"""GPT-2 SAE last-token programs, layer 6 -- features 02400 to 02499 (100 programs). One function per SAE feature. Grouped 100 to a file so the set stays browsable; the programs themselves are unchanged. """ def prog_L06F02400(input_tokens): """40 token families, 55 surface forms (train F1 of the uncapped optimum: 0.685). Fires at 14,177 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: blank or non-representative sections of text""" # --- end external annotation --- fire = { # og (1,659 firings) 'og', 'OG', ' Og', ' OG', # dog (976 firings) ' Dog', 'dog', ' Dogs', 'Dog', # adventure (348 firings) ' Adventure', 'Adventure', # oz (269 firings) ' Oz', # hog (252 firings) 'hog', ' hog', ' Hog', # fog (227 firings) ' fog', ' Fog', # log (207 firings) 'log', 'LOG', ' LOG', # ogs (204 firings) 'ogs', # oga (189 firings) 'oga', # ogg (181 firings) 'ogging', 'ogged', # ogan (174 firings) 'ogan', # ogue (167 firings) 'ogue', # jag (136 firings) ' Jag', # gam (132 firings) ' Gamer', 'Gamer', # ogo (109 firings) 'ogo', # odo (96 firings) 'odo', # yog (92 firings) ' Yog', ' yog', # backlog (90 firings) ' backlog', # jog (84 firings) ' jog', # bog (75 firings) ' bog', # ggy (75 firings) 'ggy', # bug (73 firings) 'bug', # ogle (71 firings) 'ogle', # addict (71 firings) ' addicts', # traff (70 firings) ' traff', # gi (64 firings) 'GI', # gey (62 firings) 'gey', # **** (62 firings) '****', # ogie (61 firings) 'ogie', # poo (59 firings) ' Poo', # slog (59 firings) ' slog', # roach (58 firings) 'roach', # pig (58 firings) ' Pig', # wag (56 firings) ' Wag', # ogl (56 firings) 'ogl', # atme (50 firings) 'atmeal', # jug (50 firings) ' jug', # ogi (46 firings) 'ogi', # prag (44 firings) ' prag', # iggin (42 firings) 'iggins', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'og-family', 1 def prog_L06F02401(input_tokens): """29 token families, 50 surface forms (train F1 of the uncapped optimum: 0.249). Fires at 127,154 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: descriptive adjectives that highlight positive attributes and significance""" # --- end external annotation --- fire = { # new (5,073 firings) ' new', ' newer', # major (2,655 firings) ' major', 'majority', 'major', # great (2,344 firings) ' great', ' greatest', 'great', ' Greatest', ' GREAT', # big (1,506 firings) ' big', # top (1,271 firings) ' top', ' TOP', # different (1,213 firings) ' different', # important (1,138 firings) ' important', 'important', ' Important', # key (1,130 firings) ' key', # interest (1,091 firings) ' interesting', 'interesting', ' Interesting', # bigg (897 firings) ' biggest', # young (881 firings) ' young', # favorite (861 firings) ' favorite', 'favorite', 'Favorite', # cool (651 firings) ' cool', ' coolest', # unique (649 firings) ' unique', 'unique', # amaz (642 firings) ' amazing', ' amazingly', # fam (615 firings) ' famous', ' Famous', 'famous', # common (614 firings) ' common', # specif (494 firings) ' specific', 'specific', # senior (467 firings) ' senior', # awesome (446 firings) ' awesome', # significant (432 firings) ' significant', # bas (422 firings) ' basic', # excit (412 firings) ' exciting', # prominent (407 firings) ' prominent', # addition (387 firings) ' additional', # profile (386 firings) 'profile', # not (367 firings) ' notable', # success (356 firings) ' successful', 'successful', # icon (340 firings) ' iconic', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'new-family', 1 def prog_L06F02402(input_tokens): """33 token families, 43 surface forms (train F1 of the uncapped optimum: 0.560). Fires at 10,342 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to scholars and scholarly work""" # --- end external annotation --- fire = { # professor (823 firings) ' professor', ' professors', # scholar (757 firings) ' scholars', ' scholar', ' scholarly', ' Scholar', ' Scholars', # academ (512 firings) ' academic', # historian (471 firings) ' historian', ' historians', # philosoph (282 firings) ' philosopher', ' philosophers', # academic (257 firings) ' academics', # stud (216 firings) ' Studies', ' Stud', # intellectu (198 firings) ' intellectual', # research (194 firings) ' researcher', # think (180 firings) ' thinkers', ' thinker', # cler (172 firings) ' cleric', # scholarship (150 firings) ' scholarship', # archaeologist (105 firings) ' archaeologists', # academia (101 firings) ' academia', # brook (91 firings) ' Brookings', # intellectual (72 firings) ' intellectuals', # theolog (70 firings) ' theolog', # ibn (61 firings) ' ibn', ' Ibn', # unesco (58 firings) ' UNESCO', # sch (53 firings) 'sch', # myra (52 firings) 'myra', # ī (49 firings) 'ī', # cleric (48 firings) ' clerics', # disciplinary (42 firings) 'disciplinary', # maul (41 firings) ' Maul', # iologist (41 firings) 'iologist', # edu (40 firings) 'edu', # oph (37 firings) 'opher', # disciplin (37 firings) ' disciplines', # olar (33 firings) 'olars', # adem (33 firings) 'ademic', # orian (30 firings) 'orians', # intellect (27 firings) ' intellect', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'professor-family', 1 def prog_L06F02403(input_tokens): """1 token families, 2 surface forms (train F1 of the uncapped optimum: 0.355). Fires at 137,036 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "and," indicating a focus on conjunctions or connections between ideas""" # --- end external annotation --- fire = { # and (127,862 firings) ' and', ' AND', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'and-family', 1 def prog_L06F02404(input_tokens): """39 token families, 46 surface forms (train F1 of the uncapped optimum: 0.749). Fires at 8,104 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to racism and its manifestations""" # --- end external annotation --- fire = { # racist (1,091 firings) ' racist', 'racist', ' racists', # rac (799 firings) ' racial', ' Rac', 'rac', 'racial', ' Racial', # racism (581 firings) ' racism', # racial (224 firings) ' racially', # supremacist (174 firings) ' supremacist', # genocide (158 firings) ' genocide', # bigotry (143 firings) ' bigotry', # ignorant (135 firings) ' ignorant', # prejudice (135 firings) ' prejudice', # discriminatory (132 firings) ' discriminatory', # savage (129 firings) ' savage', # profil (119 firings) ' profiling', # ricky (116 firings) ' Ricky', # ryan (115 firings) 'ryan', # segrega (114 firings) ' segregation', # rodney (107 firings) ' Rodney', # kkk (100 firings) ' KKK', # intoler (100 firings) ' intolerance', # ignor (96 firings) ' ignorance', # acist (88 firings) 'acist', 'acists', # roof (81 firings) ' Roof', # oppres (81 firings) ' oppression', # apartheid (77 firings) ' apartheid', # segregat (73 firings) ' segregated', # system (71 firings) ' systemic', # immigra (69 firings) 'immigration', # multicultur (68 firings) ' multicultural', # melan (50 firings) ' melan', # prejudic (41 firings) ' prejudices', # tolerant (37 firings) ' tolerant', # igg (37 firings) 'igger', # vile (37 firings) ' vile', # bias (37 firings) ' biases', # ary (36 firings) ' Ary', # implicit (36 firings) ' implicit', # bigot (34 firings) ' bigot', # prejud (31 firings) ' prejud', # moor (29 firings) ' Moor', # retard (21 firings) ' retard', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'racist-family', 1 def prog_L06F02405(input_tokens): """43 token families, 55 surface forms (train F1 of the uncapped optimum: 0.754). Fires at 11,403 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the Tor network or browser""" # --- end external annotation --- fire = { # tor (1,563 firings) ' Tor', 'TOR', 'tor', ' tor', 'Tor', ' TOR', ' Torment', # tur (443 firings) ' Tur', 'Tur', # tab (314 firings) ' Tab', 'Tab', # trent (270 firings) ' Trent', # ridge (248 firings) ' Ridge', # torch (223 firings) ' torch', ' Torch', ' torches', # trevor (210 firings) ' Trevor', # ufo (201 firings) ' UFO', # mot (191 firings) ' Mot', # gat (178 firings) ' Gat', # patterson (173 firings) ' Patterson', # tsa (172 firings) ' TSA', # torr (167 firings) ' Torres', # vpn (152 firings) 'VPN', ' VPN', # kor (151 firings) ' Kor', # elliot (150 firings) ' Elliot', # gavin (138 firings) ' Gavin', # toro (137 firings) ' Toro', # fet (113 firings) ' fet', # rir (111 firings) 'rir', # pist (108 firings) ' Pist', ' pist', # fur (99 firings) ' Fur', # von (94 firings) ' Von', # patreon (93 firings) ' Patreon', # chapel (91 firings) ' Chapel', # osh (88 firings) ' Osh', # onion (86 firings) ' Onion', # iz (72 firings) ' Iz', # parson (70 firings) ' Parsons', # juliet (68 firings) ' Juliet', # torpedo (67 firings) ' torpedo', # torque (65 firings) ' torque', # cor (63 firings) ' Cors', # pi (59 firings) ' PI', # trop (56 firings) ' Trop', # tir (56 firings) ' Tir', # pier (53 firings) ' pier', # cape (52 firings) ' cape', # koz (49 firings) ' Koz', # ora (48 firings) 'oras', # dev (42 firings) ' DeV', # pj (41 firings) ' PJ', # tosh (41 firings) ' Tosh', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'tor-family', 1 def prog_L06F02406(input_tokens): """3 token families, 4 surface forms (train F1 of the uncapped optimum: 0.863). Fires at 18,378 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the letter 'L' in various contexts""" # --- end external annotation --- fire = { # l (15,900 firings) ' L', 'L', # lar (79 firings) ' Lars', # ll (76 firings) ' LL', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'l-family', 1 def prog_L06F02407(input_tokens): """50 token families, 64 surface forms (train F1 of the uncapped optimum: 0.666). Fires at 33,575 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to prohibition and its implications""" # --- end external annotation --- fire = { # regula (700 firings) ' regulation', ' Regulation', 'regulation', # execu (564 firings) ' execution', ' Execution', # destruc (556 firings) ' destruction', ' Destruction', # confirma (553 firings) ' confirmation', # exhibi (543 firings) ' exhibition', ' Exhibition', # legal (453 firings) ' legalization', # prepara (417 firings) ' preparation', # interven (385 firings) ' intervention', # comple (368 firings) ' completion', # repe (357 firings) ' repeal', # preven (343 firings) ' prevention', ' Prevention', # explora (342 firings) ' exploration', ' Exploration', # den (325 firings) ' denial', # accept (322 firings) ' acceptance', # surviv (297 firings) ' survival', ' Survival', # prohibi (295 firings) ' prohibition', ' Prohibition', # refus (287 firings) ' refusal', # reviv (282 firings) ' revival', ' Revival', # restora (262 firings) ' restoration', ' Restoration', # isola (257 firings) ' isolation', # med (241 firings) ' medal', # assassina (233 firings) ' assassination', # preserva (226 firings) ' preservation', ' Preservation', # submis (222 firings) ' submission', ' Submission', # separa (205 firings) ' separation', # rejec (197 firings) ' rejection', # memoir (197 firings) ' memoir', # recep (193 firings) ' reception', # cancella (190 firings) ' cancellation', # anticipa (188 firings) ' anticipation', # censorship (183 firings) ' censorship', # elimina (181 firings) ' elimination', # demoli (175 firings) ' demolition', # conver (169 firings) ' conversion', # revi (166 firings) ' revision', ' Revision', # obstruc (163 firings) ' obstruction', # renew (161 firings) ' renewal', # foreclosure (151 firings) ' foreclosure', # withdraw (151 firings) ' withdrawal', # knockout (150 firings) ' knockout', # restric (138 firings) ' restriction', # endur (133 firings) ' endurance', # negotia (130 firings) ' negotiation', # revers (130 firings) ' reversal', # ven (128 firings) 'vention', # exclu (123 firings) ' exclusion', # segrega (117 firings) ' segregation', # continua (117 firings) ' continuation', # perfec (109 firings) ' perfection', # execution (109 firings) ' executions', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'regula-family', 1 def prog_L06F02408(input_tokens): """25 token families, 31 surface forms (train F1 of the uncapped optimum: 0.228). Fires at 80,569 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: URLs and references to online content""" # --- end external annotation --- fire = { # thank (1,211 firings) ' Thank', # | (1,133 firings) ' |', # show (1,114 firings) ' Show', # invalid (935 firings) ' Invalid', # . (917 firings) ' .', # media (794 firings) ' Media', # read (526 firings) ' Read', 'READ', # http (482 firings) ' https', ' http', # by (481 firings) ' By', # + (463 firings) ' +', # pic (388 firings) ' pic', # updat (352 firings) 'Updated', # © (347 firings) ' ©', '©', # post (335 firings) 'Posted', ' Posted', # : (308 firings) ' :', # etc (279 firings) ' etc', # afp (261 firings) 'AFP', # could (255 firings) ' Could', # copyright (251 firings) ' Copyright', # share (237 firings) ' Share', # … (233 firings) ' …', # stone (227 firings) ' Stone', # video (218 firings) ' Video', 'VIDEO', # • (207 firings) ' •', # plu (202 firings) ' plus', ' PLUS', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'thank-family', 1 def prog_L06F02409(input_tokens): """45 token families, 56 surface forms (train F1 of the uncapped optimum: 0.739). Fires at 15,934 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to social spaces or areas where people gather, particularly lounges""" # --- end external annotation --- fire = { # boulevard (329 firings) ' Boulevard', # ling (304 firings) ' linger', ' ling', ' Ling', # lyn (265 firings) ' Lyn', 'Lyn', # lynn (262 firings) ' Lynn', # drift (261 firings) ' drift', ' drifting', ' drifted', ' Drift', # arlington (220 firings) ' Arlington', # libera (209 firings) ' Liberation', # northw (191 firings) ' northwest', # lounge (187 firings) ' lounge', ' Lounge', # lor (177 firings) ' Lor', # lloyd (165 firings) ' Lloyd', # churchill (164 firings) ' Churchill', # leslie (163 firings) ' Leslie', # lur (158 firings) ' lur', ' Lur', # lake (154 firings) 'lake', # maneuv (153 firings) ' maneuver', ' maneuvers', # ington (152 firings) 'INGTON', # laundry (147 firings) ' laundry', # lieberman (145 firings) ' Lieberman', # linger (142 firings) ' lingering', # allison (131 firings) ' Allison', # leisure (123 firings) ' leisure', # casual (123 firings) ' casually', # luxembourg (121 firings) ' Luxembourg', # remnant (117 firings) ' remnants', ' remnant', # gossip (115 firings) ' gossip', # lingu (113 firings) ' lingu', # lexington (110 firings) ' Lexington', # bellev (110 firings) ' Bellev', # lan (109 firings) ' LAN', # reconnaiss (108 firings) ' reconnaissance', # redmond (106 firings) ' Redmond', # lurk (101 firings) ' lurking', # leigh (99 firings) ' Leigh', # dispar (97 firings) ' dispar', # ryzen (95 firings) ' Ryzen', # dwell (94 firings) ' dwell', # idle (92 firings) ' idle', # ll (92 firings) ' LL', ' ll', # limbo (90 firings) ' limbo', # rav (88 firings) ' rav', # cruis (86 firings) ' cruising', # rejo (85 firings) ' rejo', # picn (83 firings) ' picnic', # langu (77 firings) ' langu', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'boulevard-family', 1 def prog_L06F02410(input_tokens): """33 token families, 41 surface forms (train F1 of the uncapped optimum: 0.515). Fires at 14,158 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to incarceration or imprisonment""" # --- end external annotation --- fire = { # jail (1,189 firings) ' jail', ' jailed', ' jails', # held (967 firings) ' held', # detain (842 firings) ' detained', ' detain', # bann (441 firings) ' banned', # imprison (392 firings) ' imprisoned', ' imprisonment', ' imprison', # hospital (233 firings) ' hospitalized', # prison (221 firings) ' prisoner', ' Prison', 'prison', # deb (201 firings) ' deb', # hous (163 firings) ' housed', # exile (161 firings) ' exile', ' Exile', # sidelin (156 firings) ' sidelined', # confine (148 firings) ' confinement', # sentenc (147 firings) ' sentences', # incarcera (129 firings) ' incarceration', # sonia (114 firings) ' Sonia', # outlaw (108 firings) ' outlawed', # captiv (102 firings) ' captivity', # confin (97 firings) ' confined', # incarcerat (91 firings) ' incarcerated', # chill (84 firings) ' chilling', # shroud (81 firings) ' shrouded', # persecut (80 firings) ' persecuted', # rieve (78 firings) 'rieve', # hang (77 firings) ' hanged', # paralyz (75 firings) ' paralyzed', # exil (69 firings) ' exiled', # disenfranch (69 firings) ' disenfranch', # capt (68 firings) ' captive', # lectur (56 firings) ' lecturer', # implant (55 firings) ' implanted', # alys (47 firings) 'alysed', # enslav (46 firings) ' enslaved', # banish (41 firings) ' banished', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'jail-family', 1 def prog_L06F02411(input_tokens): """6 token families, 9 surface forms (train F1 of the uncapped optimum: 0.728). Fires at 23,561 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases that indicate opposition or resistance to various issues or entities""" # --- end external annotation --- fire = { # against (16,354 firings) ' against', ' Against', 'against', # denounc (226 firings) ' denounced', ' denouncing', # oppose (205 firings) ' oppose', # defeat (109 firings) ' defeating', # defund (89 firings) ' defund', # combat (68 firings) ' combating', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'against-family', 1 def prog_L06F02412(input_tokens): """46 token families, 47 surface forms (train F1 of the uncapped optimum: 0.632). Fires at 7,119 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to commonwealth entities or concepts""" # --- end external annotation --- fire = { # commonwealth (321 firings) ' Commonwealth', # fairfax (236 firings) ' Fairfax', # carol (232 firings) ' Carol', # deceas (172 firings) ' deceased', # call (171 firings) ' Caller', # remaind (171 firings) ' remainder', # caroline (133 firings) ' Caroline', # sunshine (132 firings) ' Sunshine', # vanderbilt (111 firings) ' Vanderbilt', # wealth (99 firings) 'wealth', # victorian (99 firings) ' Victorian', # 365 (96 firings) ' 365', # istrat (93 firings) 'istrates', # constella (92 firings) ' constellation', # comm (91 firings) ' Comm', # commence (88 firings) ' commencement', # beverage (88 firings) ' beverage', # dominion (78 firings) ' Dominion', # mellon (76 firings) ' Mellon', # buckingham (74 firings) ' Buckingham', # spectrum (74 firings) ' Spectrum', # suffolk (72 firings) ' Suffolk', # colleg (67 firings) ' Colleg', # people (58 firings) ' PEOPLE', # duches (56 firings) ' Duchess', # obile (52 firings) 'obile', # cooperat (50 firings) ' Cooperative', # device (49 firings) ' Device', 'Device', # vanguard (42 firings) ' Vanguard', # couri (42 firings) ' Courier', # ella (39 firings) 'ellation', # caucasian (38 