"""GPT-2 SAE last-token programs, layer 2 -- features 21200 to 21299 (77 programs). One function per SAE feature. Grouped 100 to a file so the set stays browsable; the programs themselves are unchanged. """ def prog_L02F21200(input_tokens): """9 token families, 14 surface forms (train F1 of the uncapped optimum: 0.881). Fires at 6,798 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to crime-related topics""" # --- end external annotation --- fire = { # crime (3,294 firings) ' crime', ' Crime', 'crime', 'Crime', # crim (1,377 firings) ' crimes', ' Crimes', # criminal (364 firings) ' criminals', ' criminality', # off (261 firings) ' offence', # incarcera (119 firings) ' incarceration', # ime (67 firings) 'IME', # rup (44 firings) 'ruption', # gres (28 firings) 'gression', # ocide (18 firings) 'ocide', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'crime-family', 1 def prog_L02F21202(input_tokens): """8 token families, 8 surface forms (train F1 of the uncapped optimum: 0.740). Fires at 17,103 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to quotations or quotes within the text""" # --- end external annotation --- fire = { # ' (13,543 firings) "'", # ', (653 firings) "',", # '. (533 firings) "'.", # '' (151 firings) "''", # ': (145 firings) "':", # ?' (106 firings) "?'", # ') (61 firings) "')", # !' (60 firings) "!'", } token = input_tokens[-1] if token not in fire: return "no match", 0 return "'-family", 1 def prog_L02F21203(input_tokens): """26 token families, 29 surface forms (train F1 of the uncapped optimum: 0.755). Fires at 2,651 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of ambulances and related emergency services""" # --- end external annotation --- fire = { # ambul (299 firings) ' ambulance', ' ambul', # heart (152 firings) 'heart', # attorney (143 firings) 'Attorney', # paramedic (139 firings) ' paramedics', # iren (125 firings) 'irens', 'iren', # respond (123 firings) ' responders', # ems (101 firings) ' EMS', 'EMS', # orchestra (78 firings) ' orchestra', # emergency (67 firings) 'Emergency', # alloca (60 firings) ' allocation', # kettle (54 firings) ' kettle', # apist (51 firings) 'apist', # professionalism (43 firings) ' professionalism', # reinforce (42 firings) ' reinforcements', # param (41 firings) ' paramed', # stret (40 firings) ' stret', # hus (39 firings) ' Huss', # aspirin (39 firings) ' aspirin', # antidote (36 firings) ' antidote', # approxima (32 firings) ' approximation', # continuum (30 firings) ' continuum', # resusc (19 firings) ' resusc', # equiv (15 firings) ' equival', # respawn (14 firings) ' respawn', # hospit (13 firings) 'hospital', # ~~~~~~~~~~~~~~~~ (7 firings) '~~~~~~~~~~~~~~~~', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ambul-family', 1 def prog_L02F21204(input_tokens): """48 token families, 51 surface forms (train F1 of the uncapped optimum: 0.855). Fires at 3,508 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of political figures, particularly focusing on Kathleen Wynne""" # --- end external annotation --- fire = { # yne (138 firings) 'yne', 'ynes', # lyon (133 firings) ' Lyon', # wynne (118 firings) ' Wynne', # vague (114 firings) ' vaguely', # down (114 firings) ' Downs', ' downed', # northwestern (108 firings) ' northwestern', # dalton (107 firings) ' Dalton', # nur (100 firings) ' Nurs', ' nurs', # wyn (90 firings) ' Wyn', # rone (88 firings) 'rone', # vance (87 firings) ' Vance', # yon (84 firings) 'yon', # vaughn (83 firings) ' Vaughn', # nausea (79 firings) ' nausea', # rm (76 firings) 'RM', # nor (76 firings) 'NOR', # mckenna (70 firings) ' McKenna', # noon (62 firings) ' Noon', # aly (58 firings) ' Aly', # yx (56 firings) 'yx', # syll (55 firings) ' syll', # prevail (54 firings) ' prevailing', # lynd (52 firings) ' Lynd', # folk (52 firings) 'folk', # sylv (51 firings) ' Sylv', # aina (48 firings) 'aina', # vale (46 firings) ' Vale', # eah (45 firings) 'eah', # adian (44 firings) 'adian', # idon (43 firings) 'idon', # reyn (41 firings) ' Reyn', # ron (41 firings) 'RON', # lain (39 firings) 'lain', # ree (36 firings) ' Ree', # ayne (35 firings) 'ayne', # reon (35 firings) 'reon', # sill (31 firings) ' sill', # sidel (31 firings) ' sidel', # eworld (30 firings) 'eworld', # dos (30 firings) 'DOS', # ely (30 firings) ' Elys', # nyd (28 firings) 'nyder', # min (26 firings) 'mins', # yanuk (25 firings) ' Yanuk', # yton (23 firings) 'yton', # upkeep (22 firings) ' upkeep', # cyn (19 firings) ' Cyn', # vl (13 firings) 'vl', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'yne-family', 1 def prog_L02F21205(input_tokens): """29 token families, 30 surface forms (train F1 of the uncapped optimum: 0.739). Fires at 4,514 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to various types of social, cultural, or geographical entities""" # --- end external annotation --- fire = { # iti (1,276 firings) 'ities', 'ITIES', # ity (197 firings) 'ITY', # ination (158 firings) 'inations', # enc (153 firings) 'ences', # ino (139 firings) 'inos', # istic (131 firings) 'istics', # iction (124 firings) 'ictions', # ga (69 firings) 'Ga', # tendenc (69 firings) ' tendencies', # emi (65 firings) 'emies', # idat (60 firings) 'idates', # profit (54 firings) 'profits', # alit (52 firings) 'alities', # energ (52 firings) ' energies', # statistic (50 firings) 'Statistics', # isation (48 firings) 'isations', # ienc (45 firings) 'iencies', # tie (44 firings) 'ties', # iency (38 firings) 'iency', # stor (33 firings) 'stories', # isod (30 firings) 'isodes', # idenc (26 firings) 'idences', # ogic (26 firings) 'ogical', # phys (24 firings) 'physical', # ours (22 firings) 'ourses', # ivit (21 firings) 'ivities', # ite (20 firings) 'itely', # り (15 firings) 'り', # ges (13 firings) 'GES', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'iti-family', 1 def prog_L02F21206(input_tokens): """48 token families, 50 surface forms (train F1 of the uncapped optimum: 0.910). Fires at 4,338 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the name "Chand" and its various contexts""" # --- end external annotation --- fire = { # dar (194 firings) ' dared', ' DAR', # dund (192 firings) ' Dund', # xperia (187 firings) ' Xperia', # messi (183 firings) ' Messi', # levant (149 firings) ' Levant', # learnt (134 firings) ' learnt', # chand (129 firings) ' Chand', # valent (123 firings) ' Valent', # garg (121 firings) ' garg', ' Garg', # lal (113 firings) ' Lal', # vand (110 firings) ' Vand', # 1500 (102 firings) ' 1500', # acet (99 firings) 'acet', # eth (97 firings) ' ETH', # borgh (91 firings) 'borgh', # mete (86 firings) ' mete', # hairst (85 firings) ' hairst', # vall (83 firings) ' Vall', # verte (83 firings) ' verte', # kilomet (82 firings) ' kilomet', # andel (81 firings) 'andel', # stair (78 firings) ' stair', # grizz (72 firings) ' grizz', # kling (64 firings) ' Kling', # eston (63 firings) ' Eston', # socio (61 firings) ' socio', # gand (59 firings) ' Gand', # sund (53 firings) ' sund', # sard (51 firings) ' Sard', # unamb (47 firings) ' unamb', # utt (47 firings) ' Utt', # dmit (45 firings) ' Dmit', # angan (43 firings) 'angan', # krish (41 firings) ' Krish', # manz (40 firings) ' Manz', # chak (40 firings) ' Chak', # coun (35 firings) ' coun', # tas (35 firings) ' Tas', # vaj (32 firings) ' Vaj', # aval (31 firings) ' Aval', # athen (31 firings) ' Athen', # vk (31 firings) ' VK', # 1280 (27 firings) ' 1280', # dusk (26 firings) ' Dusk', # ank (26 firings) ' Ank', # eve (22 firings) 'eve', # flam (19 firings) ' Flam', # electrom (19 firings) ' electrom', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'dar-family', 1 def prog_L02F21207(input_tokens): """12 token families, 14 surface forms (train F1 of the uncapped optimum: 0.854). Fires at 1,655 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to a specific individual named Hay""" # --- end external annotation --- fire = { # hay (672 firings) ' Hay', 'Hay', ' hay', # wal (122 firings) 'Wal', # keyn (98 firings) ' Keynes', # hayward (91 firings) ' Hayward', # gale (76 firings) ' Gale', # fall (73 firings) 'Fall', # hin (67 firings) ' Hin', # has (57 firings) ' Hass', # omic (48 firings) 'omical', # ges (39 firings) ' Ges', # hig (5 firings) 'hig', # aughter (5 firings) 'aughtered', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'hay-family', 1 def prog_L02F21208(input_tokens): """45 token families, 48 surface forms (train F1 of the uncapped optimum: 0.811). Fires at 5,246 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to condos and apartment units""" # --- end external annotation --- fire = { # apart (296 firings) ' apartments', # councillor (293 firings) ' councillors', ' councillor', # neighbourhood (289 firings) ' neighbourhood', ' neighbourhoods', # condo (195 firings) ' condo', ' condos', # paramount (179 firings) ' Paramount', # cond (157 firings) ' Cond', # list (152 firings) ' listings', # bedroom (122 firings) 'bedroom', # newfoundland (101 firings) ' Newfoundland', # cann (98 firings) ' Cannes', # flat (98 firings) ' flats', # ibu (95 firings) 'ibu', # auga (92 firings) 'auga', # ominium (87 firings) 'ominium', # rental (87 firings) ' rentals', # plush (86 firings) ' plush', # cindy (84 firings) ' Cindy', # boutique (80 firings) ' boutique', # amen (79 firings) ' amenities', # nuis (78 firings) ' nuisance', # ancouv (78 firings) 'ancouver', # detach (77 firings) ' detached', # estate (77 firings) 'estate', # cak (75 firings) 'cakes', # residenc (73 firings) ' residences', # alty (73 firings) 'alty', # fell (73 firings) 'fell', # uxe (64 firings) 'uxe', # convert (62 firings) ' convertible', # perch (60 firings) ' perched', # dup (58 firings) ' dup', # suit (53 firings) ' suites', # oho (50 firings) 'oho', # idat (49 firings) 'idated', # ² (45 firings) '²', # subdivi (44 firings) ' subdivision', # complex (43 firings) ' complexes', # 499 (40 firings) '499', # classy (36 firings) ' classy', # resort (34 firings) ' resorts', # dwell (33 firings) ' dwellings', # chic (28 firings) ' chic', # iera (28 firings) 'iera', # ami (21 firings) 'amily', # ensa (16 firings) 'ensation', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'apart-family', 1 def prog_L02F21209(input_tokens): """26 token families, 27 surface forms (train F1 of the uncapped optimum: 0.838). Fires at 2,136 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of boroughs""" # --- end external annotation --- fire = { # borough (273 firings) ' borough', ' Borough', # sitcom (264 firings) ' sitcom', # benson (119 firings) ' Benson', # situat (118 firings) ' situated', # astern (98 firings) 'astern', # council (78 firings) ' councils', # commun (74 firings) ' Communities', # zac (73 firings) ' Zac', # wealth (68 firings) 'wealth', # isl (54 firings) ' Isles', # grit (50 firings) ' grit', # npm (49 firings) ' npm', # iddl (46 firings) 'iddler', # township (45 firings) ' township', # subdivi (44 firings) ' subdivision', # burgh (42 firings) 'burgh', # orporat (41 firings) 'orporated', # territor (40 firings) ' Territories', # subdiv (39 firings) ' subdiv', # precinct (35 firings) ' precinct', # denomina (31 firings) ' denomination', # denomination (30 firings) ' denominations', # uild (29 firings) 'uild', # 518 (20 firings) '518', # ften (11 firings) 'ften', # javascript (8 firings) 'javascript', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'borough-family', 1 def prog_L02F21211(input_tokens): """25 token families, 27 surface forms (train F1 of the uncapped optimum: 0.858). Fires at 8,000 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to dining or meals""" # --- end external annotation --- fire = { # ine (5,149 firings) 'ine', 'ines', 'INE', # inity (215 firings) 'inity', # mine (168 firings) 'mine', # wine (147 firings) ' Wine', # oline (123 firings) 'oline', # rine (99 firings) 'rine', # levine (99 firings) ' Levine', # arine (64 firings) 'arine', # inite (63 firings) 'inite', # aline (62 firings) 'aline', # luence (58 firings) 'luence', # oise (58 firings) 'oise', # inea (55 firings) 'inea', # ina (52 firings) 'INA', # alpha (42 firings) 'Alpha', # olog (41 firings) 'ologic', # idine (35 firings) 'idine', # inu (35 firings) 'inus', # inet (34 firings) 'inet', # acid (31 firings) ' acidic', # catalyst (30 firings) ' Catalyst', # vine (25 firings) 'vine', # lighthouse (23 firings) ' lighthouse', # verse (23 firings) 'versely', # saline (21 firings) ' saline', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ine-family', 1 def prog_L02F21212(input_tokens): """14 token families, 18 surface forms (train F1 of the uncapped optimum: 0.752). Fires at 5,149 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "strange." """ # --- end external annotation --- fire = { # strange (1,437 firings) ' strange', ' Strange', ' strangely', 'Strange', # bizarre (739 firings) ' bizarre', # weird (390 firings) ' weird', # puzzl (186 firings) ' puzzled', ' puzzling', # peculiar (178 firings) ' peculiar', # strang (104 firings) ' strang', # odd (89 firings) ' oddly', # eerie (81 firings) ' eerie', # uneasy (66 firings) ' uneasy', # perverse (54 firings) ' perverse', # unnatur (49 firings) ' unnatural', # curious (44 firings) ' curiously', # stain (42 firings) 'stained', # wond (26 firings) ' wond', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'strange-family', 1 def prog_L02F21213(input_tokens): """25 token families, 30 surface forms (train F1 of the uncapped optimum: 0.866). Fires at 2,223 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "paste" and its variations""" # --- end external annotation --- fire = { # copy (426 firings) ' Copy', 'Copy', 'copy', # paste (285 firings) ' paste', 'paste', ' Paste', # aste (190 firings) 'aste', # pepsi (105 firings) ' Pepsi', # pcb (87 firings) ' PCB', # cartridge (84 firings) ' cartridge', # cartridg (64 firings) ' cartridges', # weet (64 firings) 'weet', # condens (61 firings) ' condensed', # rote (54 firings) 'rote', # post (54 firings) ' POST', # ousse (53 firings) 'ousse', # pamphlet (51 firings) ' pamphlet', # nano (48 firings) ' nano', # pamph (47 firings) ' pamph', # addit (45 firings) ' additive', # platoon (44 firings) ' platoon', # clip (40 firings) ' Clip', 'clip', # sandw (39 firings) ' sandwic', # clipboard (37 firings) ' clipboard', # ops (28 firings) ' OPS', # suffice (25 firings) ' suffice', # sold (22 firings) ' solder', # ebin (13 firings) 'ebin', # epad (10 firings) 'epad', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'copy-family', 1 def prog_L02F21214(input_tokens): """17 token families, 22 surface forms (train F1 of the uncapped optimum: 0.904). Fires at 2,148 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the repeated mention of the term "Tw" in various contexts""" # --- end external annotation --- fire = { # tw (1,043 firings) 'Tw', ' tw', 'tw', ' TW', 'TW', # twin (156 firings) ' Twins', # upt (90 firings) ' upt', # nw (89 firings) 'NW', 'nw', # ww (83 firings) 'ww', # twain (80 firings) ' Twain', # tink (50 firings) ' tink', # rn (46 firings) 'rn', # wink (32 firings) ' wink', # sidel (31 firings) ' sidel', # ye (26 firings) 'Ye', # sph (20 firings) ' Sph', # udd (19 firings) 'udder', # tc (15 firings) 'tc', # intertw (14 firings) ' intertw', # tg (11 firings) 'tg', # tch (8 firings) 'tch', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'tw-family', 1 def prog_L02F21215(input_tokens): """25 token families, 32 surface forms (train F1 of the uncapped optimum: 0.896). Fires at 2,050 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to arrows and their symbolic or literal significance""" # --- end external annotation --- fire = { # arrow (663 firings) ' Arrow', 'arrow', ' arrow', ' arrows', ' Arrows', # arch (130 firings) ' Archer', # assassin (103 firings) ' assassin', ' assassins', # dart (94 firings) ' dart', ' darts', # array (79 firings) ' Array', 'Array', # implica (61 firings) ' implication', # arthriti (60 firings) ' arthritis', # adventur (55 firings) ' adventurer', # shortcut (51 firings) ' shortcut', # cursor (47 firings) ' cursor', # intui (44 firings) ' intuition', # wait (40 firings) ' waiter', # ast (40 firings) ' aster', # ousel (39 firings) 'ousel', # xer (37 firings) ' Xer', # axe (28 firings) ' axes', # diagon (27 firings) ' diagonal', # sparrow (26 firings) ' Sparrow', # bow (25 firings) ' bows', # dagg (23 firings) ' dagger', # ctrl (23 firings) ' Ctrl', # orc (20 firings) ' orcs', # barcl (16 firings) ' Barcl', # parenthes (12 firings) ' parentheses', # í (6 firings) 'Í', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'arrow-family', 1 def prog_L02F21216(input_tokens): """21 token families, 24 surface forms (train F1 of the uncapped optimum: 0.924). Fires at 2,245 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the name "Craig." """ # --- end external annotation --- fire = { # craig (715 firings) ' Craig', 'Craig', # lar (157 firings) ' Lars', # allan (140 firings) ' Allan', # craigslist (136 firings) ' Craigslist', # courtney (131 firings) ' Courtney', # farrell (123 firings) ' Farrell', # satoshi (99 firings) ' Satoshi', # cryptography (62 firings) ' cryptography', # cra (61 firings) ' CRA', 'Cra', # requ (51 firings) ' Request', # catalyst (49 firings) ' Catalyst', # feng (40 firings) ' Feng', # uart (40 firings) 'uart', # recommend (39 firings) ' Recommended', # bound (37 firings) 'Bound', # obin (31 firings) 'obin', # iffe (30 firings) 'iffe', # ayson (22 firings) 'ayson', # ati (13 firings) ' ATI', # fml (8 firings) 'FML', ' FML', # ucl (8 firings) 'ucl', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'craig-family', 1 def prog_L02F21217(input_tokens): """26 token families, 27 surface forms (train F1 of the uncapped optimum: 0.814). Fires at 1,715 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to machinery and mechanical processes""" # --- end external annotation --- fire = { # mach (175 firings) ' mach', 'Mach', # aerospace (145 firings) ' aerospace', # pressur (126 firings) ' pressures', # work (108 firings) ' workings', # mit (87 firings) ' Mits', # assert (83 firings) ' assert', # itect (75 firings) 'itect', # project (72 firings) ' projecting', # atf (55 firings) ' ATF', # plat (54 firings) ' plat', # metast (45 firings) ' metast', # assemb (35 firings) ' assemb', # alp (34 firings) ' ALP', # manufact (28 firings) 'manufact', # machina (27 firings) ' Machina', # clench (26 firings) ' clenched', # lobb (26 firings) ' lobb', # mant (25 firings) ' mant', # calc (22 firings) ' calc', # maneu (17 firings) ' maneu', # weld (14 firings) ' weld', # illet (13 firings) 'illet', # glac (10 firings) ' glac', # clen (8 firings) ' clen', # arri (6 firings) ' arri', # submar (5 firings) ' submar', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'mach-family', 1 def prog_L02F21218(input_tokens): """5 token families, 6 surface forms (train F1 of the uncapped optimum: 0.774). Fires at 13,068 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to concepts or items within brackets""" # --- end external annotation --- fire = { # ] (9,385 firings) ']', # > (388 firings) '>', # ], (317 firings) '],', # } (108 firings) '}', # }} (57 firings) '}}', ' }}', } token = input_tokens[-1] if token not in fire: return "no match", 0 return ']-family', 1 def prog_L02F21220(input_tokens): """48 token families, 50 surface forms (train F1 of the uncapped optimum: 0.774). Fires at 4,363 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to rehabilitation and recovery processes""" # --- end external annotation --- fire = { # recover (346 firings) ' recovering', # rehab (230 firings) ' rehab', ' Rehab', # rehabilita (196 firings) ' rehabilitation', # counsel (113 firings) ' counseling', # spa (100 firings) ' Spa', ' spa', # therap (85 firings) ' therapies', # wayne (84 firings) 'wayne', # oci (67 firings) 'ocial', # motiv (66 firings) ' motivational', # ilita (65 firings) 'ilitation', # groom (62 firings) ' grooming', # road (61 firings) 'Road', # ogg (61 firings) 'ogging', # arthriti (60 firings) ' arthritis', # well (60 firings) ' wellness', # biomed (60 firings) ' biomedical', # umat (59 firings) 'umat', # untreat (55 firings) ' untreated', # counsell (49 firings) ' counselling', # restitu (49 firings) ' restitution', # udi (49 firings) 'udi', # rehabilit (48 firings) ' rehabilit', # superv (48 firings) ' supervised', # repay (46 firings) ' repayment', # repair (44 firings) ' Repair', # regenera (44 firings) ' regeneration', # imar (42 firings) 'imar', # romy (40 firings) 'romy', # pond (40 firings) ' ponds', # ysi (39 firings) 'ysis', # rimin (39 firings) 'riminal', # obil (38 firings) 'obil', # 265 (37 firings) '265', # ilage (35 firings) 'ilage', # diver (34 firings) ' diversion', # physi (33 firings) ' physi', # rem (32 firings) ' remed', # voc (30 firings) ' vocational', # laim (28 firings) 'laim', # infertil (28 firings) ' infertility', # care (28 firings) ' CARE', # detox (26 firings) ' detox', # omed (26 firings) 'omedical', # imbabwe (25 firings) 'imbabwe', # correct (24 firings) ' corrective', # ilitat (23 firings) 'ilitating', # outpatient (21 firings) ' outpatient', # ren (16 firings) ' renal', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'recover-family', 1 def prog_L02F21221(input_tokens): """6 token families, 56 surface forms (train F1 of the uncapped optimum: 0.247). Fires at 1,696,955 of 36,786,566 positions. Fires at 4.61% 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: instances of harmful or aggressive actions""" # --- end external annotation --- fire = { # new (13,303 firings) ' new', ' news', ' New', ' News', ' newly', ' newest', 'News', 'new', 'news', ' newer', ' NEW', ' NEWS', 'NEWS', ' Newly', # year (10,897 firings) ' years', ' year', 'year', ' yearly', 'years', 'Year', # s (5,652 firings) 'S', ' S', ' s', # week (5,399 firings) ' week', ' weeks', ' weekly', ' Week', 'week', ' Weekly', 'Week', ' Weeks', 'weekly', ' WEEK', # day (4,728 firings) ' day', ' days', 'day', ' Day', 'Day', ' Days', 'days', 'DAY', ' DAY', # work (4,448 firings) ' work', ' working', ' worked', ' workers', ' works', ' worker', 'work', ' Work', 'working', 'workers', ' Works', ' workings', 'worker', ' WORK', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'new-family', 1 def prog_L02F21222(input_tokens): """47 token families, 48 surface forms (train F1 of the uncapped optimum: 0.849). Fires at 4,103 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of specific media outlets""" # --- end external annotation --- fire = { # observ (194 firings) ' Observer', # examin (170 firings) ' Examiner', # gadget (149 firings) ' gadget', ' Gadget', # ventur (144 firings) ' Ventures', # wir (144 firings) ' Wired', # verge (143 firings) ' Verge', # chronicl (131 firings) ' Chronicles', # matrix (122 firings) ' Matrix', # marketplace (120 firings) ' Marketplace', # utra (117 firings) 'utra', # venture (112 firings) ' Venture', # monitor (110 firings) ' Monitor', # intercept (104 firings) ' Intercept', # strang (102 firings) ' Stranger', # advocate (96 firings) ' Advocate', # rest (89 firings) ' REST', # beat (80 firings) ' Beats', # orbit (71 firings) ' Orbit', # conv (70 firings) ' convers', # verif (67 firings) 'verified', # wrap (65 firings) ' Wrap', # enture (56 firings) 'enture', # imag (55 firings) ' IMAGES', # cortex (54 firings) ' Cortex', # construct (51 firings) ' Construct', # scientist (47 firings) ' Scientist', # rac (38 firings) ' Racer', # goo (36 firings) ' Goo', # ired (36 firings) 'IRED', # wand (35 firings) ' Wander', # mania (32 firings) ' Mania', # breach (31 firings) ' Breach', # pro (31 firings) ' Pros', # engine (29 firings) 'Engineers', # melody (28 firings) ' Melody', # gauntlet (25 firings) ' Gauntlet', # ocument (24 firings) 'ocumented', # revel (22 firings) ' Revel', # proto (21 firings) ' Proto', # blueprint (20 firings) ' Blueprint', # 587 (15 firings) '587', # ruin (15 firings) ' Ruins', # verify (14 firings) ' Verify', # ancient (14 firings) ' Ancients', # portug (14 firings) ' Portug', # vertex (12 firings) ' vertex', # viron (12 firings) 'viron', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'observ-family', 1 def prog_L02F21223(input_tokens): """46 token families, 50 surface forms (train F1 of the uncapped optimum: 0.866). Fires at 2,838 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the name "McInt" and references to gamma rays""" # --- end external annotation --- fire = { # put (142 firings) 'puted', 'puting', # mcint (103 firings) ' McInt', # ath (98 firings) ' Ath', ' ath', # imp (97 firings) 'Imp', # astroph (86 firings) ' astroph', # alec (85 firings) ' Alec', # gamma (83 firings) ' gamma', ' Gamma', # sov (81 firings) 'sov', # horowitz (78 firings) ' Horowitz', # atell (75 firings) 'atell', # accus (72 firings) ' accuser', # kessl (71 firings) ' Kessler', # inconvenient (69 firings) ' inconvenient', # ff (68 firings) ' FF', # stew (67 firings) 'Stew', # ult (67 firings) ' Ult', # skelet (64 firings) ' skeletal', # atson (60 firings) 'atson', # grievanc (57 firings) ' grievances', # barth (55 firings) ' Barth', # enormous (53 firings) ' enormously', # decomp (51 firings) ' decomp', # adversary (49 firings) ' adversary', # charr (47 firings) ' charred', # 455 (47 firings) '455', ' 455', # grizz (42 firings) ' Grizz', # sigma (40 firings) ' Sigma', # gh (40 firings) ' GH', # essl (36 firings) 'essler', # shap (32 firings) ' Shap', # dow (30 firings) ' dow', # atmosp (30 firings) ' Atmosp', # xiao (29 firings) ' Xiao', # intang (29 firings) ' intangible', # unknown (22 firings) 'unknown', # adv (21 firings) ' advers', # ip (21 firings) ' ip', # amplify (18 firings) ' amplify', # mt (16 firings) ' mt', # intosh (15 firings) 'intosh', # uln (14 firings) 'ulner', # fei (13 firings) ' Fei', # ymm (12 firings) 'ymm', # -------------------------------- (10 firings) ' --------------------------------', # inacc (9 firings) ' inacc', # 454 (8 firings) '454', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'put-family', 1 def prog_L02F21224(input_tokens): """28 token families, 29 surface forms (train F1 of the uncapped optimum: 0.872). Fires at 2,160 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "precious" and its variations""" # --- end external annotation --- fire = { # preci (331 firings) ' precious', # iful (185 firings) 'iful', # cherish (144 firings) ' cherished', ' cherish', # ciou (114 firings) 'cious', # snatch (84 firings) ' snatched', # asur (73 firings) 'asured', # finite (72 firings) ' finite', # dwindl (70 firings) ' dwindling', # scarce (70 firings) ' scarce', # ittle (64 firings) 'ittle', # fleet (62 firings) ' fleeting', # priceles (60 firings) ' priceless', # unaccount (60 firings) ' unaccount', # extra (56 firings) 'extra', # vanish (49 firings) ' vanishing', # exceed (48 firings) ' exceedingly', # senseles (46 firings) ' senseless', # wond (45 firings) ' wond', # ele (45 firings) ' Ele', # lime (36 firings) 'lime', # tear (33 firings) ' Tears', # frag (32 firings) ' Frag', # mirac (30 firings) ' mirac', # clip (27 firings) ' Clip', # needles (23 firings) ' needless', # ilv (18 firings) 'ilver', # gem (16 firings) ' Gems', # cyclop (10 firings) 'cyclop', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'preci-family', 1 def prog_L02F21227(input_tokens): """1 token families, 5 surface forms (train F1 of the uncapped optimum: 0.983). Fires at 26,479 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the word "only" and its variations to emphasize exclusivity or limitation""" # --- end external annotation --- fire = { # only (26,307 firings) ' only', ' Only', 'only', 'Only', ' ONLY', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'only-family', 1 def prog_L02F21228(input_tokens): """42 token families, 44 surface forms (train F1 of the uncapped optimum: 0.820). Fires at 3,132 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to discouragement or negative emotions""" # --- end external annotation --- fire = { # dismay (142 firings) ' dismay', # tir (127 firings) ' tires', # discourag (124 firings) ' discouraged', ' discouraging', # rubbish (111 firings) ' rubbish', # discourage (108 firings) ' discourage', # discontinu (104 firings) ' discontinued', # disapprov (92 firings) ' disapproval', # discredit (88 firings) ' discredit', # reluct (85 firings) ' reluctance', # intimidate (81 firings) ' intimidate', # out (78 firings) ' Outer', # robbin (75 firings) ' Robbins', # hamper (71 firings) ' hampered', # forb (70 firings) ' forb', # caution (67 firings) ' cautioned', # hind (66 firings) ' hinder', # ridicule (63 firings) ' ridicule', # inar (52 firings) 'inar', # haunt (50 firings) ' Haunted', # hau (49 firings) ' Hau', # leaflet (48 firings) ' leaflets', # dispel (46 firings) ' dispel', # displeasure (42 firings) ' displeasure', # furthe (38 firings) ' furthe', # bara (38 firings) 'bara', # disband (37 firings) ' disbanded', # frust (36 firings) ' frust', # intimidat (36 firings) ' intimidated', # demor (35 firings) ' demoral', # dissu (35 firings) ' dissu', # hinder (32 firings) ' hindered', # foliage (32 firings) ' foliage', # impede (31 firings) ' impede', # discour (27 firings) ' discour', # inhibit (27 firings) ' inhibits', ' inhibited', # deprecat (22 firings) ' deprecated', # inhib (21 firings) ' inhib', # scrim (18 firings) ' scrim', # spor (17 firings) ' spor', # preclude (14 firings) ' preclude', # anecd (9 firings) ' anecd', # ullivan (8 firings) 'ullivan', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'dismay-family', 1 def prog_L02F21229(input_tokens): """41 token families, 43 surface forms (train F1 of the uncapped optimum: 0.787). Fires at 3,952 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "Derby" and related terms""" # --- end external annotation --- fire = { # derby (321 firings) ' Derby', ' derby', # rivalry (152 firings) ' rivalry', # essex (145 firings) ' Essex', # strat (142 firings) ' Strat', # arbitra (141 firings) ' arbitration', # norri (135 firings) ' Norris', # affle (125 firings) 'affle', # der (125 firings) 'Der', # mad (118 firings) ' Madness', # windsor (105 firings) ' Windsor', # orn (96 firings) 'ORN', # dart (94 firings) ' dart', ' darts', # berkshire (88 firings) ' Berkshire', # reev (88 firings) ' Reeves', # rock (78 firings) ' Rocks', # dodge (69 firings) ' dodge', # shale (66 firings) ' shale', # ryd (63 firings) ' Ryder', # brokerage (49 firings) ' brokerage', # dirt (47 firings) ' Dirt', # swing (39 firings) ' Swing', # disco (38 firings) ' Disco', # battle (38 firings) 'battle', # slug (37 firings) ' Slug', # commando (37 firings) ' Commando', # roll (36 firings) ' Roller', # rogue (35 firings) 'Rogue', # mustard (34 firings) ' mustard', # iston (34 firings) 'iston', # piston (31 firings) ' piston', # drill (30 firings) ' Drill', # drift (29 firings) ' Drift', # mayhem (29 firings) ' Mayhem', # craw (27 firings) ' Craw', # dyed (26 firings) ' dyed', # stagger (25 firings) ' staggered', # quake (22 firings) ' Quake', # dit (18 firings) 'dit', # berk (17 firings) ' Berks', # drawn (16 firings) ' Drawn', # filt (12 firings) 'Filter', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'derby-family', 1 def prog_L02F21230(input_tokens): """25 token families, 25 surface forms (train F1 of the uncapped optimum: 0.901). Fires at 1,952 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the name "Mick," particularly in contexts of significance or prominence""" # --- end external annotation --- fire = { # mick (186 firings) ' Mick', # pas (147 firings) ' Pas', # joan (124 firings) ' Joan', # dirty (103 firings) ' Dirty', # carolyn (102 firings) ' Carolyn', # meadow (97 firings) ' Meadows', # mighty (97 firings) ' Mighty', # hick (91 firings) ' Hick', # wick (89 firings) ' Wick', # monk (72 firings) ' Monk', # you (66 firings) 'YOU', # nes (59 firings) ' Ness', # annel (52 firings) 'annel', # peg (52 firings) ' peg', # hau (52 firings) ' Hau', # bloat (52 firings) ' bloated', # morton (49 firings) ' Morton', # mic (48 firings) ' MIC', # klau (42 firings) ' Klaus', # oky (42 firings) 'oky', # ul (39 firings) 'Ul', # neck (25 firings) ' Neck', # syd (18 firings) ' Syd', # iband (7 firings) 'iband', # esm (6 firings) 'esm', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'mick-family', 1 def prog_L02F21231(input_tokens): """24 token families, 27 surface forms (train F1 of the uncapped optimum: 0.868). Fires at 2,555 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to hesitation or unwillingness to act""" # --- end external annotation --- fire = { # reluctant (285 firings) ' reluctant', ' reluctantly', # enthusiast (200 firings) ' enthusiastic', # pivot (167 firings) ' pivotal', # unwill (139 firings) ' unwilling', # understandab (128 firings) ' understandably', # resist (128 firings) ' resisted', # resistant (106 firings) ' resistant', # unwitt (97 firings) ' unwittingly', ' unwitting', # wary (97 firings) ' wary', # tempt (90 firings) ' tempted', # reluct (87 firings) ' reluctance', ' reluct', # hesitant (86 firings) ' hesitant', # icent (71 firings) 'icent', # hesita (60 firings) ' hesitation', # discourage (59 firings) ' discourage', # impract (56 firings) ' impractical', # startl (54 firings) ' startled', # reneg (49 firings) ' reneg', # unwilling (46 firings) ' unwillingness', # timid (40 firings) ' timid', # udg (34 firings) 'udging', # unconscious (25 firings) ' unconsciously', # itant (18 firings) 'itant', # hesitat (17 firings) ' hesitated', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'reluctant-family', 1 def prog_L02F21233(input_tokens): """50 token families, 52 surface forms (train F1 of the uncapped optimum: 0.768). Fires at 4,834 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms associated with cardiovascular health and diseases""" # --- end external annotation --- fire = { # heart (569 firings) ' heart', # cholesterol (134 firings) ' cholesterol', # santiago (130 firings) ' Santiago', # cardiac (128 firings) ' cardiac', # cardiovascular (113 firings) ' cardiovascular', # metabol (110 firings) ' metabolic', # longev (109 firings) ' longevity', # avin (92 firings) 'avin', # fatty (90 firings) ' fatty', # vd (85 firings) 'VD', # conrad (82 firings) ' Conrad', # vi (77 firings) ' vi', # jacqu (77 firings) ' Jacqu', # lung (74 firings) ' lungs', # physiolog (73 firings) ' physiological', # heartbeat (69 firings) ' heartbeat', # clot (61 firings) ' clot', # cannabinoid (58 firings) ' cannabinoid', ' cannabinoids', # hei (54 firings) 'hei', # arter (49 firings) ' arteries', # artery (49 firings) ' artery', # cig (49 firings) ' Cig', # cad (48 firings) ' CAD', # biomed (46 firings) ' biomedical', # annabin (45 firings) 'annabin', # antioxidant (43 firings) ' antioxidant', ' antioxidants', # vanguard (42 firings) ' Vanguard', # ricular (42 firings) 'ricular', # marit (42 firings) ' marital', # bitcoin (39 firings) 'bitcoin', # aspirin (39 firings) ' aspirin', # lip (38 firings) 'lip', # hi (38 firings) ' HI', # autonom (35 firings) ' autonom', # vas (35 firings) ' vas', # bmi (35 firings) ' BMI', # hyperten (34 firings) ' hypertension', # pulmonary (34 firings) ' pulmonary', # marg (33 firings) ' marg', # vascular (31 firings) ' vascular', # aggrega (30 firings) ' aggregation', # biochem (29 firings) ' biochemical', # cardio (28 firings) ' cardio', # 316 (28 firings) '316', # analg (27 firings) ' analges', # aerob (26 firings) ' aerobic', # lv (26 firings) ' LV', # interperson (25 firings) ' interpersonal', # coronary (24 firings) ' coronary', # athe (24 firings) ' athe', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'heart-family', 1 def prog_L02F21234(input_tokens): """12 token families, 16 surface forms (train F1 of the uncapped optimum: 0.829). Fires at 2,815 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "packed." """ # --- end external annotation --- fire = { # pack (1,239 firings) ' packed', ' packing', 'packed', 'packing', ' PACK', # pump (133 firings) ' pumped', # strapp (128 firings) ' strapped', # aped (127 firings) 'aped', # burst (108 firings) ' bursting', # desert (90 firings) ' deserted', # cramm (88 firings) ' crammed', # sle (53 firings) ' Sle', # cram (51 firings) ' cram', # jamm (47 firings) ' jammed', # padd (18 firings) ' padded', # shatter (17 firings) ' Shattered', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'pack-family', 1 def prog_L02F21235(input_tokens): """48 token families, 50 surface forms (train F1 of the uncapped optimum: 0.816). Fires at 6,819 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the word "relentless" and its variations""" # --- end external annotation --- fire = { # furi (274 firings) ' furious', # unleash (227 firings) ' unleashed', # wag (214 firings) ' waging', ' waged', # specific (164 firings) ' specifics', # relentles (158 firings) ' relentless', # exhaust (144 firings) ' exhaustive', ' exhausting', # intensif (143 firings) ' intensified', # rigor (129 firings) ' rigorous', # barrage (128 firings) ' barrage', # mantra (117 firings) ' mantra', # onslaught (115 firings) ' onslaught', # orchestrat (112 firings) ' orchestrated', # ruthles (100 firings) ' ruthless', # crusade (98 firings) ' crusade', # punish (96 firings) ' punishing', # relentless (91 firings) ' relentlessly', # mercury (89 firings) ' mercury', # unstopp (87 firings) ' unstoppable', # dogg (87 firings) ' dogged', # obsess (87 firings) ' obsessive', # inex (84 firings) ' inex', # ce (84 firings) ' ce', # whirlwind (81 firings) ' whirlwind', # inces (78 firings) ' incess', # humid (78 firings) ' humidity', # hord (77 firings) ' hordes', # unrel (76 firings) ' unrel', # indiscrim (73 firings) ' indiscrim', # feroci (73 firings) ' ferocious', # obses (73 firings) ' obsess', # unfor (72 firings) ' unfor', # fearles (66 firings) ' fearless', # vitri (64 firings) ' vitri', # venge (63 firings) ' vengeance', # merciles (61 firings) ' merciless', # meticulous (61 firings) ' meticulously', # unrem (60 firings) ' unrem', # negativ (58 firings) ' negativity', # maniac (55 firings) ' maniac', # tireless (54 firings) ' tirelessly', # meticul (53 firings) ' meticulous', # retribu (52 firings) ' retribution', # force (50 firings) ' forceful', # continu (47 firings) ' continual', # fum (47 firings) ' fumes', # blind (43 firings) ' blindly', # mindles (38 firings) ' mindless', # ruth (37 firings) ' ruth', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'furi-family', 1 def prog_L02F21236(input_tokens): """17 token families, 18 surface forms (train F1 of the uncapped optimum: 0.910). Fires at 1,598 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of "Ir" as a key identifier or subject""" # --- end external annotation --- fire = { # ir (329 firings) ' Ir', 'Ir', # irma (156 firings) ' Irma', # irvine (145 firings) ' Irvine', # shirley (94 firings) ' Shirley', # irrit (79 firings) ' irrit', # persu (76 firings) ' persu', # fir (73 firings) ' Fir', # irwin (62 firings) ' Irwin', # aly (56 firings) ' Aly', # obst (53 firings) ' obst', # irriga (52 firings) ' irrigation', # bid (50 firings) ' Bid', # indef (39 firings) ' indef', # sponge (38 firings) ' Sponge', # irrad (27 firings) ' irrad', # irrig (20 firings) ' irrig', # indust (6 firings) ' Indust', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ir-family', 1 def prog_L02F21237(input_tokens): """45 token families, 49 surface forms (train F1 of the uncapped optimum: 0.879). Fires at 2,828 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the Worker Party (WP) and related discussions""" # --- end external annotation --- fire = { # wordpres (287 firings) ' WordPress', 'wordpress', # wp (249 firings) 'WP', ' WP', 'wp', # pau (100 firings) ' Pau', # qua (99 firings) 'qua', # sofa (86 firings) ' sofa', # word (86 firings) 'Word', # wick (85 firings) ' wicked', # spa (85 firings) ' Spa', # woo (84 firings) ' Woo', # bp (76 firings) 'BP', # kp (75 firings) ' KP', # yne (72 firings) 'yne', # app (66 firings) 'apps', # wynne (66 firings) ' Wynne', # untrue (65 firings) ' untrue', # izarre (57 firings) 'izarre', # appy (53 firings) 'appy', # wm (47 firings) 'WM', 'wm', # rieg (44 firings) 'rieg', # witz (40 firings) 'witz', # ickle (40 firings) 'ickle', # 920 (39 firings) ' 920', # vk (39 firings) ' VK', # ph (38 firings) ' pH', # phosphoru (38 firings) ' phosphorus', # qv (37 firings) 'qv', # kb (37 firings) 'KB', # lp (36 firings) 'lp', # pw (35 firings) ' PW', # osp (35 firings) 'OSP', # cw (33 firings) 'CW', # wb (29 firings) 'wb', # ws (29 firings) 'Ws', # nifty (29 firings) ' nifty', # wl (26 firings) 'wl', # bonu (20 firings) 'Bonus', # love (20 firings) ' Lovely', # phosphate (17 firings) ' phosphate', # withstand (15 firings) 'withstanding', # dw (14 firings) ' dw', # wip (14 firings) ' wip', # 905 (12 firings) '905', # 725 (12 firings) '725', # 925 (12 firings) '925', # wx (8 firings) 'wx', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'wordpres-family', 1 def prog_L02F21238(input_tokens): """28 token families, 37 surface forms (train F1 of the uncapped optimum: 0.791). Fires at 3,744 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to survival, particularly in a biological or existential context""" # --- end external annotation --- fire = { # surviv (786 firings) ' survival', ' Survival', ' surviv', ' Surviv', # survivor (320 firings) ' survivor', ' Survivor', # surv (200 firings) 'Surv', ' Survive', ' Surv', 'surv', ' surv', # preserva (147 firings) ' preservation', # salva (121 firings) ' Salvation', ' salvation', # longev (109 firings) ' longevity', # cpr (87 firings) ' CPR', # death (83 firings) 'death', # omsday (76 firings) 'omsday', # fun (73 firings) ' funer', # persist (68 firings) ' persistence', # reelec (67 firings) ' reelection', # initia (52 firings) ' initiation', # umm (52 firings) 'ummies', # pup (50 firings) ' pup', # altru (49 firings) ' altru', # insula (49 firings) ' insulation', # lif (43 firings) ' lifes', # relaxa (43 firings) ' relaxation', # perish (27 firings) ' perish', # propaga (23 firings) ' propagation', # simula (22 firings) ' Simulation', # luck (19 firings) 'Luck', # retion (18 firings) 'retion', # subsist (15 firings) ' subsistence', # sar (15 firings) ' SAR', # respawn (14 firings) ' respawn', # rational (11 firings) ' rationality', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'surviv-family', 1 def prog_L02F21239(input_tokens): """26 token families, 32 surface forms (train F1 of the uncapped optimum: 0.901). Fires at 3,817 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: specific names or terms related to people or characters""" # --- end external annotation --- fire = { # ert (1,261 firings) 'ert', 'ERT', # vert (403 firings) 'vert', ' Vert', 'Vert', # assert (171 firings) ' assert', 'assert', # inaug (147 firings) ' inaug', # rut (120 firings) ' Rut', # cert (117 firings) 'cert', 'Cert', ' Cert', # hert (96 firings) ' Hert', # arten (88 firings) 'arten', # reet (83 firings) 'reet', # kind (77 firings) ' Kinder', # chall (72 firings) 'chall', # ownt (70 firings) 'ownt', # oler (61 firings) 'oler', # crate (61 firings) ' crate', # arent (60 firings) 'arent', # zek (56 firings) 'zek', # hast (56 firings) ' hast', # ett (49 firings) 'etts', # zig (49 firings) ' Zig', # pert (39 firings) ' pert', # sust (39 firings) ' sust', # ē (23 firings) 'ē', # ertil (22 firings) 'ertility', # tert (21 firings) ' tert', # pport (14 firings) 'pport', # ascert (12 firings) ' ascert', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ert-family', 1 def prog_L02F21241(input_tokens): """49 token families, 50 surface forms (train F1 of the uncapped optimum: 0.866). Fires at 5,676 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the name "Caroline" and similar variations""" # --- end external annotation --- fire = { # rac (391 firings) ' Racing', # ador (180 firings) 'ador', # carrie (159 firings) ' Carrie', # bone (150 firings) 'bone', # norwich (140 firings) ' Norwich', # caroline (138 firings) ' Caroline', # bomb (136 firings) ' bombings', # candy (135 firings) ' Candy', # produc (133 firings) ' Producer', # ivan (129 firings) 'ivan', # cann (129 firings) ' Cann', ' cann', # amon (126 firings) 'amon', # oline (123 firings) 'oline', # carbon (118 firings) 'carbon', # orie (109 firings) 'orie', # carniv (104 firings) ' Carnival', # carolyn (103 firings) ' Carolyn', # olivia (100 firings) ' Olivia', # rockefell (98 firings) ' Rockefeller', # railroad (91 firings) ' Railroad', # obile (87 firings) 'obile', # recon (84 firings) ' Recon', # liv (76 firings) 'liv', # cane (72 firings) ' cane', # create (72 firings) 'create', # enary (70 firings) 'enary', # elena (69 firings) ' Elena', # carn (61 firings) ' Carn', # paperback (60 firings) ' paperback', # pasc (60 firings) ' Pascal', # cellular (59 firings) ' Cellular', # alcohol (59 firings) 'alcohol', # olyn (59 firings) 'olyn', # contracept (57 firings) ' contraceptives', # ogenesi (57 firings) 'ogenesis', # pamphlet (51 firings) ' pamphlet', # cancell (51 firings) ' cancell', # brokerage (49 firings) ' brokerage', # isin (42 firings) 'isin', # obil (40 firings) 'obiles', # uana (39 firings) 'uana', # vette (36 firings) 'vette', # expl (34 firings) ' expl', # regenerate (33 firings) ' regenerate', # ocide (32 firings) 'ocide', # obin (31 firings) 'obin', # caravan (30 firings) ' caravan', # bolshevik (26 firings) ' Bolshevik', # procedure (23 firings) ' Procedure', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'rac-family', 1 def prog_L02F21242(input_tokens): """20 token families, 28 surface forms (train F1 of the uncapped optimum: 0.717). Fires at 3,371 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the term "Cast" referring to a specific entity or character""" # --- end external annotation --- fire = { # cast (1,693 firings) ' cast', ' Cast', 'cast', 'Cast', ' casts', 'CAST', 'casts', ' Casting', # ast (232 firings) 'AST', # opera (132 firings) ' Opera', # volcan (128 firings) ' volcanic', # done (123 firings) ' Done', 'Done', # watch (109 firings) 'WATCH', # ecast (90 firings) 'ecast', # xvi (73 firings) ' XVI', # م (71 firings) 'م', # sod (55 firings) ' Sod', # shin (53 firings) ' Shining', # cue (45 firings) ' Cue', # bust (43 firings) ' Bust', # cull (25 firings) ' Cull', # isod (25 firings) 'isodes', # consent (23 firings) ' Consent', # cub (21 firings) 'Cub', # tant (13 firings) ' Tant', # kard (12 firings) ' Kard', # ► (12 firings) '►', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'cast-family', 1 def prog_L02F21243(input_tokens): """33 token families, 41 surface forms (train F1 of the uncapped optimum: 0.792). Fires at 2,999 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to HTML""" # --- end external annotation --- fire = { # html (614 firings) ' HTML', ' html', 'HTML', # http (235 firings) ' HTTP', 'HTTP', # php (130 firings) ' PHP', # json (115 firings) ' JSON', 'JSON', # insane (83 firings) ' insanely', # webpage (82 firings) ' webpage', # inline (75 firings) ' inline', 'inline', # formatt (69 firings) ' formatting', ' formatted', # shameles (65 firings) ' shameless', # snippet (63 firings) ' snippets', # ebook (59 firings) ' eBook', # ht (55 firings) ' HT', # xml (54 firings) ' XML', # markup (46 firings) ' markup', # javascript (43 firings) ' javascript', # svg (38 firings) ' SVG', # utf (34 firings) 'UTF', ' UTF', 'utf', # tiny (26 firings) 'tiny', # --> (25 firings) ' -->', # eps (23 firings) ' EPS', # matical (21 firings) 'matically', # !-- (20 firings) '!--', # α (19 firings) ' α', # unint (19 firings) ' unint', # mpeg (19 firings) ' MPEG', # tex (15 firings) 'TeX', # input (15 firings) 'input', # tml (14 firings) 'tml', # ele (12 firings) 'Element', # md (11 firings) ' md', # (< (11 firings) ' (<', # ## (9 firings) '##', # ivariate (8 firings) 'ivariate', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'html-family', 1 def prog_L02F21244(input_tokens): """20 token families, 25 surface forms (train F1 of the uncapped optimum: 0.749). Fires at 2,218 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: words related to implications or causation""" # --- end external annotation --- fire = { # impl (365 firings) ' impl', 'impl', ' Impl', 'Impl', # ferv (120 firings) ' ferv', # conspir (105 firings) ' conspir', # implant (105 firings) ' implants', ' implanted', # collaps (94 firings) ' collapsing', # beg (90 firings) ' beg', # oric (88 firings) 'oric', # inex (83 firings) ' inex', # struct (68 firings) 'struct', # script (60 firings) ' Script', # repl (60 firings) 'repl', # patriarch (58 firings) ' patriarch', # annot (52 firings) 'annot', # physician (42 firings) ' Physicians', # fn (23 firings) ' fn', # recomm (22 firings) ' recomm', # proph (20 firings) ' prophes', # quest (20 firings) ' QUEST', # /// (7 firings) '///', ' ///', # scourge (6 firings) ' Scourge', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'impl-family', 1 def prog_L02F21245(input_tokens): """29 token families, 33 surface forms (train F1 of the uncapped optimum: 0.712). Fires at 4,609 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of supermarkets and related terms""" # --- end external annotation --- fire = { # supermarket (426 firings) ' supermarket', ' supermarkets', # shopp (235 firings) ' shoppers', # food (203 firings) ' Foods', # shop (118 firings) 'shop', 'Shop', # bookstore (115 firings) ' bookstore', # usda (103 firings) ' USDA', # costco (103 firings) ' Costco', # grocer (102 firings) ' groceries', # market (98 firings) ' Markets', 'markets', # publish (95 firings) ' Publisher', # tabloid (90 firings) ' tabloid', # cosmetic (84 firings) ' cosmetics', # nursery (82 firings) ' nursery', # microwave (82 firings) ' microwave', # kosh (78 firings) ' kosher', # tes (78 firings) ' Tes', 'Tes', # cafeteria (72 firings) ' cafeteria', # landfill (72 firings) ' landfill', # etchup (71 firings) 'etchup', # mailbox (60 firings) ' mailbox', # van (58 firings) ' vans', # stockpile (55 firings) ' stockpile', # cellar (46 firings) ' cellar', # caf (45 firings) ' Café', # pharmac (41 firings) ' pharmacies', # warehous (36 firings) ' warehouses', # optimum (33 firings) ' optimum', # shampoo (32 firings) ' shampoo', # groc (20 firings) ' grocer', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'supermarket-family', 1 def prog_L02F21247(input_tokens): """50 token families, 50 surface forms (train F1 of the uncapped optimum: 0.829). Fires at 6,704 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the name "Roland" and its related contexts""" # --- end external annotation --- fire = { # rodrigo (266 firings) ' Rodrigo', # rugg (155 firings) ' rugged', # nottingham (147 firings) ' Nottingham', # wood (138 firings) 'Wood', # roland (127 firings) ' Roland', # oland (123 firings) 'oland', # jah (120 firings) 'jah', # ohn (111 firings) 'ohn', # marcel (101 firings) ' Marcel', # sen (99 firings) ' sens', # vij (99 firings) ' Vij', # nard (90 firings) 'nard', # mn (90 firings) ' MN', # yamaha (85 firings) ' Yamaha', # acio (85 firings) 'acio', # tek (83 firings) ' Tek', # fs (80 firings) ' FS', # rish (77 firings) 'rish', # ludwig (76 firings) ' Ludwig', # defini (75 firings) 'definition', # sidd (74 firings) ' Sidd', # cial (74 firings) 'cial', # umann (73 firings) 'umann', # audio (72 firings) 'audio', # varg (71 firings) ' Varg', # atel (70 firings) 'atel', # cia (70 firings) 'cia', # mant (69 firings) ' Mant', # quest (64 firings) 'Quest', # alian (63 firings) 'alian', # zel (61 firings) ' Zel', # sage (60 firings) ' Sage', # able (58 firings) ' Able', # eport (57 firings) 'eport', # bane (56 firings) 'bane', # midi (54 firings) ' MIDI', # manual (54 firings) ' manuals', # nia (54 firings) 'nia', # elise (52 firings) ' Elise', # ales (52 firings) ' Aless', # disabl (52 firings) ' disabling', # reyn (50 firings) ' Reyn', # wiley (50 firings) ' Wiley', # wilhelm (50 firings) ' Wilhelm', # farn (49 firings) ' Farn', # sax (49 firings) ' sax', # arella (47 firings) 'arella', # krish (41 firings) ' Krish', # orrect (41 firings) 'orrect', # youtu (37 firings) 'youtu', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'rodrigo-family', 1 def prog_L02F21248(input_tokens): """22 token families, 29 surface forms (train F1 of the uncapped optimum: 0.829). Fires at 4,605 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the word "ire." """ # --- end external annotation --- fire = { # ire (2,060 firings) 'ire', 'ires', ' ire', 'IRE', ' Ire', # tier (195 firings) ' Tier', 'tier', # quire (171 firings) 'quire', 'QUIRE', # maritime (129 firings) ' maritime', # compile (109 firings) ' compile', # dire (107 firings) ' Dire', # lisbon (99 firings) ' Lisbon', # mort (85 firings) ' mort', # compute (80 firings) ' compute', # forge (75 firings) 'Forge', ' Forge', # tire (66 firings) ' Tire', # mare (64 firings) ' Mare', # mire (60 firings) 'mire', # vit (53 firings) ' vit', # iste (53 firings) 'iste', # realm (45 firings) ' Realm', # dare (44 firings) ' Dare', # dominion (33 firings) ' dominion', # io (32 firings) ' io', # maze (26 firings) ' Maze', # oire (15 firings) 'oire', # ao (14 firings) ' Ao', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ire-family', 1 def prog_L02F21249(input_tokens): """7 token families, 9 surface forms (train F1 of the uncapped optimum: 0.854). Fires at 2,106 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: words related to critical elements or reasoning, particularly around the use of "cr" terms""" # --- end external annotation --- fire = { # cr (1,631 firings) ' cr', ' Cr', 'cr', # crane (105 firings) ' crane', # ign (81 firings) ' ign', # crumbl (60 firings) ' crumbling', # appar (48 firings) ' appar', # conglom (35 firings) ' conglomer', # geh (32 firings) ' Geh', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'cr-family', 1 def prog_L02F21250(input_tokens): """45 token families, 50 surface forms (train F1 of the uncapped optimum: 0.768). Fires at 7,294 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to referees in the context of sports""" # --- end external annotation --- fire = { # judg (720 firings) ' judges', ' Judges', # ref (519 firings) ' Ref', 'Ref', # commentator (251 firings) ' commentator', # detect (245 firings) ' detective', # moderator (241 firings) ' moderator', ' moderators', # referee (206 firings) ' referee', # brawl (182 firings) ' brawl', # spectator (168 firings) ' spectators', ' spectator', # judy (121 firings) ' Judy', # refere (120 firings) ' referees', ' refere', # organis (118 firings) ' organisers', # broadcast (111 firings) ' broadcasters', # off (110 firings) ' offic', # announc (93 firings) ' announcer', # promot (93 firings) ' promoter', # wright (84 firings) 'wright', # fullback (78 firings) ' fullback', # mpire (77 firings) 'mpire', # attend (76 firings) ' Attend', # backstage (72 firings) ' backstage', # precinct (72 firings) ' precincts', # impart (67 firings) ' impartial', # subtitl (62 firings) ' subtitles', # uni (61 firings) 'uni', # fireball (58 firings) ' fireball', # reliev (58 firings) ' reliever', # eree (53 firings) 'eree', # arbit (52 firings) ' arbit', # disqualif (52 firings) ' disqualified', # editor (51 firings) 'editor', # steward (51 firings) ' stewards', # presid (51 firings) ' presiding', # fred (51 firings) 'fred', # fou (50 firings) ' fou', # adjud (44 firings) ' adjud', # forc (39 firings) 'forcer', # announ (35 firings) ' announ', # waitres (35 firings) ' waitress', # submit (33 firings) ' Submit', # uner (32 firings) 'uner', # registrar (26 firings) ' Registrar', # shogun (26 firings) ' Shogun', # tie (26 firings) ' Tie', # df (24 firings) 'df', # ihara (22 firings) 'ihara', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'judg-family', 1 def prog_L02F21251(input_tokens): """47 token families, 53 surface forms (train F1 of the uncapped optimum: 0.749). Fires at 5,222 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to biblical texts and concepts, particularly relating to the New Testament""" # --- end external annotation --- fire = { # content (216 firings) ' Content', # fath (167 firings) ' fathers', ' Fathers', # tomb (152 firings) ' tomb', # ataka (139 firings) 'ataka', # chronicl (131 firings) ' Chronicles', # covenant (124 firings) ' Covenant', ' covenant', # incarna (108 firings) ' incarnation', # offspr (106 firings) ' offspring', # sin (103 firings) ' sins', ' Sins', # testa (98 firings) ' Testament', # script (96 firings) 'Script', # ome (94 firings) 'OME', # contradictory (92 firings) ' contradictory', # gospel (85 firings) ' Gospel', # scroll (83 firings) ' Scrolls', # itin (74 firings) ' itiner', # berto (73 firings) 'berto', # diary (71 firings) ' Diary', # alexand (71 firings) ' Alexand', # heon (62 firings) 'heon', # odiac (61 firings) 'odiac', # wrought (60 firings) ' wrought', # act (59 firings) ' Acts', # suff (58 firings) 'suff', # ogic (55 firings) 'ogical', # scripture (49 firings) ' Scripture', # itory (44 firings) 'itory', # crucifix (43 firings) ' crucifix', # sabbath (41 firings) ' Sabbath', # scriptur (40 firings) ' scriptures', ' Scriptures', # apostl (37 firings) ' Apostles', ' apostles', # discipl (35 firings) ' disciples', # psychiatr (34 firings) ' Psychiatric', # ment (34 firings) 'MENTS', # remnant (32 firings) ' remnant', # epist (32 firings) ' epist', # afterlife (32 firings) ' afterlife', # etim (30 firings) 'etimes', # trilogy (29 firings) ' Trilogy', # ospel (28 firings) 'ospels', 'ospel', # aeu (25 firings) 'aeus', # ist (24 firings) 'istence', # savior (24 firings) ' Savior', # ben (22 firings) ' Bened', # ascii (21 firings) ' ASCII', # pedia (21 firings) 'pedia', # ibl (18 firings) 'iblical', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'content-family', 1 def prog_L02F21253(input_tokens): """15 token families, 17 surface forms (train F1 of the uncapped optimum: 0.814). Fires at 1,443 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "mat" """ # --- end external annotation --- fire = { # mat (325 firings) ' mat', ' mats', # knot (122 firings) ' knot', # vine (86 firings) ' vine', # antam (75 firings) 'antam', # matrix (65 firings) ' matrix', # proven (64 firings) 'proven', # clot (61 firings) ' clot', # pu (60 firings) ' pu', 'pu', # nont (50 firings) ' nont', # cum (34 firings) ' cum', # patriarchy (33 firings) ' patriarchy', # membrane (31 firings) ' membrane', # cyt (26 firings) ' cyt', # vin (23 firings) ' vines', # ric (13 firings) 'rices', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'mat-family', 1 def prog_L02F21254(input_tokens): """27 token families, 36 surface forms (train F1 of the uncapped optimum: 0.250). Fires at 51,918 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to urination and its consequences""" # --- end external annotation --- fire = { # ing (3,279 firings) 'ing', 'ings', 'inging', 'ingers', # ed (1,406 firings) 'ed', # ling (814 firings) 'ling', # ion (649 firings) 'ions', 'ion', 'ioned', # led (606 firings) 'led', # est (597 firings) 'est', 'ested', 'esting', # ation (584 firings) 'ation', # nes (463 firings) 'ness', # les (461 firings) 'les', # ity (409 firings) 'ity', # board (345 firings) 'board', 'boarding', # bed (334 firings) 'bed', # ging (313 firings) 'ging', # ble (296 firings) 'ble', 'bles', # ting (274 firings) 'ting', # hed (237 firings) 'hed', # ming (219 firings) 'ming', # ps (200 firings) 'ps', # king (199 firings) 'king', # ted (173 firings) 'ted', # ged (167 firings) 'ged', # bing (163 firings) 'bing', # che (154 firings) 'ches', # ening (148 firings) 'ening', # ured (143 firings) 'ured', # ups (143 firings) 'ups', # ms (137 firings) 'ms', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ing-family', 1 def prog_L02F21255(input_tokens): """48 token families, 51 surface forms (train F1 of the uncapped optimum: 0.794). Fires at 6,477 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to defamation and negative characterizations""" # --- end external annotation --- fire = { # false (217 firings) ' falsely', # slur (217 firings) ' slurs', ' slur', # inaccurate (174 firings) ' inaccurate', # dubi (168 firings) ' dubious', # discredit (168 firings) ' discredit', ' discredited', # hate (130 firings) ' hateful', # hur (109 firings) ' hur', # smear (106 firings) ' smear', # crusade (101 firings) ' crusade', # saint (101 firings) ' saint', ' saints', # witch (101 firings) ' witch', # hysteria (98 firings) ' hysteria', # dispar (97 firings) ' dispar', # brigade (93 firings) ' brigade', # hurl (93 firings) ' hurled', # libel (91 firings) ' libel', # falsehood (90 firings) ' falsehood', # ludicr (81 firings) ' ludicrous', # bash (79 firings) ' bashing', # derogatory (77 firings) ' derogatory', # vile (77 firings) ' vile', # scourge (76 firings) ' scourge', # disinforma (73 firings) ' disinformation', # accus (71 firings) ' accuser', # thin (69 firings) ' thinly', # unfound (68 firings) ' unfounded', # marginal (68 firings) ' marginalized', # untrue (65 firings) ' untrue', # vil (63 firings) ' vil', # featur (59 firings) 'Featured', # shov (59 firings) ' shoved', # baseles (57 firings) ' baseless', # sack (57 firings) ' Sack', # ridicul (57 firings) ' ridiculed', # caricature (56 firings) ' caricature', # tireless (54 firings) ' tirelessly', # dismiss (51 firings) ' dismissive', # despic (49 firings) ' despicable', # skinn (49 firings) 'skinned', # sland (48 firings) ' slander', # sled (47 firings) ' sled', # slime (47 firings) ' slime', # orat (46 firings) 'orative', # flatter (45 firings) ' flattering', # "" (44 firings) ' ""', # laugh (42 firings) ' laughable', # sock (39 firings) ' sock', # plast (37 firings) ' plaster', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'false-family', 1 def