 firings) 'antz', # endo (73 firings) 'endo', # mend (67 firings) ' mend', # ield (67 firings) 'IELD', # pow (67 firings) ' Pow', ' pow', # cest (66 firings) 'cest', # trem (63 firings) ' trem', # ð (61 firings) 'ð', # ernand (61 firings) 'ernand', # root (61 firings) 'roots', # manif (59 firings) ' Manifest', # discord (57 firings) ' Discord', # mathemat (56 firings) ' mathematic', # due (55 firings) ' dues', # digy (55 firings) 'digy', # sag (55 firings) ' sag', # extraord (53 firings) ' extraord', # hend (52 firings) 'hend', # fuse (52 firings) ' fuse', # fail (52 firings) 'fail', # cel (52 firings) ' Celest', # fema (51 firings) ' FEMA', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'mount-family', 1 def prog_L02F21933(input_tokens): """12 token families, 12 surface forms (train F1 of the uncapped optimum: 0.836). Fires at 1,848 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the name "Heathrow." """ # --- end external annotation --- fire = { # heath (243 firings) ' Heath', # hague (173 firings) ' Hague', # penny (129 firings) ' Penny', # nicholson (119 firings) ' Nicholson', # ashton (116 firings) ' Ashton', # wise (111 firings) ' Wise', # bethlehem (93 firings) ' Bethlehem', # longev (84 firings) ' longevity', # ichael (80 firings) 'ichael', # hamp (72 firings) ' Hamp', # cynthia (67 firings) ' Cynthia', # spott (62 firings) ' spotting', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'heath-family', 1 def prog_L02F21934(input_tokens): """15 token families, 21 surface forms (train F1 of the uncapped optimum: 0.776). Fires at 6,914 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the suffix "ent" in various contexts""" # --- end external annotation --- fire = { # ent (3,671 firings) 'ent', 'ENT', 'ented', 'Ent', 'ENTS', 'enting', ' ENT', # ive (217 firings) 'IVE', # enton (175 firings) 'enton', # went (129 firings) ' Went', # ment (83 firings) ' Ment', # ult (72 firings) 'ULT', # icent (71 firings) 'icent', # sent (70 firings) 'sent', # ento (54 firings) 'ento', # enta (51 firings) 'enta', # pent (45 firings) 'pent', # enture (45 firings) 'enture', # istant (42 firings) 'istant', # ene (40 firings) 'ENE', # tent (30 firings) ' Tent', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ent-family', 1 def prog_L02F21935(input_tokens): """29 token families, 41 surface forms (train F1 of the uncapped optimum: 0.661). Fires at 4,890 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to joining or subscriptions to services or communities""" # --- end external annotation --- fire = { # join (1,586 firings) ' join', 'Join', ' Join', 'join', 'Joined', 'joined', # learn (309 firings) ' Learn', 'Learn', # ˈ (237 firings) 'ˈ', # help (201 firings) ' Help', 'Help', ' HELP', # visit (181 firings) ' Visit', 'Visit', # event (173 firings) 'Event', 'Events', 'events', # discov (115 firings) ' Discover', 'Discover', # download (112 firings) 'Download', # stick (96 firings) ' Stick', # become (84 firings) ' Become', # uat (74 firings) 'uated', # ceive (67 firings) 'ceive', # dona (50 firings) ' Donation', # bec (48 firings) 'Bec', # send (48 firings) 'Send', # explore (42 firings) ' Explore', # llow (41 firings) 'LLOW', # ourna (35 firings) 'ournament', # plet (34 firings) 'pleting', # review (29 firings) 'Reviewed', # ospon (26 firings) 'ospons', # group (22 firings) 'groups', # club (22 firings) ' Clubs', # regist (21 firings) 'Register', # requent (21 firings) 'requently', # purchase (19 firings) 'Purchase', # sponsor (19 firings) ' Sponsor', # shape (18 firings) 'Shape', # pair (15 firings) ' Pair', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'join-family', 1 def prog_L02F21936(input_tokens): """39 token families, 40 surface forms (train F1 of the uncapped optimum: 0.862). Fires at 2,499 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to polyamorous and monogamous relationships, as well as mentions of Sharia law""" # --- end external annotation --- fire = { # wiv (172 firings) ' wives', # sharia (133 firings) ' Sharia', # amou (97 firings) 'amous', # holog (87 firings) ' holog', # wrong (86 firings) ' wrongful', # fundamentalist (75 firings) ' fundamentalist', # perjury (69 firings) ' perjury', # bigfoot (69 firings) ' Bigfoot', # poly (69 firings) 'poly', 'Poly', # marit (67 firings) ' marital', # bamboo (65 firings) ' bamboo', # brigham (63 firings) ' Brigham', # polyg (62 firings) ' polyg', # li (58 firings) ' li', # fundament (56 firings) ' Fundamental', # paranorm (56 firings) ' paranormal', # refr (54 firings) ' refres', # orm (51 firings) 'ormal', # confidential (48 firings) ' confidentiality', # branch (46 firings) ' branching', # polygamy (44 firings) ' polygamy', # testim (44 firings) ' testim', # subdivi (42 firings) ' subdivision', # truth (39 firings) ' truthful', # clan (38 firings) ' clans', # pist (36 firings) ' pist', # hierarch (34 firings) ' hierarchical', # monog (34 firings) ' monog', # feng (34 firings) ' Feng', # fid (33 firings) ' fid', # patern (33 firings) ' paternity', # britann (30 firings) ' Britann', # pled (27 firings) ' pled', # contin (19 firings) ' contin', # cust (18 firings) ' cust', # heaven (16 firings) ' Heavenly', # ind (11 firings) ' indic', # patriarch (11 firings) ' patriarchal', # satisf (7 firings) ' satisf', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'wiv-family', 1 def prog_L02F21937(input_tokens): """4 token families, 5 surface forms (train F1 of the uncapped optimum: 0.837). Fires at 1,380 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases emphasizing the concept of speed or rapidity across various contexts""" # --- end external annotation --- fire = { # fast (956 firings) ' fastest', 'fast', # speedy (88 firings) ' speedy', # quick (48 firings) ' quickest', # lapt (6 firings) ' lapt', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'fast-family', 1 def prog_L02F21938(input_tokens): """47 token families, 54 surface forms (train F1 of the uncapped optimum: 0.826). Fires at 9,564 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to specific farms or farming organizations""" # --- end external annotation --- fire = { # farm (671 firings) ' Farm', ' Farms', 'Farm', 'farm', ' Farming', # punk (249 firings) 'punk', ' Punk', # soldi (197 firings) ' Soldier', ' Soldiers', # street (192 firings) ' Streets', # gun (187 firings) ' Guns', # industr (176 firings) ' Industrial', # pack (173 firings) ' packing', # confine (158 firings) ' confinement', # fashion (151 firings) ' Fashion', # fav (121 firings) ' Fav', # hampton (118 firings) ' Hampton', # pic (117 firings) ' pics', # veteran (106 firings) ' Veteran', # heb (100 firings) ' Heb', # angry (98 firings) ' Angry', # kill (93 firings) ' Killed', # fare (91 firings) ' Fare', # vs (87 firings) ' Vs', # mutant (84 firings) ' Mutant', # gard (83 firings) 'gard', # guant (81 firings) ' Guant', # hard (81 firings) ' Harding', # brut (81 firings) ' Brut', ' brut', # breakfast (80 firings) ' Breakfast', # millennial (79 firings) ' Millennials', # bread (78 firings) 'bread', # eminem (75 firings) ' Eminem', # garage (75 firings) ' Garage', # bru (73 firings) ' bruised', # recre (73 firings) ' recre', # fun (73 firings) ' funer', # mead (72 firings) ' Mead', # massacre (70 firings) ' Massacre', # tek (69 firings) 'tek', # oci (68 firings) 'ocial', # wig (68 firings) 'wig', # estead (67 firings) 'estead', # rebellion (65 firings) ' Rebellion', # cadillac (65 firings) ' Cadillac', # mour (62 firings) ' Mour', # rek (62 firings) 