firings) ' Caucasian', # all (38 firings) 'allic', # pathfind (38 firings) ' Pathfinder', # citadel (36 firings) ' Citadel', # clave (35 firings) 'clave', # custod (32 firings) ' custod', # buckley (32 firings) ' Buckley', # abulary (30 firings) 'abulary', # stat (29 firings) ' STATES', # treasury (29 firings) ' treasury', # confederacy (29 firings) ' Confederacy', # shine (23 firings) 'shine', # crimson (21 firings) ' crimson', # austr (21 firings) 'Austral', # radiant (18 firings) ' radiant', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'commonwealth-family', 1 def prog_L06F02413(input_tokens): """49 token families, 66 surface forms (train F1 of the uncapped optimum: 0.687). Fires at 19,905 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the concept of "race" or "racial issues." """ # --- end external annotation --- fire = { # vince (266 firings) ' Vince', # trad (232 firings) ' Trad', ' Trader', # osama (225 firings) ' Osama', # sev (217 firings) ' sever', 'sever', ' Sever', # tid (214 firings) ' tid', ' Tid', # tha (207 firings) 'tha', ' tha', # alt (167 firings) 'ALT', # oshi (164 firings) 'oshi', # usl (156 firings) ' USL', # overhead (156 firings) ' overhead', # ando (153 firings) 'ando', # medi (140 firings) ' medi', 'medi', # verb (139 firings) ' verb', ' Verb', 'verb', ' verbs', # salv (135 firings) ' Salv', ' salv', # lieberman (133 firings) ' Lieberman', # verti (131 firings) 'VERTIS', # contr (131 firings) ' contr', ' CONTR', # lowe (129 firings) ' Lowe', # uba (127 firings) 'uba', # issa (126 firings) ' Issa', # diablo (120 firings) ' Diablo', # share (120 firings) 'SHARE', # petty (120 firings) ' petty', ' Petty', # ra (118 firings) ' ra', # premiership (115 firings) ' Premiership', # temp (115 firings) ' temp', ' Temp', 'temp', 'Temp', # semin (113 firings) ' Semin', ' semin', # racket (111 firings) ' racket', # warn (105 firings) 'Warning', # mccorm (101 firings) ' McCorm', # ryzen (101 firings) ' Ryzen', # truman (101 firings) ' Truman', # salvage (100 firings) ' salvage', # caveat (99 firings) ' caveat', ' caveats', # ama (98 firings) 'AMA', # tractor (96 firings) ' tractor', # mazda (96 firings) ' Mazda', # sticky (93 firings) ' sticky', # pulitz (93 firings) ' Pulitzer', # rahman (89 firings) ' Rahman', # seri (88 firings) ' Serious', # tuna (88 firings) ' tuna', # roku (88 firings) ' Roku', # stri (85 firings) ' stri', # ante (82 firings) ' ante', # freddy (77 firings) ' Freddy', # untitl (73 firings) 'Untitled', # torch (70 firings) ' Torch', # anti (64 firings) ' antis', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'vince-family', 1 def prog_L06F02414(input_tokens): """26 token families, 51 surface forms (train F1 of the uncapped optimum: 0.308). Fires at 30,150 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to researchers and authors of studies or papers""" # --- end external annotation --- fire = { # author (1,992 firings) ' author', ' authors', 'author', 'authored', 'authors', ' authored', ' AUTHOR', # chairman (637 firings) ' chairman', ' Chairman', # director (618 firings) ' director', 'director', # found (452 firings) 'founder', # produc (391 firings) ' producer', ' Producer', # lead (380 firings) ' Leader', 'leader', 'lead', # writ (337 firings) 'writer', ' Writer', 'writers', # chair (306 firings) 'chair', ' Chair', ' chaired', 'Chair', 'chairs', # host (249 firings) 'host', # sponsor (221 firings) ' sponsor', ' sponsors', 'sponsored', # research (167 firings) ' researcher', # architect (164 firings) ' architect', ' architects', # contributor (153 firings) ' contributor', ' contributors', # investigator (130 firings) ' investigator', ' Investigator', # creator (129 firings) 'creator', # speak (129 firings) ' speaker', # collaborator (126 firings) ' collaborator', ' collaborators', # coordinator (121 firings) ' coordinator', ' Coordinator', # attend (120 firings) ' attendance', # woman (109 firings) 'woman', # sell (105 firings) 'seller', ' Seller', # organiz (98 firings) ' organizer', # child (98 firings) 'child', # ingredient (97 firings) ' ingredient', # scor (94 firings) ' scorer', # own (87 firings) 'owner', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'author-family', 1 def prog_L06F02415(input_tokens): """16 token families, 23 surface forms (train F1 of the uncapped optimum: 0.668). Fires at 9,840 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "suffered" in relation to various contexts of distress or injuries""" # --- end external annotation --- fire = { # suffer (2,805 firings) ' suffered', ' suffering', # suff (809 firings) ' suffer', ' suffers', 'suff', # sustain (372 firings) ' sustained', ' sustaining', # battl (289 firings) ' battling', ' battled', # endur (215 firings) ' endured', # inflict (209 firings) ' inflicted', ' inflict', ' inflicting', # contract (138 firings) ' contracted', # endure (120 firings) ' endure', # far (79 firings) ' fared', # uff (76 firings) 'uffer', # benefit (76 firings) ' benefited', # incurr (74 firings) ' incurred', # ath (51 firings) 'athed', # crippl (42 firings) ' crippled', # fend (40 firings) ' fend', # incur (29 firings) ' incur', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'suffer-family', 1 def prog_L06F02416(input_tokens): """13 token families, 15 surface forms (train F1 of the uncapped optimum: 0.162). Fires at 22,556 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: names and identifiers associated with individuals and groups in conflict or military contexts""" # --- end external annotation --- fire = { # assad (356 firings) 'Assad', # click (263 firings) 'Click', # sh (204 firings) 'Sh', # q (157 firings) 'Q', # qaeda (154 firings) 'Qaeda', # nusra (95 firings) 'Nusra', # az (94 firings) 'Az', ' Az', # or (92 firings) 'Or', # sham (77 firings) 'Sham', # qaida (64 firings) 'Qaida', # ab (61 firings) 'Ab', # shar (59 firings) ' Shar', 'Shar', # aghd (58 firings) 'aghd', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'assad-family', 1 def prog_L06F02417(input_tokens): """1 token families, 1 surface forms (train F1 of the uncapped optimum: 0.047). Fires at 34,793 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to criminal charges and legal terminology""" # --- end external annotation --- fire = { # \n (32,852 firings) '\n', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '\\n-family', 1 def prog_L06F02418(input_tokens): """48 token families, 51 surface forms (train F1 of the uncapped optimum: 0.671). Fires at 10,579 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the occurrence of a specific character string, particularly "ette" """ # --- end external annotation --- fire = { # ette (863 firings) 'ette', # etta (454 firings) 'etta', # ett (294 firings) 'ettes', 'etting', 'etter', # ella (258 firings) 'ella', # e (229 firings) 'ée', # ista (227 firings) 'ista', # leton (225 firings) 'leton', # eline (205 firings) 'eline', # lette (204 firings) 'lette', # anne (167 firings) 'anne', # iley (156 firings) 'iley', # etti (143 firings) 'etti', # esque (139 firings) 'esque', # otte (136 firings) 'otte', # oko (134 firings) 'oko', # lete (132 firings) 'lete', # lionel (126 firings) ' Lionel', # ono (105 firings) 'ono', # scen (102 firings) 'scenes', # ourke (86 firings) 'ourke', # iere (86 firings) 'iere', # onde (85 firings) 'onde', # enne (78 firings) 'enne', # baum (78 firings) 'baum', # done (77 firings) ' Done', 'Done', # anche (73 firings) 'anche', # palette (69 firings) ' palette', # ker (68 firings) 'kered', # nee (66 firings) 'nee', # une (66 firings) ' une', # rosse (65 firings) 'rosse', # otom (63 firings) 'otom', # oco (59 firings) 'oco', # itten (59 firings) 'itten', # enzie (58 firings) 'enzie', # cue (56 firings) ' cue', # neau (56 firings) 'neau', # nette (46 firings) 'nette', # enstein (44 firings) 'enstein', # ecake (43 firings) 'ecake', # oci (43 firings) 'oci', # itto (40 firings) 'itto', # ble (40 firings) 'Ble', # babe (39 firings) ' Babe', # lique (36 firings) 'lique', # cassette (33 firings) ' cassette', # tte (30 firings) 'ttes', # esan (27 firings) 'esan', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ette-family', 1 def prog_L06F02419(input_tokens): """3 token families, 5 surface forms (train F1 of the uncapped optimum: 0.397). Fires at 21,729 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the passage of time, particularly in terms of years""" # --- end external annotation --- fire = { # year (10,715 firings) ' years', 'years', ' Years', # centur (471 firings) ' centuries', # millennia (91 firings) ' millennia', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'year-family', 1 def prog_L06F02420(input_tokens): """3 token families, 5 surface forms (train F1 of the uncapped optimum: 0.303). Fires at 12,309 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the presence of the word "there" """ # --- end external annotation --- fire = { # there (6,497 firings) ' there', 'there', ' THERE', # here (2,485 firings) ' here', # everywhere (186 firings) ' everywhere', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'there-family', 1 def prog_L06F02421(input_tokens): """23 token families, 37 surface forms (train F1 of the uncapped optimum: 0.521). Fires at 55,691 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to roles, particularly in the context