prog_L02F21256(input_tokens): """1 token families, 1 surface forms (train F1 of the uncapped optimum: 0.939). Fires at 39,904 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the presence of a specific character or symbol""" # --- end external annotation --- fire = { # — (35,368 firings) ' —', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '—-family', 1 def prog_L02F21257(input_tokens): """25 token families, 121 surface forms (train F1 of the uncapped optimum: 0.288). Fires at 1,203,236 of 36,786,566 positions. Fires at 3.27% 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: names of people and characters""" # --- end external annotation --- fire = { # � (25,351 firings) '�', # i (8,040 firings) ' I', 'i', ' i', # m (7,296 firings) 'm', ' M', 'M', ' m', ' Mé', ' Mü', # s (7,249 firings) 'S', ' S', ' s', 'és', 'ás', 'ís', # d (6,805 firings) ' D', 'D', 'd', ' d', ' dé', # new (6,352 firings) ' New', ' News', 'new', 'News', ' NEW', # b (5,463 firings) ' B', 'B', 'b', ' b', # u (5,329 firings) ' U', 'u', 'U', ' u', # k (5,048 firings) ' K', 'k', 'K', ' k', # g (4,792 firings) ' G', 'G', 'g', ' g', ' Gö', ' μg', # r (4,666 firings) ' R', 'R', 'r', ' r', 'ré', 'ör', 'ür', 'ér', ' ré', ' Ré', # h (4,508 firings) ' H', 'h', 'H', ' h', # e (4,390 firings) ' E', 'e', 'E', ' e', 'ée', # c (4,366 firings) 'C', ' C', 'c', ' c', 'cé', # f (4,226 firings) ' F', 'F', 'f', ' f', # t (4,191 firings) ' T', 'T', ' t', 'ét', # j (4,060 firings) ' J', 'j', 'J', ' j', # a (3,809 firings) ' A', 'a', 'ía', 'ça', 'ña', # l (3,771 firings) ' L', 'l', 'L', ' l', 'lé', # n (3,734 firings) ' N', 'N', 'n', ' n', 'án', 'én', 'ön', 'ín', # v (3,538 firings) ' V', 'V', 'v', ' v', # state (3,528 firings) ' state', ' State', 'state', 'State', ' STATE', # st (3,448 firings) ' St', 'st', ' st', 'ST', ' ST', 'St', # american (3,435 firings) ' American', ' Americans', 'American', 'Americans', # york (3,226 firings) ' York', ' Yorker', ' Yorkers', 'York', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '�-family', 1 def prog_L02F21258(input_tokens): """45 token families, 60 surface forms (train F1 of the uncapped optimum: 0.533). Fires at 21,121 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to climbing and climbers""" # --- end external annotation --- fire = { # climb (735 firings) ' climbing', ' climb', ' climbed', ' climbers', ' climbs', # trail (639 firings) ' trail', ' trails', ' Trail', # mountain (346 firings) ' mountain', # route (318 firings) ' route', 'Route', # summit (312 firings) ' summit', # hik (230 firings) ' hiking', ' hikers', # peak (169 firings) ' Peak', ' peaks', # glaci (161 firings) ' glacier', ' Glacier', # tall (160 firings) ' tallest', # guid (157 firings) ' guides', ' Guides', 'guided', # stage (146 firings) ' Stage', 'Stage', # rout (143 firings) ' routes', # height (140 firings) ' heights', # stack (137 firings) 'Stack', # altitude (131 firings) ' altitude', # ever (128 firings) ' Everest', # estone (128 firings) 'estone', # sharma (122 firings) ' Sharma', # expedi (121 firings) ' expedition', ' Expedition', # bryce (116 firings) ' Bryce', # board (116 firings) 'boarding', # ski (116 firings) ' skiing', ' ski', # doyle (113 firings) ' Doyle', # ador (113 firings) 'ador', # div (108 firings) ' diving', # harrow (98 firings) ' harrowing', # fro (98 firings) ' Fro', # summ (93 firings) ' summ', # yosemite (93 firings) ' Yosemite', # ancouv (93 firings) 'ancouver', # gymn (92 firings) ' gymn', # apse (92 firings) 'apse', # gopro (90 firings) ' GoPro', # survivor (87 firings) ' Survivor', # astroph (86 firings) ' astroph', # minimalist (84 firings) ' minimalist', # dov (81 firings) ' Dover', # ascent (78 firings) ' ascent', # alp (75 firings) ' Alps', # pine (73 firings) 'pine', # appalachian (72 firings) ' Appalachian', # pack (72 firings) 'packing', # endish (71 firings) 'endish', # shal (70 firings) ' Shal', # bmc (65 firings) ' BMC', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'climb-family', 1 def prog_L02F21261(input_tokens): """7 token families, 10 surface forms (train F1 of the uncapped optimum: 0.626). Fires at 9,990 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the position of Attorney General""" # --- end external annotation --- fire = { # gener (5,585 firings) ' general', ' General', 'General', 'general', # hi (448 firings) 'HI', # uden (60 firings) 'uden', # zin (59 firings) ' Zin', # udeau (58 firings) 'udeau', # advisor (56 firings) ' Advisor', # xvi (37 firings) ' XVI', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'gener-family', 1 def prog_L02F21263(input_tokens): """50 token families, 54 surface forms (train F1 of the uncapped optimum: 0.756). Fires at 10,726 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of specific brands, particularly 'Hut' in relation to Pizza Hut and associated contexts""" # --- end external annotation --- fire = { # belong (324 firings) ' belonging', # rank (213 firings) 'ranking', # grown (185 firings) 'grown', # ppy (170 firings) 'ppy', # kai (152 firings) ' Kai', 'kai', # hut (151 firings) ' Hut', ' hut', # tit (142 firings) ' Tit', # itsu (138 firings) 'itsu', # number (137 firings) ' numbered', ' numbering', 'numbered', # nato (129 firings) ' Nato', # tort (125 firings) ' Tort', # pris (124 firings) 'prising', # ryan (121 firings) 'ryan', # ppe (111 firings) 'ppe', # ipel (104 firings) 'ipel', # ivist (103 firings) 'ivist', # ocalypt (102 firings) 'ocalyptic', # shoot (98 firings) 'shoot', # ien (91 firings) 'iens', # kamp (88 firings) ' Kamp', # pick (87 firings) 'picked', # creep (86 firings) ' creeping', # trickle (83 firings) ' trickle', # facebook (83 firings) 'facebook', # slav (81 firings) ' Slav', # sprung (80 firings) ' sprung', # ivism (80 firings) 'ivism', # unmark (78 firings) ' unmarked', # traumat (76 firings) 'traumatic', # squad (74 firings) ' squads', # tee (72 firings) ' tee', # vigilante (72 firings) ' vigilante', # humanoid (72 firings) ' humanoid', # pod (71 firings) ' pods', # filip (70 firings) ' Filip', # orig (68 firings) 'orig', # judic (64 firings) 'judicial', # desert (64 firings) ' deserted', # throp (61 firings) 'throp', # tac (61 firings) ' Tac', # knit (61 firings) 'knit', # unci (59 firings) 'unci', # heon (57 firings) 'heon', # bark (56 firings) ' barking', # houn (54 firings) 'houn', # sprang (54 firings) ' sprang', # homo (53 firings) ' Homo', # jesuit (53 firings) ' Jesuit', # bunk (50 firings) ' bunk', # urn (49 firings) 'urnal', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'belong-family', 1 def prog_L02F21264(input_tokens): """10 token families, 13 surface forms (train F1 of the uncapped optimum: 0.901). Fires at 3,836 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the word "Minnesota." """ # --- end external annotation --- fire = { # minnesota (1,747 firings) ' Minnesota', 'Minnesota', # minneapoli (485 firings) ' Minneapolis', # min (228 firings) 'MIN', ' MIN', # twin (156 firings) ' Twins', # mn (140 firings) ' MN', 'MN', # pione (115 firings) ' Pioneer', # timberwolv (90 firings) ' Timberwolves', # dul (82 firings) ' Dul', # jona (81 firings) ' Jonas', # oph (42 firings) 'ophers', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'minnesota-family', 1 def prog_L02F21265(input_tokens): """40 token families, 48 surface forms (train F1 of the uncapped optimum: 0.873). Fires at 3,757 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to fire or flames""" # --- end external annotation --- fire = { # flam (564 firings) ' flames', ' Flames', ' flaming', ' Flam', # flame (261 firings) ' flame', ' Flame', 'flame', # fli (196 firings) ' flies', 'flies', # burn (185 firings) ' Burning', 'burning', ' burner', # fiery (171 firings) ' fiery', # relega (130 firings) ' relegation', # firefight (116 firings) ' firefighter', # ako (102 firings) 'ako', # kitty (95 firings) ' Kitty', # boil (93 firings) ' boiling', # ash (91 firings) ' ashes', # lava (87 firings) ' lava', # stove (84 firings) ' stove', # torch (70 firings) ' torch', # blaze (69 firings) ' Blaze', # spark (66 firings) ' sparks', # foam (65 firings) ' foam', # fum (54 firings) ' fumes', # agony (50 firings) ' agony', # coil (50 firings) ' coil', # vap (46 firings) ' vap', # throttle (45 firings) ' throttle', # moth (41 firings) ' moth', # molten (40 firings) ' molten', # orb (37 firings) ' orb', # flicker (37 firings) ' flickering', # stale (35 firings) ' stale', # fly (35 firings) 'flying', # retard (32 firings) ' retard', # valve (32 firings) ' valve', # 666 (31 firings) '666', # page (30 firings) ' PAGE', # heat (25 firings) ' heater', # akra (22 firings) 'akra', # balloon (21 firings) ' Balloon', # flare (17 firings) ' Flare', # chi (17 firings) ' chi', # coffin (14 firings) ' Coffin', # flask (11 firings) ' Flask', # nozzle (10 firings) ' nozzle', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'flam-family', 1 def prog_L02F21266(input_tokens): """49 token families, 50 surface forms (train F1 of the uncapped optimum: 0.815). Fires at 6,454 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the term "Allah" and related proper nouns""" # --- end external annotation --- fire = { # allah (216 firings) 'allah', # iful (210 firings) 'iful', 'ifully', # port (135 firings) 'porting', # abil (117 firings) 'abil', # atell (107 firings) 'atell', # ubb (102 firings) 'ubb', # orthern (101 firings) 'orthern', # ampa (100 firings) 'ampa', # georgian (99 firings) ' Georgian', # establish (98 firings) 'establishment', # apoli (97 firings) 'apolis', # hawai (92 firings) ' Hawai', # ulst (92 firings) ' Ulster', # ο (82 firings) 'ο', # ettle (82 firings) 'ettle', # squash (79 firings) ' squash', # ubby (76 firings) 'ubby', # pay (74 firings) 'payers', # hearty (71 firings) ' hearty', # uku (71 firings) 'uku', # boot (69 firings) ' booted', # otent (67 firings) 'otent', # nes (64 firings) 'NES', # aho (62 firings) 'aho', # ogl (59 firings) 'ogl', # lah (59 firings) 'lah', # enn (55 firings) 'ENN', # atern (55 firings) 'aternal', # emp (54 firings) 'emp', # ues (54 firings) 'UES', # uni (53 firings) ' Uni', # dear (51 firings) ' dearly', # icult (50 firings) 'icult', # undo (50 firings) 'undo', # rament (49 firings) 'rament', # marrow (48 firings) ' marrow', # anan (48 firings) 'anan', # omal (48 firings) 'omal', # mash (44 firings) ' mashed', # ishop (44 firings) 'ishop', # usalem (43 firings) 'usalem', # idespread (41 firings) 'idespread', # eem (40 firings) 'eem', # %" (40 firings) '%"', # stretch (39 firings) 'stretched', # rael (38 firings) 'rael', # cessa (37 firings) ' cessation', # youtu (37 firings) 'youtu', # blob (37 firings) ' blob', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'allah-family', 1 def prog_L02F21269(input_tokens): """26 token families, 27 surface forms (train F1 of the uncapped optimum: 0.731). Fires at 2,340 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "advent" and associated concepts""" # --- end external annotation --- fire = { # advent (229 firings) ' advent', ' Advent', # emerg (180 firings) ' emergence', # demise (148 firings) ' demise', # unct (131 firings) 'unct', # uptick (89 firings) ' uptick', # inces (78 firings) ' incess', # prolifera (69 firings) ' proliferation', # renaiss (67 firings) ' renaissance', # voy (64 firings) ' voy', # omnip (57 firings) ' omnip', # att (55 firings) ' ATT', # inten (49 firings) ' intens', # ubiqu (30 firings) ' ubiqu', # ============ (29 firings) '============', # diligent (28 firings) ' diligent', # enact (28 firings) ' enactment', # ======== (22 firings) '========', # recept (18 firings) ' recept', # relent (17 firings) ' relent', # pilgr (16 firings) ' pilgr', # iss (15 firings) 'issance', # inqui (13 firings) ' Inquis', # was (13 firings) ' Wass', # ustom (12 firings) 'ustomed', # ====== (6 firings) '======', # tanz (6 firings) ' Tanz', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'advent-family', 1 def prog_L02F21270(input_tokens): """8 token families, 11 surface forms (train F1 of the uncapped optimum: 0.122). Fires at 163,851 of 36,786,566 positions. Fires at 0.45% 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: structured profile information and timestamps""" # --- end external annotation --- fire = { # : (12,090 firings) ':', ' :', # ! (2,426 firings) '!', ' !', # ] (842 firings) ']', # ... (589 firings) '...', # i (528 