'rek', # socialism (60 firings) ' Socialism', # casu (59 firings) ' Casual', # tactic (57 firings) ' Tactics', # achev (56 firings) 'achev', # sod (55 firings) ' Sod', # tough (53 firings) ' toughness', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'farm-family', 1 def prog_L02F21939(input_tokens): """47 token families, 49 surface forms (train F1 of the uncapped optimum: 0.893). Fires at 3,516 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: repeated mentions of the name Connor""" # --- end external annotation --- fire = { # connor (340 firings) 'Connor', ' Connor', # conor (179 firings) ' Conor', # connect (147 firings) ' Connect', # elliot (126 firings) ' Elliot', # mckenzie (124 firings) ' McKenzie', # watch (113 firings) 'WATCH', # cliffe (109 firings) 'cliffe', # connell (104 firings) 'Connell', # reese (101 firings) ' Reese', # eson (100 firings) 'eson', # aden (92 firings) 'aden', # interstate (92 firings) ' interstate', # croft (87 firings) 'croft', # akin (86 firings) 'akin', # terminator (83 firings) ' Terminator', # conrad (82 firings) ' Conrad', # compton (79 firings) ' Compton', # differentiate (76 firings) ' differentiate', # damien (64 firings) ' Damien', # achev (63 firings) 'achev', # enza (62 firings) 'enza', # avin (51 firings) 'avin', # puberty (49 firings) ' puberty', # inflammatory (47 firings) 'inflammatory', # reil (46 firings) ' Reilly', # differentia (43 firings) ' differentiation', # evaluate (40 firings) 'evaluate', # comprehen (39 firings) ' comprehension', # acca (38 firings) 'acca', # constantine (37 firings) ' Constantine', # obin (35 firings) 'obin', # concurrent (35 firings) ' concurrently', # clair (35 firings) 'clair', # schizophren (34 firings) ' schizophren', # hani (34 firings) 'hani', # constant (31 firings) ' Constant', # conform (29 firings) ' conformity', # uncon (27 firings) ' uncons', # component (26 firings) 'Component', # avanaugh (22 firings) 'avanaugh', # ________________________________________________________________ (22 firings) '________________________________________________________________', # contr (20 firings) ' CONTR', # lear (19 firings) 'lear', 'Lear', # constantinople (18 firings) ' Constantinople', # sasuke (16 firings) ' Sasuke', # weeney (14 firings) 'weeney', # expres (12 firings) 'expression', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'connor-family', 1 def prog_L02F21940(input_tokens): """29 token families, 32 surface forms (train F1 of the uncapped optimum: 0.853). Fires at 3,312 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to pop culture""" # --- end external annotation --- fire = { # pop (801 firings) ' Pop', 'pop', ' POP', # complex (209 firings) ' Complex', # push (179 firings) ' Push', 'Push', # scout (175 firings) ' Scout', # pope (88 firings) ' pope', # ops (84 firings) ' Ops', # vinyl (79 firings) ' Vinyl', # xx (77 firings) ' XX', # cosmo (74 firings) ' cosmos', # populism (71 firings) ' populism', # pik (71 firings) ' Pik', # popcorn (69 firings) ' popcorn', # funk (68 firings) ' Funk', # pan (62 firings) ' Panic', # tac (60 firings) ' Tac', # chuk (59 firings) 'chuk', # uli (57 firings) 'uli', # major (55 firings) ' majorities', # freak (52 firings) ' Freak', # olog (51 firings) 'ologic', # pon (34 firings) ' Pon', # fev (34 firings) ' Fever', # popul (28 firings) ' popul', # shogun (25 firings) ' Shogun', # panz (25 firings) ' Panzer', # tent (24 firings) ' Tent', # pneum (15 firings) ' pneum', # pol (14 firings) ' Polic', # peat (11 firings) 'peat', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'pop-family', 1 def prog_L02F21943(input_tokens): """25 token families, 29 surface forms (train F1 of the uncapped optimum: 0.701). Fires at 7,426 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to musicians""" # --- end external annotation --- fire = { # musician (831 firings) ' musician', ' musicians', # artist (723 firings) ' artists', # rapp (492 firings) ' rapper', ' rappers', # guitarist (303 firings) ' guitarist', # band (261 firings) ' bands', # compos (237 firings) ' composer', # listen (214 firings) ' listeners', ' listener', # drumm (186 firings) ' drummer', # grammy (164 firings) ' Grammy', # orchestra (156 firings) ' Orchestra', ' orchestra', # concert (155 firings) ' concerts', # football (113 firings) ' footballer', # grate (108 firings) ' Grateful', # eter (94 firings) 'eters', # instru (94 firings) ' instruments', # guitar (90 firings) ' Guitar', # gig (78 firings) ' gigs', # pian (76 firings) ' pian', # noise (70 firings) ' Noise', # spot (66 firings) 'Spot', # mus (58 firings) 'music', # johann (52 firings) ' Johann', # orchestr (30 firings) ' orchestr', # melody (29 firings) ' Melody', # pyth (28 firings) ' Pyth', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'musician-family', 1 def prog_L02F21944(input_tokens): """20 token families, 24 surface forms (train F1 of the uncapped optimum: 0.760). Fires at 3,290 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to Google Maps""" # --- end external annotation --- fire = { # map (1,054 firings) ' maps', ' Maps', 'maps', 'Maps', # street (192 firings) ' Streets', # mapp (177 firings) ' mapping', # graphic (111 firings) ' Graphics', 'Graphics', # car (105 firings) ' Cars', # plac (92 firings) ' Places', # ars (83 firings) 'ARS', # ope (83 firings) 'opes', # inat (74 firings) 'inates', # ban (61 firings) ' Bans', # tour (58 firings) ' Tours', # war (41 firings) 'Wars', # collection (27 firings) ' Collections', # direction (24 firings) ' Directions', # ogen (23 firings) 'ogens', # publication (19 firings) ' Publications', # cod (17 firings) 'codes', # nightmar (15 firings) ' Nightmares', # echo (10 firings) ' Echoes', # endar (10 firings) 'endars', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'map-family', 1 def prog_L02F21945(input_tokens): """4 token families, 9 surface forms (train F1 of the uncapped optimum: 0.733). Fires at 5,152 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to "lines" in various contexts""" # --- end external annotation --- fire = { # lin (2,891 firings) ' lines', 'lines', 'LIN', ' Lines', 'liners', ' LIN', # linemen (65 firings) ' linemen', # contrast (61 firings) ' contrasts', # wrinkl (14 firings) ' wrinkles', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'lin-family', 1 def prog_L02F21946(input_tokens): """50 token families, 54 surface forms (train F1 of the uncapped optimum: 0.843). Fires at 10,308 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: names and terms related to specific individuals, particularly "Vish," as well as references to physical structures or items like "shack" and "cassette." """ # --- end external annotation --- fire = { # shack (163 firings) ' shack', ' Shack', # bag (154 firings) ' Bag', # aki (154 firings) 'akis', # 1947 (153 firings) ' 1947', # logo (148 firings) ' logos', # sask (144 firings) ' Sask', # asu (135 firings) ' Asus', ' ASUS', # missis (123 firings) ' Mississ', # dictatorship (115 firings) ' dictatorship', # katz (107 firings) ' Katz', # cas (107 firings) 'Cass', ' cass', # suk (106 firings) ' Suk', # truman (103 firings) ' Truman', # sul (91 firings) ' Sul', # vlad (90 firings) ' Vlad', # sas (89 firings) ' Sas', # cozy (86 firings) ' cozy', # dahl (85 firings) ' Dahl', # rossi (84 firings) ' Rossi', # essa (84 firings) 'essa', # shim (83 firings) ' Shim', # birthplace (83 firings) ' birthplace', # bs (82 firings) ' BS', # arak (82 firings) 'arak', # whi (81 firings) ' Whis', # unmist (81 firings) ' unmist', # sha (80 firings) 'sha', # cottage (79 firings) ' cottage', # mond (78 firings) 'monds', # depend (77 firings) ' dependence', # voy (75 firings) ' Voy', # arel (75 firings) 'arel', # enz (75 firings) 'enz', ' enz', # mish (74 firings) ' Mish', # iz (73 firings) ' Iz', # fos (73 firings) ' Foss', # dishon (72 firings) ' dishon', # lack (71 firings) ' Lack', # tek (69 firings) 'tek', # bigfoot (69 firings) ' Bigfoot', # junc (69 firings) ' junction', # 1911 (68 firings) ' 1911', # vish (67 firings) ' Vish', # pack (66 firings) 'packing', # esk (65 firings) ' Esk', # bis (64 firings) ' Bis', # ..... (64 firings) '.....', # epi (63 firings) ' epis', # koz (62 firings) ' Koz', # bulky (59 firings) ' bulky', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'shack-family', 1 def prog_L02F21947(input_tokens): """7 token families, 12 surface forms (train F1 of the uncapped optimum: 0.860). Fires at 5,840 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to screens in various contexts""" # --- end external annotation --- fire = { # screen (4,016 firings) ' screen', ' screens', 'screen', ' Screen', ' screened', 'Screen', # reen (131 firings) 'reens', # touchscreen (120 firings) ' touchscreen', # phone (120 firings) 'phone', # creen (70 firings) 'creen', # screenplay (53 firings) ' screenplay', # display (18 firings) 'Display', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'screen-family', 1 def prog_L02F21949(input_tokens): """13 token families, 20 surface forms (train F1 of the uncapped optimum: 0.614). Fires at 2,162 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "consider" and variations of it, indicating suggestions or recommendations""" # --- end external annotation --- fire = { # consid (1,083 firings) ' consider', ' Consider', 'Consider', 'consider', # enjoy (281 firings) ' Enjoy', 'Enjoy', # pond (99 firings) ' ponder', # avoid (65 firings) 'Avoid', ' Avoid', # notice (62 firings) ' Notice', 'Notice', # poor (59 firings) 'Poor', # recommend (49 firings) ' Recommend', 'Recommend', # veget (43 firings) ' Veget', # allow (28 firings) ' Allow', # recall (18 firings) ' Recall', # ider (12 firings) 'IDER', # † (7 firings) '†', # excellent (6 firings) 'Excellent', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'consid-family', 1 def prog_L02F21950(input_tokens): """19 token families, 21 surface forms (train F1 of the uncapped optimum: 0.804). Fires at 1,108 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the concept of compliance, often in a critical or negative context""" # --- end external annotation --- fire = { # compl (174 firings) ' compl', 'Compl', # rejo (85 firings) ' rejo', # simpl (77 firings) ' simpl', # cath (73 firings) ' Cath', # resp (68 firings) ' resp', # unch (61 firings) ' unch', # obst (46 firings) ' obst', # acent (35 firings) 'acent', # compli (28 firings) ' Compliance', # cont (27 firings) 'CONT', # consp (25 firings) ' conspic', # pol (24 firings) ' Polly', # qui (20 firings) ' qui', # ******************************** (19 firings) '********************************', ' ********************************', # requ (14 firings) ' requ', # satisf (10 firings) ' satisf', # verty (7 firings) 'verty', # discont (7 firings) ' discont', # sovere (4 firings) ' sovere', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'compl-family', 1 def prog_L02F21952(input_tokens): """36 token families, 36 surface forms (train F1 of the uncapped optimum: 0.736). Fires at 3,116 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "asleep." """ # --- end external annotation --- fire = { # asleep (262 firings) ' asleep', # awake (157 firings) ' awake', # distract (144 firings) ' distracted', # addict (138 firings) ' addicted', # dream (123 firings) ' dreaming', # know (96 firings) 'know', # noon (83 firings) 'noon', # dormant (82 firings) ' dormant', # sleepy (81 firings) ' sleepy', # masturb (78 firings) ' masturb', # alone (73 firings) ' Alone', # slept (66 firings) ' slept', # dek (49 firings) ' Dek', # aptop (48 firings) 'aptop', # hypnot (45 firings) ' hypnot', # sleep (43 firings) ' sleeps', # nant (40 firings) 'nant', # pre (39 firings) ' PRES', # trap (38 firings) 'trap', # mod (31 firings) ' Modest', # epi (30 firings) ' epis', # clock (29 firings) ' Clock', # kun (28 firings) 'kun', # larvae (28 firings) ' larvae', # awoken (22 firings) ' awoken', # oral (22 firings) ' orally', # lucid (21 firings) ' lucid', # pter (21 firings) 'pter', # naughty (21 firings) ' naughty', # trance (18 firings) ' trance', # leep (17 firings) 'leep', # laugh (17 firings) 'laugh', # omnia (15 firings) 'omnia', # atonin (15 firings) 'atonin', # ippery (12 firings) 'ippery', # babe (9 firings) ' babe', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'asleep-family', 1 def prog_L02F21954(input_tokens): """35 token families, 127 surface forms (train F1 of the uncapped optimum: 0.261). Fires at 2,983,317 of 36,786,566 positions. Fires at 8.11% 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 important individuals and their actions""" # --- end external annotation --- fire = { # the (87,317 firings) ' the', ' THE', 'THE', # in (62,902 firings) ' in', 'in', 'IN', ' IN', # is (61,433 firings) ' is', 'is', 'IS', ' Is', ' IS', # to (60,991 firings) ' to', ' To', 'TO', ' TO', # for (49,026 firings) ' for', ' For', ' FOR', 'FOR', # has (44,463 firings) ' has', ' Has', 'has', ' HAS', 'Has', # on (37,163 firings) ' on', 'on', 'ON', ' On', ' ON', # that (30,863 firings) ' that', ' THAT', # with (28,749 firings) ' with', ' With', ' WITH', # by (27,139 firings) ' by', 'By', ' By', 'by', ' BY', 'BY', # was (26,086 firings) ' was', ' Was', 'was', ' WAS', # have (24,697 firings) ' have', ' Have', 'have', ' HAVE', # are (22,563 firings) ' are', ' Are', ' ARE', 'ARE', # s (20,286 firings) "'s", # from (19,595 firings) ' from', ' From', 'from', ' FROM', # an (19,089 firings) ' an', 'an', ' An', 'An', ' AN', # at (18,985 firings) ' at', # be (18,758 firings) ' be', ' Be', 'be', ' BE', # as (17,757 firings) ' as', ' AS', # ) (17,124 firings) ')', ' )', # been (16,423 firings) ' been', ' Been', # will (15,127 firings) ' will', ' Will', ' willing', ' WILL', ' willingly', # about (12,297 firings) ' about', ' About', ' ABOUT', # not (12,056 firings) ' not', ' Not', ' noted', ' NOT', ' notable', ' Notes', 'NOT', # his (11,932 firings) ' his', ' HIS', # aft (11,762 firings) ' after', ' After', ' AFTER', # — (11,362 firings) ' —', '—', # new (11,334 firings) ' new', ' news', ' News', ' newest', ' NEW', ' NEWS', 'NEWS', # its (10,899 firings) ' its', ' Its', ' ITS', # who (10,566 firings) ' who', # but (9,123 firings) ' but', ' BUT', 'BUT', # say (8,597 firings) ' says', ' say', ' saying', ' Says', ' Say', 'say', ' Saying', ' SAY', # out (8,072 firings) ' out', ' Out', 'OUT', ' OUT', ' outing', ' outings', # – (7,717 firings) ' –', '–', # - (7,625 firings) ' -', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'the-family', 1 def prog_L02F21956(input_tokens): """23 token families, 37 surface forms (train F1 of the uncapped optimum: 0.403). Fires at 35,880 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to football positions and roles""" # --- end external annotation --- fire = { # forward (1,917 firings) ' forward', ' forwards', 'forward', 'Forward', # back (1,151 firings) 'back', ' backs', 'backs', 'backer', 'BACK', # receiv (945 firings) ' receiver', ' receivers', ' Receiver', # offens (918 firings) ' offensive', ' Offensive', # draft (855 firings) ' draft', ' drafts', # guard (791 firings) ' guard', # defense (741 firings) ' defense', # defens (709 firings) ' defensive', # offense (626 firings) ' offense', # camp (543 firings) ' camp', # tackle (481 firings) ' tackle', ' Tackle', # quarterback (456 firings) ' quarterback', # coordinator (379 firings) ' coordinator', # start (344 firings) ' starter', ' starters', # tight (297 firings) ' tight', # cornerback (256 firings) ' cornerback', # prospect (219 firings) ' prospect', # hand (203 firings) 'hander', # lineman (161 firings) ' lineman', # lineback (159 firings) ' linebacker', ' linebackers', # secondary (98 firings) ' secondary', # kick (94 firings) ' kicker', # bow (93 firings) 'bow', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'forward-family', 1 def prog_L02F21958(input_tokens): """42 token families, 48 surface forms (train F1 of the uncapped optimum: 0.713). Fires at 2,176 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: technical specifications and attributes related to images or visual content""" # --- end external annotation --- fire = { # cent (212 firings) 'center', 'Center', # eka (99 firings) 'eka', # px (97 firings) 'px', # color (95 firings) 'color', # png (67 firings) 'png', ' PNG', # plex (63 firings) ' Plex', 'Plex', # pixel (53 firings) ' pixels', # permission (50 firings) ' permissions', # ν (48 firings) 'ν', # mx (43 firings) 'MX', 'mx', # 560 (42 firings) '560', # %" (40 firings) '%"', # zed (35 firings) ' Zed', # ,- (31 firings) ',-', # cento (28 firings) ' CentOS', # xp (25 firings) 'xp', ' xp', # 680 (23 firings) '680', # %; (19 firings) '%;', # 683 (18 firings) '683', # 002 (18 firings) '002', # 554 (17 firings) '554', # 595 (17 firings) '595', # byte (17 firings) 'byte', ' Byte', # 784 (15 firings) '784', # xc (15 firings) 'xc', # potassium (15 firings) ' potassium', # opac (14 firings) ' opacity', # python (14 firings) 'python', # 785 (13 firings) '785', # pit (12 firings) ' PIT', # 594 (10 firings) '594', # 793 (10 firings) '793', # 692 (10 firings) '692', # tp (10 firings) 'tp', # 682 (9 firings) '682', # 592 (9 firings) '592', # 783 (9 firings) '783', # 792 (8 firings) '792', # xa (8 firings) 'xa', # mobi (6 firings) 'mobi', # 596 (6 firings) '596', # way (6 firings) 'WAYS', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'cent-family', 1 def prog_L02F21959(input_tokens): """6 token families, 9 surface forms (train F1 of the uncapped optimum: 0.915). Fires at 12,493 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the repeated mention of the number six""" # --- end external annotation --- fire = { # six (8,479 firings) ' six', ' Six', 'Six', 'six', # seven (2,622 firings) ' seven', # sixth (747 firings) ' sixth', # twelve (137 firings) ' twelve', # elve (85 firings) 'elve', # sixty (84 firings) ' sixty', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'six-family', 1 def prog_L02F21961(input_tokens): """14 token families, 16 surface forms (train F1 of the uncapped optimum: 0.879). Fires at 2,527 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of Gaza""" # --- end external annotation --- fire = { # gaza (1,019 firings) ' Gaza', 'Gaza', # strip (274 firings) ' Strip', # shelt (194 firings) ' shelters', # ramadan (153 firings) ' Ramadan', # huang (87 firings) ' Huang', # enclave (86 firings) ' enclave', # encl (65 firings) ' encl', # γ (56 firings) 'γ', # gar (49 firings) ' garment', # lazaru (44 firings) ' Lazarus', # estine (44 firings) 'estine', # gaia (35 firings) ' Gaia', # rg (16 firings) 'rg', ' rg', # [] (10 firings) '[]', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'gaza-family', 1 def prog_L02F21963(input_tokens): """21 token families, 25 surface forms (train F1 of the uncapped optimum: 0.884). Fires at 2,196 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to a specific entity or organization named "Mand." """ # --- end external annotation --- fire = { # mand (646 firings) ' Mand', 'mand', ' mand', 'Mand', # mandatory (208 firings) ' Mandatory', # kab (120 firings) ' Kab', # bund (115 firings) ' Bund', # mant (101 firings) ' Mant', ' mant', # trumpet (89 firings) ' trumpet', # mandarin (83 firings) ' Mandarin', # wend (81 firings) ' Wend', # andel (81 firings) 'andel', # buccane (68 firings) ' Buccaneers', # gospel (65 firings) ' gospel', # planta (62 firings) ' plantation', # gund (43 firings) ' Gund', # dem (38 firings) ' DEM', # paid (30 firings) ' Paid', # hamb (27 firings) ' Hamb', # pact (26 firings) ' Pact', # shogun (21 firings) ' Shogun', # plantation (21 firings) ' plantations', # kd (20 firings) ' KD', # verd (14 firings) ' Verd', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'mand-family', 1 def prog_L02F21965(input_tokens): """29 token families, 30 surface forms (train F1 of the uncapped optimum: 0.852). Fires at 2,866 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "fancy" and its variations""" # --- end external annotation --- fire = { # fancy (384 firings) ' fancy', ' Fancy', # shiny (166 firings) ' shiny', # gar (131 firings) 'Gar', # lavish (122 firings) ' lavish', # lav (113 firings) ' lav', # wanna (113 firings) ' wanna', # royalty (99 firings) ' royalty', # crap (93 firings) ' crap', # fant (88 firings) ' fant', # trick (81 firings) ' tricked', # flashy (78 firings) ' flashy', # hasti (78 firings) ' hastily', # flair (73 firings) ' flair', # eagle (70 firings) ' eagle', # extravagant (66 firings) ' extravagant', # fairy (65 firings) ' fairy', # fanc (60 firings) ' fanc', # inter (58 firings) 'Interest', # deem (58 firings) ' deem', # nifty (57 firings) ' nifty', # thought (55 firings) 'thought', # jargon (52 firings) ' jargon', # woo (52 firings) ' woo', # gimm (51 firings) ' gimm', # fidel (48 firings) ' fidelity', # prett (46 firings) ' prett', # nic (40 firings) ' nicer', # agent (22 firings) 'Agent', # extravag (12 firings) ' extravag', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'fancy-family', 1 def prog_L02F21966(input_tokens): """15 token families, 16 surface forms (train F1 of the uncapped optimum: 0.772). Fires at 4,110 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "dedicated." """ # --- end external annotation --- fire = { # dedicat (1,259 firings) ' dedicated', # devot (434 firings) ' devoted', # dedica (215 firings) ' dedication', # special (200 firings) ' specialized', # icat (185 firings) 'icated', # copyright (83 firings) ' copyrighted', # curat (82 firings) ' curated', # dedicate (78 firings) ' dedicate', # ded (70 firings) ' Ded', # tireless (54 firings) ' tirelessly', # shortcut (49 firings) ' shortcuts', ' shortcut', # central (44 firings) ' centralized', # rav (36 firings) 'raved', # consec (21 firings) ' consec', # プ (13 firings) 'プ', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'dedicat-family', 1 def prog_L02F21967(input_tokens): """14 token families, 19 surface forms (train F1 of the uncapped optimum: 0.803). Fires at 4,193 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to comic conventions""" # --- end external annotation --- fire = { # con (2,668 firings) 'Con', 'con', ' Con', # conan (116 firings) ' Conan', # conv (109 firings) ' Conver', ' Convers', 'conv', # connell (104 firings) 'Connell', # concept (101 firings) ' Concept', # convert (90 firings) ' convertible', ' Convert', # cot (76 firings) 'cot', # cone (69 firings) 'cone', # ucha (50 firings) 'ucha', # dain (43 firings) 'dain', # constantine (37 firings) ' Constantine', # atech (27 firings) 'atech', # encount (19 firings) ' Encounter', # terson (15 firings) 'terson', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'con-family', 1 def prog_L02F21968(input_tokens): """39 token families, 51 surface forms (train F1 of the uncapped optimum: 0.854). Fires at 4,145 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to monkeys""" # --- end external annotation --- fire = { # monkey (449 firings) ' monkey', ' monkeys', ' Monkey', 'monkey', # monk (285 firings) ' monk', ' monks', ' Monk', # brain (269 firings) ' Brain', 'Brain', 'brain', # ninja (211 firings) ' Ninja', ' ninja', # squirrel (189 firings) ' squirrel', ' Squirrel', # jungle (179 firings) ' jungle', # obo (128 firings) 'obo', # lotu (112 firings) ' Lotus', # aroo (95 firings) 'aroo', # frog (88 firings) ' frog', 'frog', # neurolog (85 firings) ' neurological', # play (80 firings) ' playful', # primat (77 firings) ' primates', # shrimp (77 firings) ' shrimp', # butterf (74 firings) ' butterfly', # donkey (68 firings) ' donkey', # gorilla (67 firings) ' gorilla', # condition (67 firings) ' conditional', # oodle (66 firings) 'oodle', # shenanigan (60 firings) ' shenanigans', # goblin (60 firings) ' goblin', ' Goblin', ' goblins', # rolley (53 firings) 'rolley', # contemplate (53 firings) ' contemplate', # pineapple (52 firings) ' pineapple', # scorp (50 firings) ' scorp', # ape (47 firings) ' apes', # bunny (45 firings) ' Bunny', # ouple (40 firings) 'ouple', # inx (40 firings) 'inx', # oodoo (38 firings) 'oodoo', # ubby (38 firings) 'ubby', # neighbor (35 firings) ' Neighbor', # inconven (27 firings) ' inconven', # scorpion (23 firings) ' Scorpion', # rocket (23 firings) 'Rocket', # mouse (21 firings) 'mouse', # disob (18 firings) ' disob', # operator (15 firings) 'operator', # irrel (13 firings) 'irrel', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'monkey-family', 1 def prog_L02F21970(input_tokens): """33 token families, 36 surface forms (train F1 of the uncapped optimum: 0.928). Fires at 3,237 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the name "Hammond" in various contexts""" # --- end external annotation --- fire = { # hammond (193 firings) ' Hammond', # holiday (193 firings) ' Holiday', # ham (188 firings) 'Ham', ' HAM', # clarkson (156 firings) ' Clarkson', # sharif (152 firings) ' Sharif', # hamm (140 firings) 'hammer', ' hamm', # field (136 firings) ' Fields', # plymouth (120 firings) ' Plymouth', # auga (117 firings) 'auga', # lancast (115 firings) ' Lancaster', # holden (112 firings) ' Holden', # harmon (107 firings) ' Harmon', # atham (105 firings) 'atham', # frant (91 firings) ' frantic', # farmland (86 firings) ' farmland', # lab (82 firings) 'lab', # buckingham (81 firings) ' Buckingham', # kern (79 firings) ' Kern', # gould (78 firings) ' Gould', # desmond (73 firings) ' Desmond', # guth (64 firings) ' Guth', # ilton (61 firings) 'ilton', # frantical (60 firings) ' frantically', # nington (53 firings) 'nington', # ameron (50 firings) 'ameron', # farn (49 firings) ' Farn', # estead (48 firings) 'estead', # gib (47 firings) ' gib', # hour (47 firings) 'hours', # gpl (43 firings) ' GPL', # 660 (28 firings) '660', # undefin (25 firings) ' undefined', # godd (21 firings) ' godd', ' Godd', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'hammond-family', 1 def prog_L02F21971(input_tokens): """8 token families, 13 surface forms (train F1 of the uncapped optimum: 0.762). Fires at 1,702 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the concept of "asset." """ # --- end external annotation --- fire = { # asset (1,007 firings) ' assets', ' asset', ' Asset', ' Assets', 'Asset', 'assets', # bond (217 firings) ' bond', # nuis (83 firings) ' nuisance', # ati (70 firings) 'atial', # mane (49 firings) ' Mane', # loan (48 firings) ' Loan', # ass (43 firings) ' ASS', # fortres (32 firings) ' fortress', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'asset-family', 1 def prog_L02F21972(input_tokens): """4 token families, 6 surface forms (train F1 of the uncapped optimum: 0.810). Fires at 6,552 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: repeated instances of the prefix "Un" """ # --- end external annotation --- fire = { # un (5,867 firings) ' Un', 'un', 'Un', # unfor (72 firings) ' unfor', # ultra (52 firings) 'Ultra', # abs (34 firings) 'Abs', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'un-family', 1 def prog_L02F21973(input_tokens): """31 token families, 33 surface forms (train F1 of the uncapped optimum: 0.740). Fires at 3,209 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to geographical locations and context""" # --- end external annotation --- fire = { # neighbourhood (286 firings) ' neighbourhood', # surround (157 firings) ' surroundings', # sight (119 firings) ' sightings', # vicin (113 firings) ' vicinity', # dangerous (110 firings) ' dangerously', # plac (105 firings) ' Places', # whereabout (94 firings) ' whereabouts', # acquaint (94 firings) ' acquaintance', ' acquainted', # ballpark (78 firings) ' ballpark', # approximate (75 firings) ' approximate', 'approximately', # photograp (71 firings) ' photograp', # junc (61 firings) ' junction', # acquaintanc (52 firings) ' acquaintances', # footh (51 firings) ' footh', # cko (47 firings) 'cko', # frequ (46 firings) ' frequ', # ato (41 firings) 'atos', # backfield (35 firings) ' backfield', # near (35 firings) 'near', # approxima (32 firings) ' approximation', # locale (31 firings) ' locale', # attent (30 firings) ' attent', # anu (29 firings) ' anus', # local (29 firings) ' locality', # about (27 firings) 'abouts', # atio (26 firings) 'atio', # bio (22 firings) ' BIOS', # adj (17 firings) 'adj', # pursu (12 firings) ' pursu', # furt (12 firings) 'furt', # loc (9 firings) 'LOC', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'neighbourhood-family', 1 def prog_L02F21974(input_tokens): """49 token families, 57 surface forms (train F1 of the uncapped optimum: 0.871). Fires at 9,173 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms and concepts related to Internet protocols and associated data""" # --- end external annotation --- fire = { # dund (192 firings) ' Dund', # churchill (168 firings) ' Churchill', # melania (163 firings) ' Melania', # capcom (155 firings) ' Capcom', # bf (135 firings) 'BF', ' BF', # vict (115 firings) ' vict', ' Vict', # pict (112 firings) ' pict', ' Pict', # unab (111 firings) ' unab', # bellev (110 firings) ' Bellev', # zh (109 firings) ' Zh', # filip (106 firings) ' Filip', # barg (106 firings) ' barg', # anch (106 firings) ' Anch', ' anch', # itv (103 firings) ' ITV', # envoy (101 firings) ' envoy', # eng (98 firings) 'ENG', ' ENG', # vow (97 firings) ' vow', # kh (97 firings) ' KH', # tf (95 firings) ' TF', # ript (90 firings) 'ript', # unfl (85 firings) ' unfl', # carniv (84 firings) ' carniv', # cov (84 firings) ' Cov', ' cov', # slav (81 firings) ' Slav', # ipv (80 firings) ' IPv', # laur (80 firings) ' Laur', # mord (77 firings) ' Mord', # anz (77 firings) 'anz', # typh (77 firings) ' typh', ' Typh', # rapt (76 firings) ' rapt', # armen (75 firings) ' Armen', # tcp (73 firings) ' TCP', ' tcp', # fal (71 firings) 'fal', # eucl (66 firings) ' Eucl', # pur (66 firings) ' purs', # 737 (66 firings) ' 737', # eyel (65 firings) ' eyel', # bab (62 firings) ' bab', # cla (62 firings) ' Cla', # msm (60 firings) ' MSM', # morg (60 firings) ' Morg', # bound (59 firings) ' Bound', # beng (59 firings) ' Beng', # carp (57 firings) ' carp', # bagg (56 