of showrunners and milestone events""" # --- end external annotation --- fire = { # stone (751 firings) 'stone', # uation (688 firings) 'uation', 'uations', # runn (582 firings) 'runner', 'runners', # milestone (460 firings) ' milestone', # dale (427 firings) 'dale', # ari (358 firings) 'aries', 'arial', # finale (354 firings) ' finale', # candidacy (291 firings) ' candidacy', # ality (286 firings) 'ality', # estone (194 firings) 'estone', # ail (191 firings) 'ailing', 'ailable', # start (185 firings) 'starter', 'start', 'started', 'starting', # ular (183 firings) 'ular', 'ularity', # frontrunn (181 firings) ' frontrunner', # trafford (181 firings) ' Trafford', # dedica (178 firings) ' dedication', # elson (175 firings) 'elson', # ograph (152 firings) 'ographical', 'ographies', 'ographs', # grad (151 firings) 'graded', ' grad', 'grading', # ston (149 firings) 'stones', ' stones', # esi (143 firings) 'esis', 'esi', # uary (141 firings) 'uary', # ica (140 firings) 'ication', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'stone-family', 1 def prog_L06F02422(input_tokens): """38 token families, 43 surface forms (train F1 of the uncapped optimum: 0.697). Fires at 6,977 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "unfortunate." """ # --- end external annotation --- fire = { # unfortunate (743 firings) ' unfortunately', ' unfortunate', # trag (448 firings) ' tragic', # fortunate (272 firings) ' fortunate', ' fortunately', 'fortunately', # lament (214 firings) ' lamented', ' lament', # disappoint (194 firings) ' disappointing', # unaccept (192 firings) ' unacceptable', # iron (138 firings) ' ironic', # understand (131 firings) ' understandable', # irrespons (126 firings) ' irresponsible', # foolish (126 firings) ' foolish', # sad (126 firings) ' sadly', # understandab (109 firings) ' understandably', # sadden (101 firings) ' saddened', # unsuspect (99 firings) ' unsuspecting', # egregi (99 firings) ' egregious', # regrett (83 firings) ' regretted', ' regrett', # calam (82 firings) ' calam', # unhappy (80 firings) ' unhappy', # depl (79 firings) ' depl', # unlucky (75 firings) ' unlucky', # misguid (73 firings) ' misguided', # appall (67 firings) ' appalling', # disgruntl (49 firings) ' disgruntled', # exacerbat (47 firings) ' exacerbated', # tragical (47 firings) ' tragically', # misfortune (44 firings) ' misfortune', # fate (41 firings) ' fateful', # undesir (40 firings) ' undesirable', # shame (39 firings) ' shameful', # ironical (36 firings) ' ironically', # ortunate (35 firings) 'ortunate', # unforeseen (34 firings) ' unforeseen', # rehens (34 firings) 'rehensible', # perverse (33 firings) ' perverse', # despic (31 firings) ' despicable', # troublesome (28 firings) ' troublesome', # pity (27 firings) ' pity', # uit (19 firings) 'uitous', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'unfortunate-family', 1 def prog_L06F02423(input_tokens): """10 token families, 14 surface forms (train F1 of the uncapped optimum: 0.873). Fires at 21,185 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: negative language regarding existence or certainty""" # --- end external annotation --- fire = { # isn (5,620 firings) ' isn', ' Isn', 'Isn', # wasn (4,051 firings) ' wasn', # aren (2,817 firings) ' aren', ' Aren', 'Aren', # hasn (1,916 firings) ' hasn', # weren (1,030 firings) ' weren', # hadn (662 firings) ' hadn', # shouldn (390 firings) ' shouldn', # was (330 firings) ' Was', # oem (79 firings) ' OEM', # huh (57 firings) ' huh', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'isn-family', 1 def prog_L06F02424(input_tokens): """16 token families, 22 surface forms (train F1 of the uncapped optimum: 0.076). Fires at 386,542 of 36,786,566 positions. Fires at 1.05% 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: verbs and actions that indicate processes or changes""" # --- end external annotation --- fire = { # , (27,612 firings) ',', # in (12,398 firings) ' in', # is (7,344 firings) ' is', # has (4,787 firings) ' has', 'has', # s (3,527 firings) "'s", # ( (3,149 firings) ' (', '(', # have (3,018 firings) ' have', 'have', # will (2,972 firings) ' will', ' willingly', # or (2,419 firings) ' or', # can (1,851 firings) ' can', # — (1,834 firings) ' —', '—', # had (1,493 firings) ' had', # would (1,240 firings) ' would', # ? (1,160 firings) '?', # into (1,159 firings) ' into', # – (1,035 firings) ' –', '–', } token = input_tokens[-1] if token not in fire: return "no match", 0 return ',-family', 1 def prog_L06F02425(input_tokens): """42 token families, 48 surface forms (train F1 of the uncapped optimum: 0.733). Fires at 5,240 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of specific individuals with the name "Sher" or similar variations""" # --- end external annotation --- fire = { # sher (693 firings) ' Sher', 'Sher', ' sher', # sherman (229 firings) ' Sherman', # vict (167 firings) 'Vict', 'vict', # siri (165 firings) ' Siri', # sherlock (149 firings) ' Sherlock', # maur (140 firings) ' Maur', # cald (133 firings) ' Calder', # aer (120 firings) ' Aer', 'aer', # silent (111 firings) ' Silent', # shel (104 firings) ' Shel', # californ (97 firings) ' Californ', # resistant (91 firings) 'resistant', # cul (89 firings) ' Cul', # jud (81 firings) ' jud', # stair (78 firings) ' stair', # kyr (75 firings) ' Kyr', # christy (72 firings) ' Christy', # sheridan (68 firings) ' Sheridan', # reci (60 firings) 'reci', # arsh (57 firings) 'arsh', # mch (54 firings) ' McH', # gund (53 firings) ' Gund', # sch (52 firings) ' Sched', ' sched', # tul (50 firings) ' Tul', # yak (46 firings) ' Yak', # insur (44 firings) ' insur', # herry (44 firings) 'herry', # rath (42 firings) ' Rath', # sd (37 firings) 'sd', ' sd', # undert (36 firings) ' undert', # ste (36 firings) 'STE', # rhod (31 firings) ' Rhod', # tib (31 firings) ' Tib', # saur (29 firings) ' Saur', # hirosh (26 firings) ' Hirosh', # mechan (24 firings) ' Mechan', # edar (20 firings) 'edar', # arag (18 firings) 'arag', # sr (17 firings) 'sr', # pilgr (16 firings) ' pilgr', # sensit (16 firings) ' sensit', # cler (16 firings) 'cler', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'sher-family', 1 def prog_L06F02426(input_tokens): """11 token families, 25 surface forms (train F1 of the uncapped optimum: 0.126). Fires at 364,785 of 36,786,566 positions. Fires at 0.99% 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: titles or names of media and publications""" # --- end external annotation --- fire = { # , (24,665 firings) ',', # s (9,406 firings) 's', "'s", ' S', 'és', 'ís', # : (6,024 firings) ':', # ( (5,191 firings) ' (', # ) (3,922 firings) ')', # / (2,392 firings) '/', ' /', # n (1,162 firings) ' N', 'N', 'n', 'án', 'ón', 'ín', # r (1,161 firings) ' R', 'R', 'r', ' Ré', # ' (1,028 firings) "'", # 3 (936 firings) ' 3', '3', # univers (922 firings) ' University', } token = input_tokens[-1] if token not in fire: return "no match", 0 return ',-family', 1 def prog_L06F02427(input_tokens): """27 token families, 34 surface forms (train F1 of the uncapped optimum: 0.239). Fires at 342,756 of 36,786,566 positions. Fires at 0.93% 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 prominence and emphasis related to concepts, decisions, or entities""" # --- end external annotation --- fire = { # the (17,610 firings) ' The', # it (6,839 firings) ' It', # in (5,467 firings) ' In', # thi (4,984 firings) ' This', # we (3,297 firings) ' We', # a (3,118 firings) ' A', # he (2,869 firings) ' He', # as (2,122 firings) ' As', # for (2,093 firings) ' For', # there (2,003 firings) ' There', # here (1,974 firings) ' Here', 'Here', 'here', # with (1,824 firings) ' With', 'With', # you (1,747 firings) ' You', # they (1,735 firings) ' They', # that (1,716 firings) ' That', # if (1,448 firings) ' If', # while (1,269 firings) ' While', # some (1,255 firings) ' Some', 'Some', # one (1,205 firings) ' One', # aft (1,173 firings) ' After', # on (1,032 firings) ' On', # what (1,004 firings) ' What', # now (1,002 firings) ' Now', # when (999 firings) ' When', # howev (981 firings) ' However', # first (933 firings) ' First', 'First', 'Firstly', ' Firstly', # so (897 firings) ' So', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'the-family', 1 def prog_L06F02428(input_tokens): """30 token families, 36 surface forms (train F1 of the uncapped optimum: 0.664). Fires at 8,447 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of a coalition in various contexts""" # --- end external annotation --- fire = { # coali (1,755 firings) ' coalition', ' Coalition', # alli (483 firings) ' alliance', # consortium (267 firings) ' consortium', ' Consortium', # all (266 firings) ' allied', ' Allied', ' Allies', # task (188 firings) ' Task', 'Task', # convoy (173 firings) ' convoy', # multin (161 firings) ' multinational', # kristen (113 firings) ' Kristen', # cartel (112 firings) ' cartel', # conglomerate (108 firings) ' conglomerate', # bloc (106 firings) ' bloc', # covenant (103 firings) ' Covenant', ' covenant', # allianc (97 firings) ' alliances', # collabor (87 firings) ' Collabor', # constituency (65 firings) ' constituency', # umbrella (59 firings) ' umbrella', # medi (56 firings) ' medi', # vit (51 firings) ' Vit', # combin (51 firings) ' Combined', # tandem (41 firings) ' tandem', # togeth (40 firings) 'Together', # constituenc (37 firings) ' constituencies', # pact (36 firings) ' Pact', # cab (35 firings) ' cabal', # axi (34 firings) ' Axis', # commun (34 firings) ' Communities', # conglom (31 firings) ' conglomer', # coal (30 firings) 'coal', # ozone (26 firings) ' ozone', # hegemony (22 firings) ' hegemony', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'coali-family', 1 def prog_L06F02429(input_tokens): """49 token families, 54 surface forms (train F1 of the uncapped optimum: 0.764). Fires at 7,366 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the name "Tyler." """ # --- end external annotation --- fire = { # tyl (544 firings) ' Tyler', 'Tyler', # glen (272 firings) ' Glen', # cody (211 firings) ' Cody', # fratern (185 firings) ' fraternity', # rochest (159 firings) ' Rochester', # dude (154 firings) ' dude', ' Dude', # tracy (149 firings) ' Tracy', # watt (146 firings) ' Watt', ' watt', # dustin (139 firings) ' Dustin', # crosby (137 firings) ' Crosby', # whiskey (133 firings) ' whiskey', # essa (132 firings) 'essa', # connor (129 firings) ' Connor', # eld (115 firings) ' Eld', # kendrick (112 firings) ' Kendrick', # thc (110 firings) ' THC', # preston (105 firings) ' Preston', # clayton (102 firings) ' Clayton', # boyle (97 firings) ' Boyle', # xx (92 firings) 'xx', # dillon (91 firings) ' Dillon', # thesi (86 firings) ' thesis', # exponential (85 firings) ' exponentially', # valerie (84 firings) ' Valerie', # tribe (84 firings) ' Tribe', # ros (83 firings) ' Roses', # zhang (82 firings) ' Zhang', # isaiah (81 firings) ' Isaiah', # cinnamon (79 firings) ' cinnamon', # voltage (79 firings) ' voltage', ' Voltage', # town (73 firings) ' Towns', # wyatt (69 firings) ' Wyatt', # poe (68 firings) ' Poe', # connector (63 firings) ' connector', ' connectors', # orange (60 firings) 'Orange', # friendship (59 firings) ' Friendship', # andon (58 firings) 'andon', # condo (55 firings) ' condos', # tann (54 firings) ' Tanner', # vanessa (45 firings) ' Vanessa', # toll (44 firings) ' Toll', # quincy (35 firings) ' Quincy', # ofi (33 firings) 'ofi', # 1070 (32 firings) ' 1070', # water (31 firings) ' watered', # aleb (31 firings) 'aleb', # aldehyde (29 firings) 'aldehyde', # ayson (27 firings) 'ayson', # ezv (26 firings) 'ezvous', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'tyl-family', 1 def prog_L06F02430(input_tokens): """44 token families, 51 surface forms (train F1 of the uncapped optimum: 0.702). Fires at 10,259 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the name "Morrison" and related variations, indicating a focus on a specific individual or subject""" # --- end external annotation --- fire = { # mor (1,385 firings) ' Mor', ' mor', 'mor', 'Mor', ' MOR', # mormon (378 firings) ' Mormon', # moral (338 firings) ' Morales', ' morality', ' morals', # fargo (268 firings) ' Fargo', # morrison (252 firings) ' Morrison', # morocco (170 firings) ' Morocco', # activ (163 firings) 'Activ', # mushroom (151 firings) ' mushrooms', # mayo (108 firings) ' Mayo', # amine (101 firings) 'amine', # grate (97 firings) ' Grateful', # moroccan (93 firings) ' Moroccan', # halluc (88 firings) ' halluc', # mana (88 firings) ' mana', ' Mana', # mori (83 firings) ' Mori', # tresp (83 firings) ' tresp', # moran (82 firings) ' Moran', # midnight (78 firings) ' Midnight', # nightmare (77 firings) ' Nightmare', # reson (75 firings) ' resonance', # marriott (67 firings) ' Marriott', # jenn (65 firings) ' Jenner', # jer (64 firings) 'jer', # lowry (63 firings) ' Lowry', # disturb (62 firings) ' disturbed', # psychedel (61 firings) ' psychedelic', # izo (58 firings) 'izo', # mdma (58 firings) ' MDMA', # ethanol (57 firings) ' ethanol', # nighttime (54 firings) ' nighttime', # psychiatry (49 firings) ' Psychiatry', # mare (49 firings) 'mare', # nietzsche (46 firings) ' Nietzsche', # morphine (44 firings) ' morphine', # grey (44 firings) 'Grey', # fungi (44 firings) ' fungi', # ormon (42 firings) 'ormon', # theme (38 firings) 'Theme', # oodoo (37 firings) 'oodoo', # semant (36 firings) ' semantic', # ore (35 firings) 'Ore', # pci (34 firings) ' PCI', # moonlight (31 firings) ' Moonlight', # mayhem (29 firings) ' Mayhem', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'mor-family', 1 def prog_L06F02431(input_tokens): """31 token families, 33 surface forms (train F1 of the uncapped optimum: 0.175). Fires at 82,210 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: dates and associated timestamps""" # --- end external annotation --- fire = { # - (2,234 firings) ' -', # -- (1,656 firings) ' --', # 2017 (1,594 firings) ' 2017', # 2016 (1,435 firings) ' 2016', # 2015 (1,181 firings) ' 2015', # 2014 (955 firings) ' 2014', # 12 (860 firings) ' 12', # 11 (839 firings) ' 11', # 2013 (810 firings) ' 2013', # 9 (723 firings) ' 9', # / (670 firings) ' /', # 13 (663 firings) ' 13', # 17 (637 firings) ' 17', # 19 (625 firings) ' 19', # 14 (606 firings) ' 14', # 24 (601 firings) ' 24', # 26 (598 firings) ' 26', # 16 (588 firings) ' 16', # 23 (575 firings) ' 23', # 22 (572 firings) ' 22', # 27 (544 firings) ' 27', # gmt (528 firings) ' GMT', # 21 (528 firings) ' 21', # pm (509 firings) ' PM', # 29 (502 firings) ' 29', # 28 (452 firings) ' 28', # 31 (317 firings) ' 31', # feb (278 firings) ' Feb', 'Feb', # up (271 firings) 'UP', # oct (268 firings) ' Oct', ' OCT', # nov (255 firings) ' Nov', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '--family', 1 def prog_L06F02432(input_tokens): """6 token families, 9 surface forms (train F1 of the uncapped optimum: 0.089). Fires at 48,273 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: individual nouns and names within various contexts""" # --- end external annotation --- fire = { # a (761 firings) ' A', # back (365 firings) ' Back', # what (220 firings) ' What', 'WHAT', # how (138 firings) ' How', ' HOW', # shar (133 firings) ' SHARES', # your (121 firings) ' Your', 'Your', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'a-family', 1 def prog_L06F02433(input_tokens): """7 token families, 12 surface forms (train F1 of the uncapped optimum: 0.086). Fires at 95,242 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: special characters or symbols that denote various aspects of text formatting or coding""" # --- end external annotation --- fire = { # s (5,841 firings) 's', 'ís', # ; (1,958 firings) ';', ' ;', # - (1,754 firings) ' -', # – (1,385 firings) ' –', '–', # ... (621 firings) ' ...', '...', # … (431 firings) '…', ' …', # d (338 firings) 'd', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 's-family', 1 def prog_L06F02434(input_tokens): """7 token families, 12 surface forms (train F1 of the uncapped optimum: 0.090). Fires at 298,074 of 36,786,566 positions. Fires at 0.81% 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: phrases and details about specific dates or timelines""" # --- end external annotation --- fire = { # and (32,333 firings) ' and', 'and', # ( (8,183 firings) ' (', # or (3,607 firings) ' or', 'Or', # – (1,589 firings) ' –', '–', # off (1,222 firings) ' off', ' OFF', # ! (1,137 firings) '!', # und (767 firings) ' under', ' Under', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'and-family', 1 def prog_L06F02435(input_tokens): """6 token families, 11 surface forms (train F1 of the uncapped optimum: 0.879). Fires at 7,218 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to web-related topics and technologies""" # --- end external annotation --- fire = { # web (5,220 firings) ' web', ' Web', 'Web', 'web', ' webs', ' Webs', # websit (609 firings) ' websites', # we (136 firings) ' WE', # webcam (92 firings) ' webcam', # hamb (83 firings) ' hamb', # tv (58 firings) ' tv', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'web-family', 1 def prog_L06F02436(input_tokens): """4 token families, 5 surface forms (train F1 of the uncapped optimum: 0.079). Fires at 122,277 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: names of animal species and their classifications""" # --- end external annotation --- fire = { # ( (5,813 firings) ' (', # or (2,078 firings) ' or', # ), (946 firings) '),', ' ),', # — (485 firings) '—', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '(-family', 1 def prog_L06F02437(input_tokens): """46 token families, 51 surface forms (train F1 of the uncapped optimum: 0.608). Fires at 8,778 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to molecular biology and related fields""" # --- end external annotation --- fire = { # atom (273 firings) ' atomic', 'atomic', # molecular (214 firings) ' molecular', ' Molecular', # evolutionary (208 firings) ' evolutionary', # mey (165 firings) ' Meyer', # cell (142 firings) ' Cell', 'Cell', # mcmast (136 firings) ' McMaster', # laboratory (136 firings) ' laboratory', # mac (131 firings) ' mac', # orbit (126 firings) ' orbital', ' Orbital', # atmospher (114 firings) ' atmospheric', # microscope (100 firings) ' microscope', # molecul (96 firings) ' molecules', # microscop (94 firings) ' microscopic', # hubble (94 firings) ' Hubble', # chem (88 firings) ' Chemical', # cellular (88 firings) ' cellular', # macro (88 firings) ' macro', # pesh (87 firings) ' Pesh', # comput (86 firings) ' computational', # baylor (85 firings) ' Baylor', # muscular (81 