firings) ' i', # # (504 firings) ' #', # so (465 firings) ' So', # > (444 firings) '>', ' >', } token = input_tokens[-1] if token not in fire: return "no match", 0 return ':-family', 1 def prog_L02F21271(input_tokens): """50 token families, 51 surface forms (train F1 of the uncapped optimum: 0.651). Fires at 8,068 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to antivirus software and related security products""" # --- end external annotation --- fire = { # iru (260 firings) 'irus', # viru (215 firings) ' virus', # cybersecur (162 firings) ' cybersecurity', # auga (119 firings) 'auga', # secur (117 firings) 'security', # ipop (106 firings) 'ipop', # iren (103 firings) 'irens', 'iren', # eye (99 firings) 'Eye', # corrup (95 firings) 'corruption', # cola (95 firings) 'Cola', # ifax (93 firings) 'ifax', # lahoma (85 firings) 'lahoma', # izzard (83 firings) 'izzard', # aii (81 firings) 'aii', # airlin (79 firings) ' airliner', # iral (79 firings) 'iral', # afee (74 firings) 'Afee', # ash (72 firings) 'asher', # ill (71 firings) 'illance', # urity (68 firings) 'urity', # aign (65 firings) 'aign', # icator (63 firings) 'icator', # sylvania (62 firings) 'sylvania', # anye (61 firings) 'anye', # enza (60 firings) 'enza', # eware (59 firings) 'eware', # sphere (58 firings) 'Sphere', # ansa (53 firings) 'ansas', # asion (52 firings) 'asion', # phi (49 firings) 'phi', # ervat (49 firings) 'ervative', # alert (47 firings) 'Alert', # inar (47 firings) 'inar', # key (47 firings) 'keyes', # antiv (47 firings) ' antiv', # exe (42 firings) 'exe', # ios (42 firings) 'iOS', # forc (41 firings) 'forcer', # wagen (41 firings) 'wagen', # toxin (39 firings) ' toxin', # warn (38 firings) 'warning', # atellite (38 firings) 'atellite', # encrypt (34 firings) 'encrypted', # oxin (34 firings) 'oxin', # oru (34 firings) 'oru', # acter (31 firings) 'acterial', # arette (31 firings) 'arette', # eor (31 firings) 'eor', # peria (30 firings) 'peria', # rna (29 firings) 'RNA', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'iru-family', 1 def prog_L02F21273(input_tokens): """15 token families, 18 surface forms (train F1 of the uncapped optimum: 0.617). Fires at 7,317 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to corporate executives""" # --- end external annotation --- fire = { # execut (2,315 firings) ' executive', ' executives', # manag (531 firings) ' managers', # boss (261 firings) ' bosses', # ceo (236 firings) ' CEOs', 'CEO', # rank (223 firings) 'ranking', # exec (219 firings) ' exec', ' Exec', # bras (128 firings) ' brass', # ager (116 firings) 'agers', # sts (109 firings) 'sts', # businessmen (80 firings) ' businessmen', # porate (75 firings) 'porate', # grinn (48 firings) ' grinning', # superior (44 firings) ' superiors', # deliberation (40 firings) ' deliberations', # fram (19 firings) 'frames', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'execut-family', 1 def prog_L02F21274(input_tokens): """27 token families, 28 surface forms (train F1 of the uncapped optimum: 0.756). Fires at 2,941 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases indicating exaggeration or extreme states, particularly involving the term "blown." """ # --- end external annotation --- fire = { # blown (427 firings) ' blown', 'blown', # ack (255 firings) 'acked', # rigg (144 firings) ' rigged', # bust (131 firings) ' busted', # rought (121 firings) 'rought', # gone (95 firings) 'gone', # haul (80 firings) ' hauled', # fledg (79 firings) 'fledged', # flo (74 firings) ' flo', # lat (69 firings) ' Latest', # borne (61 firings) ' borne', # ylan (60 firings) 'ylan', # hom (59 firings) ' homer', # bring (51 firings) 'bring', # ump (50 firings) 'umped', # flung (48 firings) ' flung', # terr (48 firings) ' Terr', # afar (47 firings) ' afar', # game (44 firings) ' GAME', # rattl (43 firings) ' rattled', # red (33 firings) 'redible', # urr (33 firings) 'urred', # boob (25 firings) ' boobs', # lar (22 firings) ' LAR', # tit (18 firings) ' tits', # ali (10 firings) ' ali', # uge (9 firings) 'UGE', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'blown-family', 1 def prog_L02F21275(input_tokens): """48 token families, 51 surface forms (train F1 of the uncapped optimum: 0.791). Fires at 4,815 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: specific names or terms associated with bicycles and their comparison to luxury automotive brands""" # --- end external annotation --- fire = { # bull (197 firings) ' Bull', # role (184 firings) ' Role', 'Role', # bott (141 firings) ' Bott', 'Bott', # oval (133 firings) 'oval', # rov (122 firings) ' Rover', # carlo (118 firings) ' Carlo', # subpoen (111 firings) ' subpoen', # mot (106 firings) 'Mot', 'mot', # concept (105 firings) ' Concept', # agne (104 firings) 'agne', # barg (104 firings) ' barg', # borgh (91 firings) 'borgh', # wyn (90 firings) ' Wyn', # wolfgang (89 firings) ' Wolfgang', # nikov (88 firings) 'nikov', # bring (76 firings) 'bring', # lest (74 firings) 'lest', # obyl (73 firings) 'obyl', # lat (72 firings) 'latable', # romeo (71 firings) ' Romeo', # viol (70 firings) ' viol', # christ (69 firings) ' christ', # funk (68 firings) ' Funk', # quila (67 firings) 'quila', # dread (66 firings) ' Dread', # giul (60 firings) ' Giul', # okia (52 firings) 'okia', # iov (51 firings) 'iov', # conserv (51 firings) ' conserv', # brainstorm (49 firings) ' brainstorm', # flag (49 firings) ' Flags', # resusc (48 firings) ' resusc', # rosso (43 firings) 'rosso', # bag (37 firings) 'bags', # surn (35 firings) ' surn', # frankenstein (33 firings) ' Frankenstein', # auld (32 firings) 'auld', # biod (31 firings) ' biod', # stro (31 firings) 'stros', # tag (31 firings) ' TAG', # fernand (29 firings) ' Fernand', # quarrel (26 firings) ' quarrel', # etsk (22 firings) 'etsk', # ythm (22 firings) 'ythm', # []; (20 firings) ' [];', # undai (18 firings) 'undai', # itar (17 firings) 'itars', # awei (17 firings) 'awei', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'bull-family', 1 def prog_L02F21277(input_tokens): """8 token families, 10 surface forms (train F1 of the uncapped optimum: 0.824). Fires at 3,704 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to boys and discussions about their experiences or treatment""" # --- end external annotation --- fire = { # boy (1,575 firings) ' boys', ' Boys', 'boys', # son (342 firings) ' sons', # oys (219 firings) 'oys', # youth (200 firings) ' youths', # ule (130 firings) 'ules', # romeo (78 firings) ' Romeo', # masculin (63 firings) ' masculinity', # naughty (47 firings) ' naughty', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'boy-family', 1 def prog_L02F21278(input_tokens): """37 token families, 53 surface forms (train F1 of the uncapped optimum: 0.792). Fires at 6,444 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "Lead" in various contexts""" # --- end external annotation --- fire = { # lead (1,987 firings) ' lead', 'Lead', ' Lead', 'leading', ' Leaders', 'leader', 'leaders', ' Leading', 'Leader', 'lead', # far (343 firings) 'Far', 'far', # develop (230 firings) 'Develop', 'develop', # metal (173 firings) ' metals', # le (173 firings) ' LE', # leadership (157 firings) ' Leadership', # fail (149 firings) ' Fail', 'fail', 'Fail', # carry (140 firings) 'carry', ' Carry', # ryan (121 firings) 'ryan', # charg (111 firings) 'charging', 'charges', # lish (109 firings) 'lish', # mastermind (105 firings) ' mastermind', # jungle (100 firings) ' Jungle', # gam (99 firings) 'Gam', # associate (96 firings) ' Associate', # leave (96 firings) ' Leave', # bronze (90 firings) ' Bronze', # snip (74 firings) ' Sniper', # ustain (68 firings) 'ustain', # thal (67 firings) 'thal', # remain (65 firings) ' Remain', # influ (64 firings) ' Influence', ' Influ', # keep (58 firings) 'keep', # arsen (49 firings) ' arsenic', # organ (47 firings) 'organic', # liaison (43 firings) ' liaison', # lain (41 firings) 'lain', # intend (38 firings) 'intend', # rouch (37 firings) 'rouch', # inh (37 firings) ' inher', # cs (35 firings) 'Cs', # subordinat (34 firings) ' subordinates', # nurtur (33 firings) ' nurturing', # subcontract (32 firings) ' subcontract', # discus (32 firings) 'Discuss', # submit (30 firings) ' Submit', # _____ (29 firings) '_____', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'lead-family', 1 def prog_L02F21279(input_tokens): """18 token families, 19 surface forms (train F1 of the uncapped optimum: 0.864). Fires at 1,557 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of a specific name, primarily "Gibson." """ # --- end external annotation --- fire = { # gibson (279 firings) ' Gibson', # garrett (150 firings) ' Garrett', # gib (131 firings) ' Gib', # graphene (122 firings) ' graphene', # gibb (101 firings) ' Gibbs', # guitar (89 firings) ' guitars', # cobb (84 firings) ' Cobb', # grap (63 firings) ' grapes', # pagan (49 firings) ' Pagan', # repr (49 firings) ' repr', # 335 (42 firings) '335', ' 335', # rhino (33 firings) ' Rhino', # 336 (26 firings) '336', # tradi (25 firings) ' Tradition', # complex (24 firings) 'complex', # ythm (20 firings) 'ythm', # 363 (15 firings) '363', # 358 (10 firings) '358', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'gibson-family', 1 def prog_L02F21280(input_tokens): """32 token families, 46 surface forms (train F1 of the uncapped optimum: 0.354). Fires at 34,906 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to environmental organizations and activism""" # --- end external annotation --- fire = { # group (3,066 firings) ' group', ' groups', # organ (757 firings) ' organization', ' organisation', # campaign (609 firings) ' campaigners', ' Campaign', ' campaigner', 'Campaign', # activist (527 firings) ' activists', # union (416 firings) ' union', ' unions', # matt (413 firings) ' Matter', ' Matters', # peti (357 firings) ' petition', # tank (311 firings) ' tank', 'tank', # organization (303 firings) ' organizations', ' Organizations', # watch (284 firings) ' Watch', # advocat (279 firings) ' advocates', # 350 (277 firings) ' 350', # test (257 firings) 'testers', 'test', # alli (216 firings) ' Alliance', # against (192 firings) ' Against', # action (183 firings) ' Action', # progres (176 firings) ' Progress', 'Progress', # fight (159 firings) 'fighters', ' Fighters', 'Fight', # month (145 firings) ' Month', # protest (137 firings) ' protesting', # environmentalist (132 firings) ' environmentalists', # advocacy (129 firings) ' advocacy', # for (124 firings) 'forest', # greenpeace (118 firings) ' Greenpeace', # equal (118 firings) ' Equality', # choice (116 firings) 'choice', 'Choice', # peace (107 firings) 'peace', # mobil (100 firings) 'Mobil', # crusade (98 firings) ' crusade', # bust (96 firings) 'busters', # amnesty (96 firings) ' Amnesty', # right (95 firings) 'rights', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'group-family', 1 def prog_L02F21282(input_tokens): """49 token families, 56 surface forms (train F1 of the uncapped optimum: 0.865). Fires at 11,215 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to specific names or entities related to a particular topic, particularly focusing on occurrences of "Ley" and "Gale." """ # --- end external annotation --- fire = { # sourc (396 firings) 'Sources', ' Sources', # angel (337 firings) ' ANGEL', # journ (240 firings) 'Journal', # ila (233 firings) 'ILA', # pastebin (227 firings) ' Pastebin', # county (218 firings) ' COUNTY', # horror (207 firings) ' Horror', # writ (184 firings) ' writ', 'Writ', 'writ', ' Writ', # agar (155 firings) 'agar', # tal (145 firings) ' Tales', # confin (137 firings) ' confined', # lit (137 firings) ' Lit', ' liter', # lantern (128 firings) ' Lantern', ' lantern', # lionel (127 firings) ' Lionel', # ocy (127 firings) 'ocy', # crowley (120 firings) ' Crowley', # edia (119 firings) 'edia', # carlo (118 firings) ' Carlo', # iegel (118 firings) 'iegel', # ن (114 firings) 'ن', # gerry (111 firings) ' Gerry', # illust (111 firings) ' Illust', # gazette (106 firings) ' Gazette', # kier (105 firings) ' Kier', # igel (101 firings) 'igel', # labyrinth (97 firings) ' labyrinth', ' Labyrinth', # kelley (95 firings) ' Kelley', # gerard (91 firings) ' Gerard', # org (88 firings) ' org', # olivi (87 firings) ' Olivier', # cecil (87 firings) ' Cecil', # lori (83 firings) ' Lori', # obar (83 firings) 