firings) ' Bagg', # unexpl (56 firings) ' unexpl', # cough (52 firings) ' coughing', # sebast (51 firings) ' Sebast', # propriet (50 firings) ' propriet', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'dund-family', 1 def prog_L02F21975(input_tokens): """18 token families, 21 surface forms (train F1 of the uncapped optimum: 0.916). Fires at 1,775 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "wise" and its variations""" # --- end external annotation --- fire = { # wise (605 firings) ' wise', 'wise', ' Wise', ' wisely', # foolish (131 firings) ' foolish', # right (118 firings) ' rightly', # savvy (107 firings) ' savvy', # heed (91 firings) ' heed', # fool (67 firings) ' fools', # wid (63 firings) ' wid', # shrew (62 firings) ' shrew', # sage (62 firings) ' sage', # conscious (55 firings) ' consciously', # sag (50 firings) ' sag', # wis (49 firings) ' wiser', # veg (43 firings) ' Veg', # prudent (35 firings) ' prudent', # learn (26 firings) ' Learned', # sly (23 firings) ' sly', # yea (13 firings) ' yea', # advis (10 firings) ' advisable', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'wise-family', 1 def prog_L02F21977(input_tokens): """12 token families, 14 surface forms (train F1 of the uncapped optimum: 0.824). Fires at 5,827 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of Australia""" # --- end external annotation --- fire = { # australian (3,201 firings) ' Australian', ' Australians', 'Australian', # ian (227 firings) 'IAN', # australia (200 firings) 'Australia', # malaysian (193 firings) ' Malaysian', # ussie (138 firings) 'ussie', # aborigin (120 firings) ' Aboriginal', # ayan (98 firings) 'ayan', # alian (79 firings) 'alian', # adian (63 firings) 'adian', # austr (42 firings) 'Austral', # gian (42 firings) 'gian', # alp (24 firings) ' ALP', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'australian-family', 1 def prog_L02F21978(input_tokens): """48 token families, 53 surface forms (train F1 of the uncapped optimum: 0.788). Fires at 8,664 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: words associated with smoking and related themes""" # --- end external annotation --- fire = { # oked (225 firings) 'oked', # oking (212 firings) 'oking', # smok (203 firings) ' smoked', ' smoker', # olv (199 firings) 'olved', # oker (169 firings) 'oker', 'okers', # qual (138 firings) ' Quality', # snake (127 firings) ' Snake', 'Snake', # omat (126 firings) 'omatic', # tim (115 firings) ' timed', # peak (107 firings) ' Peaks', # idian (95 firings) 'idian', # ough (95 firings) 'OUGH', # taint (90 firings) ' tainted', # unfinish (89 firings) ' unfinished', # down (89 firings) ' downed', # ing (87 firings) 'inged', # dmitry (83 firings) ' Dmitry', # ses (83 firings) ' Session', 'session', 'Session', # tavern (81 firings) ' Tavern', # issu (78 firings) 'issued', # gotten (76 firings) 'gotten', # involv (76 firings) 'involved', # omic (75 firings) 'omic', # watergate (74 firings) ' Watergate', # oky (74 firings) 'oky', # lac (74 firings) ' laced', # riddl (74 firings) ' riddled', # ovan (72 firings) 'ovan', # oddy (69 firings) 'oddy', # unsolv (68 firings) ' unsolved', # lict (67 firings) 'licted', # xd (67 firings) ' XD', # legitimate (67 firings) ' legitimately', # coli (66 firings) ' coli', # freddy (65 firings) ' Freddy', # patch (64 firings) ' patched', # ds (58 firings) 'Ds', # crook (58 firings) ' crooked', # mind (58 firings) ' mindful', # ded (58 firings) ' Ded', # underrat (58 firings) ' underrated', # psychot (57 firings) ' psychotic', # snip (57 firings) ' snipers', # mutu (55 firings) ' Mutual', # mort (55 firings) ' Mortal', # smell (55 firings) ' smelled', # quincy (53 firings) ' Quincy', # etr (51 firings) 'etrical', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'oked-family', 1 def prog_L02F21979(input_tokens): """47 token families, 54 surface forms (train F1 of the uncapped optimum: 0.804). Fires at 4,686 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to specific biblical verses or scriptural passages""" # --- end external annotation --- fire = { # ver (316 firings) ' Version', ' vers', 'Vers', # verse (133 firings) ' verse', ' Verse', # sworth (128 firings) 'sworth', # poem (113 firings) ' poem', # iddle (111 firings) 'iddle', # quin (108 firings) 'quin', # scripture (98 firings) ' scripture', ' Scripture', # vers (95 firings) ' verses', # roman (91 firings) ' Romans', # ezra (91 firings) ' Ezra', # passag (90 firings) ' passages', # romeo (85 firings) ' Romeo', # za (83 firings) 'ZA', # twain (80 firings) ' Twain', # anza (80 firings) 'anza', # anz (78 firings) 'anz', # rollin (77 firings) ' Rollins', # quran (75 firings) ' Quran', # unto (65 firings) ' unto', # qur (64 firings) ' Qur', # anova (59 firings) 'anova', # recite (58 firings) ' recite', # transla (57 firings) ' Translation', # ensi (57 firings) 'ensis', # 1898 (56 firings) ' 1898', # koran (52 firings) ' Koran', # adultery (50 firings) ' adultery', # enario (50 firings) 'enario', # anon (45 firings) 'anon', # 1897 (44 firings) ' 1897', # tex (44 firings) 'tex', # scriptur (44 firings) ' scriptures', ' Scriptures', # revela (42 firings) ' Revelation', # top (42 firings) ' Topic', # versu (41 firings) ' Versus', # literal (40 firings) ' Literally', # xd (39 firings) ' XD', # virgin (38 firings) ' virginity', # pag (38 firings) ' pag', # replace (37 firings) 'replace', ' Replace', # unch (36 firings) ' Unch', # sect (34 firings) ' sects', ' Sect', # titu (33 firings) ' Titus', # sina (32 firings) ' Sina', # corinthian (31 firings) ' Corinthians', # ayn (27 firings) 'ayn', # σ (27 firings) 'σ', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ver-family', 1 def prog_L02F21982(input_tokens): """26 token families, 29 surface forms (train F1 of the uncapped optimum: 0.838). Fires at 2,312 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: words related to excitement and enthusiasm""" # --- end external annotation --- fire = { # exc (509 firings) ' exc', ' Exc', 'Exc', 'exc', # out (162 firings) ' outing', # ish (103 firings) 'ishment', # exh (88 firings) ' exh', # depl (84 firings) ' depl', # elic (81 firings) ' elic', # encomp (74 firings) ' encomp', # fiona (73 firings) ' Fiona', # resp (68 firings) ' resp', # excise (62 firings) ' excise', # nec (50 firings) ' NEC', # neoc (46 firings) ' neoc', # transm (45 firings) ' transm', # unex (41 firings) ' unex', # anat (37 firings) ' anat', # perf (36 firings) ' perf', # fasc (33 firings) ' fasc', # `` (24 firings) ' ``', # illumina (24 firings) ' illumination', # ksh (24 firings) 'ksh', # glutamate (20 firings) ' glutamate', # exhibit (18 firings) ' Exhibit', # oresc (17 firings) 'orescence', # ottesville (13 firings) 'ottesville', # disse (6 firings) ' disse', # -[ (6 firings) '-[', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'exc-family', 1 def prog_L02F21983(input_tokens): """1 token families, 1 surface forms (train F1 of the uncapped optimum: 0.936). Fires at 7,643 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: percentage expressions in numerical data""" # --- end external annotation --- fire = { # per (7,147 firings) ' per', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'per-family', 1 def prog_L02F21984(input_tokens): """1 token families, 5 surface forms (train F1 of the uncapped optimum: 0.553). Fires at 47,570 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the phrase "For" at the beginning of sentences or clauses""" # --- end external annotation --- fire = { # for (18,164 firings) ' For', 'For', 'for', ' FOR', 'FOR', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'for-family', 1 def prog_L02F21987(input_tokens): """30 token families, 31 surface forms (train F1 of the uncapped optimum: 0.694). Fires at 4,742 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to tourism""" # --- end external annotation --- fire = { # tourist (478 firings) ' tourist', # tourism (447 firings) ' tourism', ' Tourism', # travel (187 firings) ' Travel', # hotel (173 firings) ' hotels', # tour (127 firings) 'Tour', # culture (111 firings) ' Culture', # hik (106 firings) ' hiking', # unesco (102 firings) ' UNESCO', # recrea (102 firings) ' recreation', # archaeolog (102 firings) ' archaeological', # scenery (97 firings) ' scenery', # hospital (95 firings) ' hospitality', # seo (91 firings) ' SEO', # pilgrimage (85 firings) ' pilgrimage', # admission (79 firings) ' admissions', # sponsorship (76 firings) ' sponsorship', # scen (69 firings) ' scenic', # glossy (56 firings) ' glossy', # rifica (55 firings) 'rification', # spon (53 firings) ' Spons', # biz (52 firings) 'biz', # yelp (50 firings) ' Yelp', # resettle (45 firings) ' resettlement', # jj (36 firings) 'jj', # shipp (34 firings) 'Shipping', # patronage (24 firings) ' patronage', # iculture (21 firings) 'iculture', # endem (21 firings) ' endemic', # iasi (15 firings) 'iasis', # visita (15 firings) ' visitation', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'tourist-family', 1 def prog_L02F21988(input_tokens): """48 token families, 52 surface forms (train F1 of the uncapped optimum: 0.867). Fires at 6,317 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: proper nouns related to specific people, particularly in a political context""" # --- end external annotation --- fire = { # street (192 firings) ' Streets', # roh (160 firings) ' Roh', # uck (154 firings) 'ucker', # uchin (143 firings) 'uchin', # cann (136 firings) ' Cann', ' cann', # chin (129 firings) 'chin', # gren (128 firings) 'gren', # witch (127 firings) ' Witch', # sixth (115 firings) ' Sixth', # cre (114 firings) 'cre', ' CRE', 'CRE', # loll (113 firings) ' Loll', # wise (111 firings) ' Wise', # spun (110 firings) ' spun', # ines (105 firings) 'INESS', # del (103 firings) ' delic', # cannon (98 firings) ' Cannon', # thr (95 firings) ' THR', # icer (90 firings) 'icer', # esson (80 firings) 'esson', # undi (76 firings) ' undis', # dal (75 firings) 'dal', # nyt (74 firings) ' NYT', # ling (73 firings) 'linger', # conductor (71 firings) ' conductor', # kaya (70 firings) 'kaya', # cannabinoid (69 firings) ' cannabinoid', ' cannabinoids', # gin (68 firings) ' Gins', # hin (67 firings) ' Hin', # cohn (64 firings) ' Cohn', # ves (63 firings) ' Ves', # cly (63 firings) ' Cly', # reneg (61 firings) ' Reneg', # pas (57 firings) ' Passion', # rake (56 firings) ' rake', # ass (56 firings) 'assic', # confederacy (56 firings) ' Confederacy', # shy (50 firings) ' Shy', # conflict (50 firings) ' conflicted', # pler (49 firings) 'pler', # icum (48 firings) 'icum', # culu (47 firings) 'culus', # jel (47 firings) ' Jelly', # erg (46 firings) 'ergic', # uron (44 firings) 'uron', # jol (40 firings) ' Jolly', # annabin (40 firings) 'annabin', # devi (37 firings) ' Devi', # eln (37 firings) 'eln', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'street-family', 1 def prog_L02F21990(input_tokens): """37 token families, 38 surface forms (train F1 of the uncapped optimum: 0.779). Fires at 2,452 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: words related to ease or simplicity""" # --- end external annotation --- fire = { # asy (183 firings) 'asy', 'ASY', # aky (154 firings) 'aky', # icy (139 firings) 'icy', # ose (131 firings) 'OSE', # isy (81 firings) 'isy', # adi (80 firings) 'adier', # faw (69 firings) ' Faw', # gap (68 firings) ' gaping', # chy (65 firings) 'chy', # asty (60 firings) 'asty', # dis (58 firings) ' DIS', # obst (52 firings) ' obst', # mone (50 firings) 'mone', # $$ (48 firings) '$$', # crispy (45 firings) ' crispy', # aps (45 firings) 'APS', # asel (44 firings) 'asel', # acne (39 firings) ' acne', # esh (36 firings) 'ESH', # asu (35 firings) 'asu', # acy (30 firings) 'ACY', # 279 (29 firings) '279', # xan (28 firings) ' Xan', # ogly (28 firings) 'ogly', # asymm (23 firings) ' asymm', # pay (21 firings) ' PAY', # 316 (19 firings) ' 316', # esy (16 firings) 'esy', # 429 (13 firings) ' 429', # ippery (12 firings) 'ippery', # melanch (10 firings) ' melanch', # chrome (10 firings) 'chrome', # avascript (8 firings) 'avascript', # 不 (8 firings) '不', # yip (8 firings) 'yip', # ################################ (7 firings) '################################', # resy (7 firings) 'resy', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'asy-family', 1 def prog_L02F21991(input_tokens): """27 token families, 34 surface forms (train F1 of the uncapped optimum: 0.894). Fires at 2,567 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "cluster" and its variations, particularly in discussions relating to physical groupings or collections""" # --- end external annotation --- fire = { # clust (445 firings) ' cluster', ' clusters', ' Cluster', ' clust', # pod (212 firings) ' pod', ' pods', # swarm (162 firings) ' swarm', ' Swarm', # cisco (132 firings) ' Cisco', # conven (127 firings) ' convened', # group (103 firings) ' grouped', ' grouping', # constella (102 firings) ' constellation', # clash (84 firings) ' Clash', # clov (84 firings) ' Clover', ' cloves', # starr (81 firings) ' Starr', # ha (79 firings) ' HA', # orche (65 firings) ' orche', # cooperat (63 firings) ' Cooperative', # configur (59 firings) ' configured', # lust (53 firings) 'lust', # kahn (45 firings) ' Kahn', # scatt (39 firings) ' scatter', # cer (39 firings) ' Ceres', # cluster (28 firings) ' clustered', # pac (27 firings) 'paces', # shard (25 firings) ' Shard', # spor (24 firings) ' spor', # mult (23 firings) ' multic', # sth (15 firings) 'sth', # sample (10 firings) 'sample', # uple (9 firings) 'uple', # cli (7 firings) 'cli', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'clust-family', 1 def prog_L02F21992(input_tokens): """27 token families, 28 surface forms (train F1 of the uncapped optimum: 0.804). Fires at 3,196 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: ellipses or trailing dots indicating continuation or omission in sentences""" # --- end external annotation --- fire = { # .. (812 firings) '..', ' ..', # .... (335 firings) '....', # ?? (138 firings) '??', # )- (112 firings) ')-', # every (84 firings) ' EVERY', # .( (68 firings) '.(', # ㅋㅋ (61 firings) 'ㅋㅋ', # ..... (56 firings) '.....', # :- (54 firings) ':-', # ........ (53 firings) '........', # ….. (51 firings) '…..', # nay (51 firings) ' Nay', # dyn (42 firings) ' Dyn', # …… (41 firings) '……', # ,, (37 firings) ',,', # ,. (35 firings) ',.', # ever (33 firings) ' EVER', # ...... (31 firings) '......', # yy (20 firings) 'YY', # .– (19 firings) '.–', # gypt (15 firings) 'gypt', # yea (15 firings) ' yea', # ./ (12 firings) ' ./', # ㅋ (12 firings) 'ㅋ', # ....... (12 firings) '.......', # .", (10 firings) '.",', # ── (10 firings) '──', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '..-family', 1 def prog_L02F21993(input_tokens): """28 token families, 29 surface forms (train F1 of the uncapped optimum: 0.793). Fires at 2,740 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to non-governmental organizations (NGOs)""" # --- end external annotation --- fire = { # ngo (221 firings) ' NGO', ' NGOs', # mmo (202 firings) ' MMO', # ik (155 firings) 'IK', # greenpeace (118 firings) ' Greenpeace', # smuggl (107 firings) ' smugglers', # vm (96 firings) ' VM', # consultancy (95 firings) ' consultancy', # cgi (89 firings) ' CGI', # government (88 firings) 'governmental', # tank (87 firings) 'tank', # journalism (80 firings) ' Journalism', # nonprofit (75 firings) ' nonprofits', # biotech (73 firings) ' biotech', # oecd (72 firings) ' OECD', # jj (59 firings) ' JJ', # wwf (48 firings) ' WWF', # gmo (47 firings) ' GMO', # boutique (45 firings) ' boutique', # org (42 firings) ' org', # if (42 firings) ' IF', # got (35 firings) ' GOT', # unhcr (34 firings) ' UNHCR', # care (33 firings) ' CARE', # sos (33 firings) ' SOS', # organization (32 firings) ' Organizations', # npc (26 firings) ' NPC', # nic (15 firings) ' NIC', # esm (9 firings) 'esm', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ngo-family', 1 def prog_L02F21994(input_tokens): """5 token families, 9 surface forms (train F1 of the uncapped optimum: 0.773). Fires at 2,827 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to socks""" # --- end external annotation --- fire = { # ock (1,892 firings) 'ock', 'ocks', 'ocking', 'OCK', 'ocker', # sock (107 firings) ' socks', # uben (69 firings) 'uben', # shock (63 firings) 'Shock', # mat (52 firings) ' mating', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ock-family', 1 def prog_L02F21995(input_tokens): """33 token families, 40 surface forms (train F1 of the uncapped optimum: 0.701). Fires at 3,935 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to database queries""" # --- end external annotation --- fire = { # wonder (305 firings) ' wondered', # query (264 firings) ' query', 'Query', 'query', ' Query', # quer (199 firings) ' queries', ' quer', # eri (167 firings) 'eries', # inquir (150 firings) ' inquiries', # row (125 firings) ' rows', # jquery (112 firings) ' jQuery', # reconnaiss (108 firings) ' reconnaissance', # from (108 firings) ' FROM', # ql (85 firings) 'QL', 'ql', # questionnaire (73 firings) ' questionnaire', # relev (72 firings) ' relevance', # iri (68 firings) 'iries', # enqu (68 firings) ' enqu', # shopp (63 firings) ' Shopping', # ery (55 firings) 'ERY', # index (54 firings) ' indexes', # tank (53 firings) ' tanker', # interrogat (46 firings) ' interrogated', # reson (42 firings) ' resonance', # rel (37 firings) ' relational', # ent (29 firings) ' Entity', 'Entity', # where (22 firings) ' WHERE', # ion (22 firings) 'ioned', # constraint (21 firings) ' constraint', # combat (19 firings) 'combat', # stain (18 firings) ' Stain', # select (15 firings) 'SELECT', ' SELECT', # selector (14 firings) ' selector', # mysql (12 firings) ' mysql', # uri (12 firings) ' URI', # 10000 (11 firings) ' 10000', # attribute (10 firings) 'Attribute', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'wonder-family', 1 def prog_L02F21996(input_tokens): """24 token families, 28 surface forms (train F1 of the uncapped optimum: 0.749). Fires at 3,708 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the term "inquiry" in various contexts""" # --- end external annotation --- fire = { # inquiry (830 firings) ' inquiry', ' Inquiry', # inqu (222 firings) ' inquest', ' inqu', ' Inqu', # inquir (198 firings) ' inquiries', ' inquired', # iry (122 firings) 'iry', # itt (89 firings) 'ittal', # д (86 firings) 'д', # intru (81 firings) ' intrusion', # query (76 firings) ' query', # dilig (71 firings) ' diligence', # iri (68 firings) 'iries', # enqu (68 firings) ' enqu', # questionnaire (66 firings) ' questionnaire', # excava (65 firings) ' excavation', # parliamentary (51 firings) ' Parliamentary', # referr (50 firings) ' referral', # caus (41 firings) ' causal', # ourse (41 firings) 'ourse', # ascertain (36 firings) ' ascertain', # trust (32 firings) 'trust', # rega (31 firings) 'regation', # inquire (26 firings) ' inquire', # 339 (18 firings) '339', # aspx (16 firings) 'aspx', # spect (15 firings) 'spective', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'inquiry-family', 1 def prog_L02F21997(input_tokens): """10 token families, 11 surface forms (train F1 of the uncapped optimum: 0.937). Fires at 2,669 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the name 'Cruz'""" # --- end external annotation --- fire = { # cruz (1,656 firings) ' Cruz', 'Cruz', # rafael (203 firings) ' Rafael', # cotton (126 firings) ' Cotton', # cassidy (103 firings) ' Cassidy', # ourke (87 firings) 'ourke', # heidi (82 firings) ' Heidi', # aber (47 firings) 'aber', # cru (39 firings) 'cru', # appear (30 firings) 'Appearance', # queue (7 firings) 'Queue', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'cruz-family', 1 def prog_L02F21998(input_tokens): """36 token families, 50 surface forms (train F1 of the uncapped optimum: 0.821). Fires at 3,251 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "Vers" and its variations""" # --- end external annotation --- fire = { # ver (724 firings) ' Version', 'version', ' Vers', 'Version', ' vers', 'Vers', ' VERS', 'VERS', # fran (156 firings) 'Fran', ' Franç', # univ (133 firings) ' Univers', ' UNIVERS', ' univers', # 201 (109 firings) '201', # vert (106 firings) ' Vert', 'Vert', # marse (92 firings) ' Marse', # sen (90 firings) ' sens', # hust (82 firings) ' Hust', # trou (72 firings) ' Trou', # princ (65 firings) 'Princ', ' Princ', # wik (61 firings) ' Wik', # ura (61 firings) 'uration', # philo (57 firings) ' Philos', ' philos', # extrem (52 firings) ' Extrem', # vers (52 firings) ' verses', # vari (47 firings) ' Vari', # iciency (46 firings) 'iciency', # revolution (46 firings) ' revolutions', # theorem (43 firings) ' theorem', # mav (41 firings) ' Maver', # versu (41 firings) ' Versus', # urs (38 firings) ' Urs', # vict (34 firings) ' Vict', # unst (31 firings) ' unst', # ffect (28 firings) 'ffect', # perfect (24 firings) ' perfected', # technique (23 firings) ' Technique', # phill (22 firings) ' Phill', # ubiqu (22 firings) ' ubiqu', # verse (21 firings) ' Verse', # domin (21 firings) ' domin', # version (21 firings) 'versions', 'Versions', # installa (17 firings) ' Installation', # invari (15 firings) ' invari', # neces (13 firings) 'necess', # consecut (13 firings) ' consecut', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ver-family', 1 def prog_L02F21999(input_tokens): """26 token families, 33 surface forms (train F1 of the uncapped optimum: 0.861). Fires at 3,192 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions and references to mathematics""" # --- end external annotation --- fire = { # math (740 firings) ' Math', ' math', 'math', ' maths', 'Math', # ath (232 firings) 'ATH', 'aths', # myth (174 firings) ' Myth', 'Myth', # real (165 firings) ' Reality', 'reality', # nd (162 firings) ' ND', # fact (135 firings) ' Fact', # bry (134 firings) ' Bry', # mat (125 firings) ' Mats', # graph (91 firings) ' Graph', # lawson (82 firings) ' Lawson', # rune (79 firings) ' Rune', # jord (79 firings) ' Jord', # aur (74 firings) ' Aur', # boll (71 firings) ' Boll', # round (71 firings) ' rounding', # matth (59 firings) ' Matth', # good (59 firings) ' Goods', # nil (47 firings) ' Nil', # nah (46 firings) ' Nah', # cert (42 firings) ' Cert', # varg (39 firings) ' Varg', # rasm (26 firings) ' Rasm', # hemy (26 firings) 'hemy', # cannot (19 firings) ' Cannot', # float (18 firings) ' Float', # run (8 firings) ' Runes', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'math-family', 1