firings) ' muscular', # kraft (75 firings) ' Kraft', # imov (74 firings) 'imov', # neau (73 firings) 'neau', # cular (68 firings) 'cular', # chemistry (66 firings) ' Chemistry', # anic (65 firings) 'anical', # electron (62 firings) ' electron', # bmc (61 firings) ' BMC', # pearson (61 firings) ' Pearson', # nec (58 firings) 'nec', # icloud (58 firings) ' iCloud', # irie (56 firings) 'irie', # doi (51 firings) ' doi', ' DOI', # ochemistry (46 firings) 'ochemistry', # kinet (44 firings) ' kinetic', # microsc (43 firings) ' microsc', # hemat (41 firings) 'hematic', # mechan (41 firings) ' mechan', # roche (40 firings) ' Roche', # biomed (38 firings) ' biomedical', # marrow (36 firings) ' marrow', # cule (35 firings) 'cule', # centrif (32 firings) ' centrif', # biochem (30 firings) ' biochemical', # genom (29 firings) ' genomic', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'atom-family', 1 def prog_L06F02438(input_tokens): """48 token families, 52 surface forms (train F1 of the uncapped optimum: 0.711). Fires at 18,662 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to specific sports teams, particularly "Sporting" and "Milan" """ # --- end external annotation --- fire = { # milan (420 firings) ' Milan', # consid (343 firings) 'Consider', ' Consider', 'consider', # ankle (336 firings) ' ankle', # drake (278 firings) ' Drake', # agan (265 firings) 'agan', # jan (230 firings) 'jan', # sport (224 firings) ' Sporting', # cycl (208 firings) 'cycl', ' Cycling', # akin (205 firings) ' Akin', 'akin', # olk (200 firings) 'olk', # usc (196 firings) ' USC', # kre (187 firings) ' Kre', # megan (186 firings) ' Megan', # edin (184 firings) 'edin', # float (175 firings) ' floated', # iker (171 firings) 'iker', # swansea (170 firings) ' Swansea', # ski (160 firings) 'ski', # wear (156 firings) ' Wear', # clu (144 firings) 'CLUS', # laz (138 firings) ' Laz', # bryce (136 firings) ' Bryce', # timb (136 firings) ' Timbers', # cisco (134 firings) ' Cisco', # cork (131 firings) ' Cork', # swan (131 firings) ' Swan', # wir (122 firings) ' Wired', # andon (114 firings) 'andon', # venture (108 firings) ' Venture', # avour (107 firings) 'avour', # cedar (107 firings) ' Cedar', # poe (104 firings) ' Poe', # dan (103 firings) 'dan', # stam (100 firings) ' Stam', # keen (98 firings) ' Keen', # erie (98 firings) ' Erie', # vmware (97 firings) ' VMware', # olen (96 firings) 'olen', # keane (94 firings) ' Keane', # avor (92 firings) 'avor', # sen (91 firings) ' sens', # opportun (89 firings) ' opportun', # lob (88 firings) ' Lob', # oche (85 firings) 'oche', # ajax (85 firings) ' Ajax', # wiggin (83 firings) ' Wiggins', # cci (80 firings) 'cci', # soci (79 firings) ' Soci', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'milan-family', 1 def prog_L06F02439(input_tokens): """48 token families, 51 surface forms (train F1 of the uncapped optimum: 0.721). Fires at 23,090 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of specific religious and ethnic groups in the context of societal dynamics""" # --- end external annotation --- fire = { # muslim (1,287 firings) ' Muslims', 'Muslims', # jew (853 firings) ' Jews', 'Jews', # christian (852 firings) ' Christians', # civilian (833 firings) ' civilians', # gam (540 firings) ' gamers', # tourist (526 firings) ' tourists', # palestinian (523 firings) ' Palestinians', # conservat (496 firings) ' Conservatives', # terrorist (352 firings) ' terrorists', # minor (318 firings) ' minorities', # liberal (310 firings) ' Liberals', # indian (305 firings) ' Indians', # cyclist (295 firings) ' cyclists', # nazi (284 firings) ' Nazis', 'Nazis', # pedestrian (260 firings) ' pedestrians', # tor (240 firings) ' Tories', # israeli (237 firings) ' Israelis', # american (226 firings) 'Americans', # catholic (217 firings) ' Catholics', # russian (210 firings) ' Russians', # european (207 firings) ' Europeans', # atheist (201 firings) ' atheists', # gay (196 firings) ' gays', # kurd (184 firings) ' Kurds', # black (184 firings) ' blacks', # marin (180 firings) ' Marines', # whit (158 firings) ' whites', # dinosaur (156 firings) ' dinosaurs', # german (153 firings) ' Germans', # eek (137 firings) 'eeks', # arab (120 firings) ' Arabs', # syrian (120 firings) ' Syrians', # separatist (110 firings) ' separatists', # lesbian (105 firings) ' lesbians', # scout (105 firings) ' Scouts', # islamist (102 firings) ' Islamists', # feminist (100 firings) ' feminists', # mexican (96 firings) ' Mexicans', # rohingya (90 firings) ' Rohingya', # homosexual (88 firings) ' homosexuals', # mormon (87 firings) ' Mormons', # hindu (86 firings) ' Hindus', # latino (86 firings) ' Latinos', # evangelical (84 firings) ' evangelicals', # hispanic (77 firings) ' Hispanics', # armen (77 firings) ' Armen', # asian (76 firings) ' Asians', # iraqi (69 firings) ' Iraqis', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'muslim-family', 1 def prog_L06F02440(input_tokens): """46 token families, 64 surface forms (train F1 of the uncapped optimum: 0.755). Fires at 12,204 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of "Arm" or "Armstrong" in various contexts""" # --- end external annotation --- fire = { # arm (849 firings) ' Arm', ' ARM', ' Arms', 'Arm', 'ARM', ' arming', # arch (437 firings) 'Arch', ' Archer', ' Arch', # armstrong (295 firings) ' Armstrong', # arnold (251 firings) ' Arnold', # emmanuel (238 firings) ' Emmanuel', # arlington (212 firings) ' Arlington', # 82 (200 firings) ' 82', # lance (186 firings) ' Lance', # serv (186 firings) ' Serv', ' servic', 'Serv', ' SERV', # batt (153 firings) ' Batt', ' batt', # armour (148 firings) ' Armour', ' armoured', ' armour', # barr (142 firings) ' Barr', # atom (140 firings) ' Atom', ' Atomic', # atari (132 firings) ' Atari', # anglo (130 firings) ' Anglo', # aust (129 firings) ' Aust', # bomb (129 firings) ' Bomb', # marin (123 firings) ' Marin', # marion (123 firings) ' Marion', # station (122 firings) ' stationed', # assault (122 firings) ' Assault', 'assault', # opera (116 firings) ' Opera', # arn (114 firings) ' Arn', # aol (109 firings) ' AOL', # arduino (109 firings) ' Arduino', # toast (108 firings) ' toast', ' Toast', # ard (104 firings) ' Ard', ' ard', # angelo (102 firings) ' Angelo', 'Angelo', # warm (96 firings) ' Warm', # carmen (95 firings) ' Carmen', # aer (91 firings) ' Aer', # colon (88 firings) ' Colon', # aerospace (81 firings) ' Aerospace', # badas (80 firings) ' badass', # forge (78 firings) ' Forge', # triumph (65 firings) ' Triumph', # advent (63 firings) ' Advent', # hasan (62 firings) ' Hasan', # rosenberg (62 firings) ' Rosenberg', # germ (61 firings) ' Germ', # blast (59 firings) ' Blast', # sail (59 firings) ' Sail', # omnip (57 firings) ' omnip', # bas (53 firings) ' BAS', # ast (53 firings) ' Aster', # ada (51 firings) ' Ada', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'arm-family', 1 def prog_L06F02441(input_tokens): """40 token families, 45 surface forms (train F1 of the uncapped optimum: 0.508). Fires at 10,403 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to individuals with potential or future roles, particularly related to prospects and ambitions""" # --- end external annotation --- fire = { # form (1,353 firings) ' former', # potent (564 firings) ' potential', # prospect (400 firings) ' prospective', ' Prospect', # incom (251 firings) ' incoming', # mock (236 firings) ' mock', ' Mock', # presumpt (228 firings) ' presumptive', # aspir (228 firings) ' aspiring', ' aspir', # deceas (191 firings) ' deceased', # newborn (179 firings) ' newborn', # incumbent (159 firings) ' incumbent', # applicant (144 firings) ' applicants', ' applicant', # hypothet (140 firings) ' hypothetical', # unborn (114 firings) ' unborn', # budd (104 firings) ' budding', # fian (103 firings) ' fian', # unsuspect (100 firings) ' unsuspecting', # fledgl (97 firings) ' fledgling', # prot (94 firings) ' prot', # purport (87 firings) ' purported', # predatory (81 firings) ' predatory', # retrospect (79 firings) ' retrospective', # seek (66 firings) 'seeking', ' Seeking', # fiance (65 firings) ' fiance', # uls (65 firings) 'ulsive', # feas (58 firings) ' feasibility', # aspire (55 firings) ' aspire', # illust (53 firings) ' illust', # nascent (48 firings) ' nascent', # ptive (47 firings) 'ptive', # adopt (45 firings) ' adoptive', # dra (43 firings) ' dra', # assailant (37 firings) ' assailant', # scrib (34 firings) 'scrib', # spect (33 firings) 'spective', # groom (33 firings) ' groom', # reincarn (32 firings) ' reincarn', # interest (31 firings) 'Interested', # bidd (29 firings) ' bidder', # retro (28 firings) ' Retro', # observ (27 firings) ' observational', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'form-family', 1 def prog_L06F02442(input_tokens): """31 token families, 81 surface forms (train F1 of the uncapped optimum: 0.341). Fires at 100,451 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases related to the establishment or creation of entities and structures""" # --- end external annotation --- fire = { # up (4,109 firings) ' up', # create (2,760 firings) ' create', ' Create', 'Create', 'create', # launch (2,758 firings) ' launched', ' launch', ' launching', ' launches', # open (2,475 firings) ' open', ' opening', ' opened', 'opening', # develop (2,092 firings) ' develop', ' developed', ' developing', 'develop', ' develops', # creat (1,759 firings) ' created', ' creating', ' Creating', # establish (1,630 firings) ' establish', ' established', ' establishing', ' establishment', ' establishes', 'establish', # hold (1,437 firings) ' hold', ' holding', # conduct (1,382 firings) ' conduct', ' conducted', ' conducting', ' conducts', ' Conduct', 'conduct', # form (1,377 firings) ' form', ' formed', ' forming', # build (1,310 firings) ' build', # host (1,161 firings) ' host', ' hosting', ' hosts', 'host', # write (1,041 firings) ' write', ' Write', 'write', 'Write', # plann (1,036 firings) ' planning', # fil (844 firings) ' filed', ' filing', # togeth (831 firings) ' together', # agre (798 firings) ' agreed', # found (733 firings) ' founded', ' founding', 'founded', # begin (584 firings) ' begin', 'begin', # produce (583 firings) ' produce', # record (533 firings) ' recorded', ' recording', # prepar (446 firings) ' preparing', ' prepares', ' Prepar', # crea (430 firings) ' creation', # introduce (422 firings) ' introduce', # construct (367 firings) ' construct', ' constructing', ' constructed', 'construct', 'Construct', # compil (350 firings) ' compiled', ' compiling', # lay (325 firings) ' lay', ' laying', # begun (299 firings) ' begun', # stag (297 firings) ' staged', ' staging', # commit (263 firings) ' commit', ' commits', # produc (261 firings) ' producing', ' produces', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'up-family', 1 def prog_L06F02443(input_tokens): """2 token families, 8 surface forms (train F1 of the uncapped optimum: 0.316). Fires at 29,114 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "have" in various contexts""" # --- end external annotation --- fire = { # have (20,566 firings) ' have', ' Have', 'have', 'Have', ' HAVE', # hav (3,406 firings) ' having', ' Having', 'having', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'have-family', 1 def prog_L06F02444(input_tokens): """20 token families, 30 surface forms (train F1 of the uncapped optimum: 0.642). Fires at 12,228 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of drugs and their related effects or approvals""" # --- end external annotation --- fire = { # drug (5,050 firings) ' drug', ' drugs', ' Drug', 'drug', ' Drugs', 'Drug', # vaccine (302 firings) ' vaccine', # pharmaceut (240 firings) ' pharmaceutical', ' Pharmaceutical', # pill (163 firings) ' pill', # treat (117 firings) ' treatments', # medicin (109 firings) ' medicines', # kill (109 firings) 'killer', 'killers', # medication (99 firings) ' medications', # derivat (97 firings) ' derivative', ' derivatives', # antibiot (80 firings) ' antibiotic', # therap (78 firings) ' therapies', # antidepressant (77 firings) ' antidepressant', ' antidepressants', # molecule (67 firings) ' molecule', # therapeut (59 firings) ' therapeutic', # inhibitor (49 firings) ' inhibitors', ' inhibitor', # receptor (47 firings) ' receptor', # pharmac (46 firings) ' pharmac', # otom (41 firings) 'otom', # contracept (41 firings) ' contraceptive', # rugg (35 firings) 'rugged', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'drug-family', 1 def prog_L06F02445(input_tokens): """18 token families, 31 surface forms (train F1 of the uncapped optimum: 0.173). Fires at 218,352 of 36,786,566 positions. Fires at 0.59% 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: terms related to business and organizational roles""" # --- end external annotation --- fire = { # system (2,133 firings) ' system', ' systems', ' System', # team (1,629 firings) ' team', # program (1,354 firings) ' program', ' Program', # ser (1,281 firings) ' series', ' Series', # campaign (1,196 firings) ' campaign', ' campaigns', # notice (1,121 firings) ' notice', # home (1,094 firings) ' home', # page (992 firings) ' page', # account (935 firings) ' account', ' accounts', ' Account', # service (889 firings) ' service', # policy (884 firings) ' policy', ' Policy', # busi (818 firings) ' business', # care (816 firings) ' career', ' careers', # plan (664 firings) ' plan', ' Plan', # addres (581 firings) ' address', ' Address', # debut (578 firings) ' debut', # network (559 firings) ' network', ' networks', # committee (553 firings) ' committee', ' Committee', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'system-family', 1 def prog_L06F02446(input_tokens): """35 token families, 39 surface forms (train F1 of the uncapped optimum: 0.726). Fires at 9,169 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms associated with lethal threats or serious harm""" # --- end external annotation --- fire = { # dead (1,233 firings) ' deadly', ' Deadly', # fat (710 firings) ' fatal', ' Fatal', # devastat (519 firings) ' devastating', # delici (422 firings) ' delicious', # leth (357 firings) ' lethal', 'lethal', ' Lethal', # hilari (279 firings) ' hilarious', # threaten (203 firings) 'threatening', # deadli (200 firings) ' deadliest', # volatile (187 firings) ' volatile', # fatal (167 firings) ' fatally', # tasty (162 firings) ' tasty', # liv (142 firings) 'lived', # formid (121 firings) ' formidable', # unpredict (107 firings) ' unpredictable', # nasty (102 firings) ' nasty', # murder (101 firings) ' murderous', # debilitat (98 firings) ' debilitating', # potent (90 firings) ' potent', # ruthles (88 firings) ' ruthless', # unstopp (84 firings) ' unstoppable', # carb (65 firings) ' carb', # danger (59 firings) ' Dangerous', # hate (56 firings) ' hateful', # delight (50 firings) ' delightful', # fearsome (47 firings) ' fearsome', # firearm (46 firings) ' Firearms', # lif (43 firings) ' lifes', # kill (43 firings) 'killing', # dazzl (41 firings) ' dazzling', # irresist (39 firings) ' irresistible', # last (38 firings) 'lasting', # coward (37 firings) ' cowardly', # poison (37 firings) ' poisonous', # dodg (34 firings) ' dodged', # esh (23 firings) 'ESH', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'dead-family', 1 def prog_L06F02447(input_tokens): """12 token families, 29 surface forms (train F1 of the uncapped optimum: 0.141). Fires at 125,006 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to specific characters or names in a fictional or narrative context""" # --- end external annotation --- fire = { # - (5,447 firings) '-', # one (981 firings) ' One', 'ONE', ' Ones', # z (772 firings) 'z', ' Z', 'Z', # man (487 firings) 'man', ' Man', 'MAN', 'mans', # on (466 firings) 'on', 'ON', # 11 (459 firings) '11', # county (420 firings) ' County', ' COUNTY', # land (414 firings) 'land', 'LAND', 'lander', # state (391 firings) ' State', ' STATE', # s (362 firings) ' S', # ray (336 firings) 'ray', 'rays', 'Ray', ' rays', ' ray', # ar (313 firings) 'ar', ' Ar', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '--family', 1 def prog_L06F02448(input_tokens): """46 token families, 55 surface forms (train F1 of the uncapped optimum: 0.732). Fires at 15,284 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the substring "abi" related to individuals' names or references""" # --- end external annotation --- fire = { # abi (455 firings) 'abi', 'abies', 'abis', # brisbane (402 firings) ' Brisbane', # abs (351 firings) 'abs', # ifa (322 firings) 'ifa', # iki (310 firings) 'iki', # bush (276 firings) ' bush', ' bushes', 'bush', # aby (259 firings) 'aby', # illo (221 firings) 'illo', # pak (204 firings) ' Pak', 'Pak', # baghdad (203 firings) ' Baghdad', # frankfurt (169 firings) ' Frankfurt', # shi (166 firings) ' Shi', # fa (163 firings) 'fa', # iba (158 firings) 'iba', # asi (154 firings) 'asi', # kit (145 firings) 'Kit', # frag (142 firings) ' frag', ' Frag', 'Frag', # ihad (139 firings) 'ihad', # pax (139 firings) ' PAX', ' Pax', # car (132 firings) ' Carly', # pillar (132 firings) ' pillar', ' pillars', # abin (127 firings) 'abin', # mccabe (116 firings) ' McCabe', # abl (114 firings) 'abl', # ammu (111 firings) 'ammu', # heim (109 firings) 'heimer', # bom (106 firings) ' Bom', # ibi (106 firings) 'ibi', # auga (106 firings) 'auga', # mckenzie (104 firings) ' McKenzie', # afi (103 firings) 'afi', # fig (100 firings) ' Fig', # zeit (99 firings) ' Zeit', # afford (98 firings) ' affordability', # barr (98 firings) ' barric', # pei (97 firings) 'pei', # ibu (95 firings) 'ibu', # abo (93 firings) 'abo', # qa (90 firings) 'qa', # apolog (90 firings) ' apolog', # bueno (89 firings) ' Buenos', # apo (81 firings) 'apo', # hijab (75 firings) ' hijab', # mum (74 firings) ' Mum', # garage (72 firings) ' Garage', # peg (70 firings) ' Peg', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'abi-family', 1 def prog_L06F02449(input_tokens): """20 token families, 26 surface forms (train F1 of the uncapped optimum: 0.775). Fires at 6,045 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to tangible or physical materials""" # --- end external annotation --- fire = { # mater (2,209 firings) ' material', ' Material', 'material', 'Material', # material (670 firings) ' materials', ' Materials', ' materially', # pornography (367 firings) ' pornography', # debri (142 firings) ' debris', # khalid (111 firings) ' Khalid', # manuscript (101 firings) ' manuscript', # triv (101 firings) ' trivial', # hed (91 firings) ' Hed', # plagiar (81 firings) ' plagiar', # ial (77 firings) 'IAL', # collater (71 firings) ' collateral', # fodd (67 firings) ' fodder', # rubbish (65 firings) ' rubbish', # stant (49 firings) 'stantial', # 370 (48 firings) ' 370', # ater (40 firings) 'aterial', 'ateral', # ---------------------------------------------------------------- (36 firings) '----------------------------------------------------------------', # uscript (22 firings) 'uscript', # bish (19 firings) 'bish', # nihil (17 firings) ' nihil', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'mater-family', 1 def prog_L06F02450(input_tokens): """25 token families, 41 surface forms (train F1 of the uncapped optimum: 0.205). Fires at 37,420 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases that involve references to specific topics or subjects""" # --- end external annotation --- fire = { # about (1,955 firings) ' about', # cit (938 firings) ' citing', ' cited', ' cites', # referr (601 firings) ' referring', ' referred', # speak (431 firings) ' speaking', # say (406 firings) ' saying', ' Saying', # add (317 firings) ' adding', # refer (264 firings) ' reference', # describ (261 firings) ' describing', # call (255 firings) ' calling', 'Calling', ' Calling', # not (236 firings) ' noting', # point (222 firings) ' pointing', ' pointed', # suggest (217 firings) ' suggesting', # discuss (176 firings) ' discussing', # iting (165 firings) 'iting', # mean (164 firings) ' meaning', 'meaning', # quot (137 firings) ' quoting', ' quoted', # mark (131 firings) ' marking', # accus (131 firings) ' accusing', # explain (127 firings) ' explaining', # ref (125 firings) ' refers', ' refer', 'Refer', ' Refer', # referenc (124 firings) ' referencing', ' referenced', # recall (124 firings) ' recalling', ' recalled', ' recalls', # compar (108 firings) ' comparing', ' compares', # indicat (102 firings) ' indicating', # represent (100 firings) ' representing', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'about-family', 1 def prog_L06F02451(input_tokens): """29 token families, 50 surface forms (train F1 of the uncapped optimum: 0.297). Fires at 153,576 of 36,786,566 positions. Fires at 0.42% 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: proper nouns, particularly names and places""" # --- end external annotation --- fire = { # al (3,404 firings) ' Al', ' al', 'Al', # n (2,048 firings) ' N', # s (2,041 firings) ' S', # k (1,863 firings) ' K', # r (1,696 firings) ' R', # sh (1,669 firings) ' Sh', 'Sh', ' sh', # b (1,621 firings) ' B', # p (1,535 firings) ' P', # h (1,460 firings) ' H', # m (1,408 firings) ' M', ' Mé', ' Mü', # j (1,300 firings) ' J', # t (1,286 firings) ' T', # g (1,265 firings) ' G', # y (1,071 firings) ' Y', # el (834 firings) ' El', 'El', ' EL', # ch (758 firings) ' Ch', # z (737 firings) ' Z', # an (712 firings) ' An', ' AN', # mar (623 firings) ' Mar', 'Mar', # ad (620 firings) 'Ad', ' Ad', # kim (587 firings) ' Kim', 'Kim', # ab (518 firings) ' Ab', 'Ab', # q (500 firings) ' Q', ' q', # ar (478 firings) ' Ar', # bel (478 firings) 'bel', ' Bel', 'Bel', # gu (473 firings) ' Gu', 'Gu', ' GU', # le (471 firings) ' Le', # su (432 firings) ' Su', 'Su', ' SU', # am (425 firings) ' Am', 'Am', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'al-family', 1 def prog_L06F02452(input_tokens): """30 token families, 44 surface forms (train F1 of the uncapped optimum: 0.650). Fires at 10,624 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to soldiers""" # --- end external annotation --- fire = { # soldi (2,584 firings) ' soldiers', ' soldier', ' Soldier', ' Soldiers', # troop (768 firings) ' troops', # sold (255 firings) 'sold', 'Sold', ' SOLD', ' Sold', # gunfire (213 firings) ' gunfire', # infantry (184 firings) ' infantry', ' Infantry', # serv (174 firings) ' servic', ' Serv', 'Serv', ' SERV', # sergeant (171 firings) ' sergeant', ' Sergeant', # sailor (170 firings) ' sailors', ' sailor', # colonel (167 firings) ' Colonel', ' colonel', # policeman (156 firings) ' policeman', # pilot (149 firings) ' pilots', # lieutenant (130 firings) ' Lieutenant', # settl (111 firings) ' settlers', # warrior (103 firings) ' warriors', # trench (95 firings) ' trenches', ' trench', # policemen (88 firings) ' policemen', # emen (81 firings) 'emen', # snip (69 firings) ' Sniper', # oper (67 firings) 'opers', # general (64 firings) ' generals', # spartan (55 firings) ' Spartans', # comrad (55 firings) ' comrades', # med (40 firings) ' medic', # labor (38 firings) ' laborers', # rid (37 firings) ' Riders', # strap (36 firings) ' straps', # patriotism (31 firings) ' patriotism', # knight (29 firings) ' knight', # rer (29 firings) 'rers', # onel (28 firings) 'onel', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'soldi-family', 1 def prog_L06F02453(input_tokens): """48 token families, 66 surface forms (train F1 of the uncapped optimum: 0.665). Fires at 13,739 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to computer hardware components, particularly related to sockets""" # --- end external annotation --- fire = { # pier (223 firings) ' Pier', ' pier', # podesta (212 firings) ' Podesta', # stockholm (175 firings) ' Stockholm', # lodg (173 firings) ' lodged', # stefan (172 firings) ' Stefan', # thread (163 firings) ' Thread', ' threaded', 'Thread', 'thread', # sock (152 firings) ' socks', ' sock', # ocket (152 firings) 'ocket', 'ockets', # socket (152 firings) ' socket', ' sockets', 'Socket', 'socket', ' Socket', # tayyip (139 firings) ' Tayyip', # kremlin (136 firings) ' Kremlin', # ock (132 firings) 'OCK', # jenny (128 firings) ' Jenny', # stud (123 firings) ' stud', ' Stud', # tun (114 firings) ' Tun', 'tun', # ear (108 firings) ' Ear', # junc (107 firings) ' Junction', ' junction', # zza (98 firings) 'zza', # sensory (94 firings) ' sensory', # knot (94 firings) ' knot', ' Knot', # slat (93 firings) ' Slater', # parson (92 firings) ' Parsons', # ija (90 firings) 'ija', # upt (88 firings) ' upt', # latvia (87 firings) ' Latvia', # nick (85 firings) ' nick', # restart (83 firings) ' restart', # loch (82 firings) ' Loch', # peak (82 firings) ' Peaks', # ramsey (81 firings) ' Ramsey', # cer (78 firings) ' Cer', # reflex (78 firings) ' reflex', ' Reflex', # kt (77 firings) 'kt', # tcp (73 firings) ' TCP', ' tcp', # č (73 firings) 'č', # iz (72 firings) ' Iz', # cert (72 firings) ' cert', # saint (71 firings) ' saint', # jenna (69 firings) ' Jenna', # pierc (66 firings) ' piercing', ' Piercing', # sig (66 firings) ' SIG', ' sig', # esk (65 firings) ' Esk', # ved (65 firings) ' Ved', # eston (63 firings) ' Eston', # torpedo (62 firings) ' torpedo', # kund (57 firings) ' Kund', # timb (54 firings) ' Timber', # serotonin (52 firings) ' serotonin', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'pier-family', 1 def prog_L06F02454(input_tokens): """43 token families, 53 surface forms (train F1 of the uncapped optimum: 0.614). Fires at 6,928 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to fonts and typography""" # --- end external annotation --- fire = { # font (456 firings) ' Font', ' font', ' fonts', 'font', 'Font', # san (165 firings) ' Sans', ' sans', # hebdo (145 firings) ' Hebdo', # pant (139 firings) ' Pant', # typ (132 firings) ' typ', # pasta (127 firings) ' pasta', # alphabet (122 firings) ' alphabet', # icon (119 firings) ' icons', 'icons', # hen (106 firings) 'hens', # hosp (99 firings) ' hosp', ' Hosp', # papa (93 firings) ' Papa', # char (91 firings) 'char', ' chars', # hem (89 firings) ' hem', # gustav (76 firings) ' Gustav', # encod (63 firings) ' encoding', # handwrit (62 firings) ' handwriting', # except (60 firings) 'Except', # ssl (59 firings) ' SSL', # bg (55 firings) 'BG', ' BG', 'bg', # rict (51 firings) 'ricting', # thick (49 firings) ' thickness', # bra (48 firings) ' bras', # unicode (47 firings) ' Unicode', # icing (45 firings) ' icing', # gown (45 firings) ' gown', # goth (43 firings) ' Gothic', # gast (43 firings) ' gast', # strap (42 firings) 'strap', # codec (41 firings) ' codec', # bib (40 firings) ' Bib', # ibli (37 firings) 'ibli', # brim (37 firings) ' brim', # igraph (34 firings) 'igraph', # fac (34 firings) 'faces', # fran (31 firings) ' Franç', # ont (29 firings) 'ONT', # hatt (27 firings) ' Hatt', # pron (26 firings) ' pron', # ilingu (25 firings) 'ilingual', # glyph (22 firings) ' glyph', # ospel (21 firings) 'ospels', # ospit (21 firings) 'ospital', # conson (18 firings) ' conson', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'font-family', 1 def prog_L06F02455(input_tokens): """40 token families, 53 surface forms (train F1 of the uncapped optimum: 0.809). Fires at 5,125 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: programming syntax elements related to functions and error handling""" # --- end external annotation --- fire = { # .......... (748 firings) ' ..........', # ") (447 firings) '")', # ); (382 firings) ');', ' );', # ]) (153 firings) '])', ' ])', # "? (136 firings) '"?', # "), (121 firings) '"),', # )? (120 firings) ')?', # ]; (103 firings) '];', ' ];', # )) (102 firings) '))', ' ))', # "; (101 firings) '";', # "). (76 firings) '").', # "] (74 firings) '"]', # "> (68 firings) '">', # }} (65 firings) '}}', ' }}', # /) (61 firings) '/)', # ') (58 firings) "')", # (); (56 firings) ' ();', '();', # ]), (42 firings) ']),', # /> (38 firings) ' />', '/>', # ">