'obar', # gen (81 firings) ' gener', # libel (81 firings) ' libel', # analysi (81 firings) 'analysis', # ange (80 firings) ' Ange', # igor (80 firings) ' Igor', # weld (78 firings) ' Weld', # lag (77 firings) 'lag', # glean (76 firings) ' glean', # gale (76 firings) ' Gale', # worcest (75 firings) ' Worcester', # alg (75 firings) 'alg', # holo (75 firings) ' Holo', # falsehood (72 firings) ' falsehood', # lymph (71 firings) ' lymph', # ley (62 firings) ' Ley', # gist (62 firings) ' gist', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'sourc-family', 1 def prog_L02F21283(input_tokens): """19 token families, 25 surface forms (train F1 of the uncapped optimum: 0.770). Fires at 3,074 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "Bear." """ # --- end external annotation --- fire = { # bear (1,068 firings) ' bear', ' Bear', 'bear', 'Bear', 'bearing', ' bearings', ' Bearing', # horse (196 firings) ' Horse', # relat (151 firings) ' Related', # lete (108 firings) 'lete', # beav (106 firings) ' Beaver', # boone (100 firings) ' Boone', # panda (75 firings) ' Panda', # fly (75 firings) 'Fly', # ogle (67 firings) 'ogle', # cave (67 firings) ' Cave', # mare (62 firings) ' Mare', # rate (62 firings) ' Rate', # sheep (42 firings) ' Sheep', # bal (41 firings) ' Balance', # owl (36 firings) ' Owl', # coat (22 firings) ' Coat', # fancy (16 firings) ' Fancy', # 875 (13 firings) '875', # 625 (12 firings) '625', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'bear-family', 1 def prog_L02F21284(input_tokens): """16 token families, 18 surface forms (train F1 of the uncapped optimum: 0.840). Fires at 1,658 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to consciousness and awareness""" # --- end external annotation --- fire = { # consci (403 firings) ' conscious', 'conscious', ' Conscious', # beh (124 firings) ' Beh', # ciou (114 firings) 'cious', # collect (78 firings) ' Collective', # nak (76 firings) ' Naked', # think (69 firings) 'thinking', # nath (65 firings) ' Nath', # bee (63 firings) 'bees', # conscious (60 firings) ' consciously', # mind (58 firings) ' mindful', # oblivi (56 firings) ' oblivious', # conscienti (44 firings) ' conscientious', # will (43 firings) ' willingly', # unwitt (26 firings) ' unwitting', # clip (14 firings) 'clip', # aware (9 firings) ' Aware', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'consci-family', 1 def prog_L02F21286(input_tokens): """50 token families, 52 surface forms (train F1 of the uncapped optimum: 0.754). Fires at 11,603 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the concept of recognition or recognizability""" # --- end external annotation --- fire = { # unidentif (340 firings) ' unidentified', # distinct (285 firings) ' distinctive', ' distinctly', # convinc (274 firings) ' convincing', ' convinc', # standout (165 firings) ' standout', # tale (164 firings) 'tale', # recogniz (154 firings) ' recognizable', # handsome (149 firings) ' handsome', # proportion (145 firings) ' proportions', # siz (140 firings) ' sizable', # notice (135 firings) ' noticeable', # unnotic (134 firings) ' unnoticed', # color (117 firings) 'colored', # intimidat (114 firings) ' intimidating', # akable (104 firings) 'akable', # visib (103 firings) ' visibly', # resembl (103 firings) ' resemblance', # cameo (94 firings) ' cameo', # metall (94 firings) ' metallic', # look (89 firings) 'Looks', # wembley (89 firings) ' Wembley', # undergone (87 firings) ' undergone', # vanessa (82 firings) ' Vanessa', # icab (82 firings) 'icably', # unmist (81 firings) ' unmist', # sound (79 firings) 'sounding', # flashy (78 firings) ' flashy', # swast (77 firings) ' swast', # humanoid (74 firings) ' humanoid', # isable (72 firings) 'isable', # demeanor (72 firings) ' demeanor', # pig (71 firings) ' Pig', # inexplic (67 firings) ' inexplicable', # like (66 firings) ' likeness', # menac (66 firings) ' menacing', # undeniab (65 firings) ' undeniably', # pleas (65 firings) ' pleasing', # identifi (62 firings) ' identifiable', # ark (62 firings) 'arkable', # unrecogn (61 firings) ' unrecogn', # iform (61 firings) 'iform', # shal (61 firings) ' Shal', # cade (61 firings) 'cade', # icable (60 firings) 'icable', # noticeab (59 firings) ' noticeably', # catch (59 firings) 'catching', # strik (58 firings) ' strikingly', # size (57 firings) ' sizeable', # mark (56 firings) ' markedly', # izable (55 firings) 'izable', # express (55 firings) ' expressive', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'unidentif-family', 1 def prog_L02F21287(input_tokens): """29 token families, 37 surface forms (train F1 of the uncapped optimum: 0.583). Fires at 9,642 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of podcasts""" # --- end external annotation --- fire = { # podcast (1,118 firings) ' podcast', ' Podcast', ' podcasts', 'podcast', # episode (827 firings) ' episode', 'Episode', # comic (609 firings) ' comics', # sitcom (264 firings) ' sitcom', # host (255 firings) 'host', # listen (252 firings) ' listeners', ' listener', # subreddit (158 firings) ' subreddit', ' subreddits', # itun (144 firings) ' iTunes', # pod (141 firings) ' pod', 'pod', # livestream (125 firings) ' livestream', # showtime (117 firings) ' Showtime', # ebook (115 firings) ' ebook', ' eBook', # cript (113 firings) 'cript', # posium (112 firings) 'posium', # xm (87 firings) 'XM', # camp (75 firings) 'camp', # ixtape (73 firings) 'ixtape', # radio (53 firings) 'radio', # microbiome (52 firings) ' microbiome', # rint (48 firings) 'rint', # ipeg (48 firings) 'ipeg', # odcast (41 firings) 'odcast', # mp (36 firings) ' mp', # cast (35 firings) 'CAST', # comedian (30 firings) ' comedians', # poultry (29 firings) ' poultry', # obook (28 firings) 'obook', # inar (27 firings) 'inar', # itch (26 firings) 'itcher', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'podcast-family', 1 def prog_L02F21290(input_tokens): """2 token families, 3 surface forms (train F1 of the uncapped optimum: 0.763). Fires at 12,433 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: repeated mentions of "weeks." """ # --- end external annotation --- fire = { # week (7,482 firings) ' weeks', ' Weeks', # eks (183 firings) 'eks', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'week-family', 1 def prog_L02F21291(input_tokens): """13 token families, 15 surface forms (train F1 of the uncapped optimum: 0.878). Fires at 14,591 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the prefix "al." """ # --- end external annotation --- fire = { # al (10,473 firings) 'al', 'AL', # uclear (250 firings) 'uclear', # atal (173 firings) 'atal', # cal (153 firings) 'cal', # chal (141 firings) ' Chal', 'chal', # lal (126 firings) ' Lal', # dal (74 firings) 'dal', # shal (70 firings) ' Shal', # tal (69 firings) 'tal', # onal (50 firings) 'onal', # adal (46 firings) 'adal', # alm (45 firings) 'alm', # alam (44 firings) 'alam', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'al-family', 1 def prog_L02F21292(input_tokens): """34 token families, 37 surface forms (train F1 of the uncapped optimum: 0.908). Fires at 2,249 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to potatoes""" # --- end external annotation --- fire = { # potato (483 firings) ' potato', ' potatoes', ' Potato', # vodka (130 firings) ' vodka', # ti (121 firings) 'ti', # fri (110 firings) ' fries', # ulst (91 firings) ' Ulster', # buchanan (90 firings) ' Buchanan', # shiite (81 firings) ' Shiite', # dominion (73 firings) ' Dominion', # ato (72 firings) 'atoes', # 570 (64 firings) ' 570', '570', # presbyterian (63 firings) ' Presbyterian', # transistor (60 firings) ' transistor', # livingston (60 firings) ' Livingston', # saturday (60 firings) ' Saturdays', # turnov (46 firings) ' turnovers', # pea (46 firings) ' peas', # mash (44 firings) ' mashed', # taste (39 firings) ' Taste', # odka (33 firings) 'odka', # potassium (31 firings) ' potassium', # par (29 firings) ' PAR', # term (28 firings) 'Term', # ots (26 firings) 'OTS', # beet (25 firings) ' beet', # starch (23 firings) ' starch', # pit (21 firings) ' PIT', # iodine (19 firings) ' iodine', # otide (12 firings) 'otide', # 486 (12 firings) '486', # tub (10 firings) ' tuber', # put (10 firings) 'puter', # sodium (8 firings) ' Sodium', # 481 (8 firings) '481', # assium (7 firings) 'assium', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'potato-family', 1 def prog_L02F21293(input_tokens): """10 token families, 13 surface forms (train F1 of the uncapped optimum: 0.691). Fires at 5,538 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of vote counts associated with various entities""" # --- end external annotation --- fire = { # vot (1,831 firings) ' votes', ' Votes', 'votes', # ballot (335 firings) ' ballots', # vote (335 firings) ' Vote', 'vote', # che (124 firings) ' cheers', # thumb (111 firings) ' thumbs', # sin (78 firings) ' sins', # precinct (66 firings) ' precincts', # ote (38 firings) 'OTE', # nod (33 firings) ' nods', # glanc (20 firings) ' glances', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'vot-family', 1 def prog_L02F21297(input_tokens): """19 token families, 22 surface forms (train F1 of the uncapped optimum: 0.860). Fires at 4,454 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the term "Valley." """ # --- end external annotation --- fire = { # valley (2,054 firings) ' Valley', ' valley', ' valleys', # province (249 firings) ' Province', # vale (173 firings) ' Vale', 'vale', # basin (121 firings) ' Basin', # marin (121 firings) ' Marin', # peninsula (120 firings) ' Peninsula', # alto (107 firings) ' Alto', # vista (103 firings) ' Vista', # paradise (100 firings) ' Paradise', # olia (98 firings) 'olia', # prairie (75 firings) ' Prairie', # junc (68 firings) ' Junction', # ley (66 firings) 'LEY', # sylvania (61 firings) 'sylvania', # footh (51 firings) ' footh', # val (44 firings) ' VAL', # orporat (39 firings) 'orporated', # min (24 firings) ' Mines', # ashtra (16 firings) 'ashtra', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'valley-family', 1 def prog_L02F21298(input_tokens): """23 token families, 25 surface forms (train F1 of the uncapped optimum: 0.813). Fires at 2,735 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: repeated references to "outfit" in various contexts""" # --- end external annotation --- fire = { # outfit (605 firings) ' outfit', ' outfits', # ond (154 firings) 'OND', # apparel (124 firings) ' apparel', # ensemble (111 firings) ' ensemble', # clad (102 firings) 'clad', # manor (100 firings) ' Manor', # suit (89 firings) ' Suit', # attire (82 firings) ' attire', # pair (80 firings) ' pairing', # itton (78 firings) 'itton', # establish (77 firings) ' Establishment', # mand (71 firings) ' Mandal', # sik (56 firings) ' Sik', # gear (50 firings) 'gear', # param (46 firings) ' Param', 'Param', # fit (45 firings) 'fits', # encia (43 firings) 'encia', # met (29 firings) 'MET', # enchant (26 firings) ' enchant', # !/ (19 firings) '!/', # efeat (18 firings) 'efeated', # jacket (17 firings) ' Jacket', # acer (8 firings) 'acers', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'outfit-family', 1 def prog_L02F21299(input_tokens): """26 token families, 32 surface forms (train F1 of the uncapped optimum: 0.740). Fires at 3,769 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the word "eter" and its various forms or usages in different contexts""" # --- end external annotation --- fire = { # eter (779 firings) 'eter', 'eters', # met (325 firings) ' meter', 'meter', ' Meter', # simp (218 firings) ' Simply', 'Simply', # ter (185 firings) 'TER', # het (130 firings) ' heter', 'heter', # ician (102 firings) 'ician', # thu (97 firings) 'thus', # synth (85 firings) ' synth', # eper (76 firings) 'eper', # ofer (71 firings) 'ofer', # per (65 firings) 'PER', 'pering', # etermin (58 firings) 'etermined', # μ (49 firings) 'μ', # act (43 firings) 'acter', # rosse (41 firings) 'rosse', # acteria (34 firings) 'acteria', # reshold (31 firings) 'reshold', # ifl (31 firings) 'ifled', # property (29 firings) 'Property', # verse (29 firings) 'versely', # sensor (22 firings) ' Sensor', # erv (19 firings) 'erver', # ianc (18 firings) 'iances', # istor (15 firings) 'istor', # det (12 firings) ' Deter', # ens (11 firings) 'enser', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'eter-family', 1