"""GPT-2 SAE last-token programs, layer 2 -- features 02400 to 02499 (79 programs). One function per SAE feature. Grouped 100 to a file so the set stays browsable; the programs themselves are unchanged. """ def prog_L02F02400(input_tokens): """44 token families, 46 surface forms (train F1 of the uncapped optimum: 0.833). Fires at 4,123 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: words related to rudeness and offensive behavior""" # --- end external annotation --- fire = { # drunken (233 firings) ' drunken', # abus (220 firings) ' abusive', # polite (192 firings) ' polite', ' politely', # humiliat (159 firings) ' humiliating', ' humiliated', # rude (134 firings) ' rude', # ignorant (120 firings) ' ignorant', # disrupt (118 firings) ' disruptive', # lewd (111 firings) ' lewd', # defiant (102 firings) ' defiant', # angri (97 firings) ' angrily', # grammar (91 firings) ' grammar', # disorder (90 firings) ' disorderly', # vulgar (85 firings) ' vulgar', # arrogant (82 firings) ' arrogant', # vain (82 firings) ' vain', # obscene (78 firings) ' obscene', # disrespect (75 firings) ' disrespectful', # anity (68 firings) 'anity', # inept (63 firings) ' inept', # clumsy (62 firings) ' clumsy', # poverty (62 firings) ' Poverty', # condesc (55 firings) ' condesc', # obnoxi (55 firings) ' obnoxious', # ruly (53 firings) 'ruly', # mann (52 firings) ' manners', # rud (52 firings) ' rud', # arrog (51 firings) ' arrogance', # insol (49 firings) ' insol', # unwelcome (49 firings) ' unwelcome', # buggy (47 firings) ' buggy', # great (46 firings) ' GREAT', # immature (43 firings) ' immature', # wait (40 firings) ' waiter', # splendid (34 firings) ' splendid', # impatient (33 firings) ' impatient', # olicit (32 firings) 'olicited', # coarse (28 firings) ' coarse', # quarrel (26 firings) ' quarrel', # feeble (23 firings) ' feeble', # lone (23 firings) ' Lonely', # tumult (21 firings) ' tumult', # unint (19 firings) ' unint', # edient (15 firings) 'edient', # ivil (14 firings) 'ivil', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'drunken-family', 1 def prog_L02F02402(input_tokens): """7 token families, 11 surface forms (train F1 of the uncapped optimum: 0.818). Fires at 6,133 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to performance metrics in computing""" # --- end external annotation --- fire = { # perform (4,109 firings) ' performance', ' Performance', 'performance', 'performing', 'Performance', # performanc (263 firings) ' performances', # latency (42 firings) ' latency', # benchmark (42 firings) ' benchmarks', # perf (33 firings) ' perf', # throughput (23 firings) ' throughput', # erate (20 firings) 'erate', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'perform-family', 1 def prog_L02F02404(input_tokens): """14 token families, 18 surface forms (train F1 of the uncapped optimum: 0.778). Fires at 2,583 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to rest in various contexts""" # --- end external annotation --- fire = { # rest (908 firings) 'rest', ' Rest', 'Rest', ' REST', ' resting', # safe (226 firings) ' Safe', # restaurant (183 firings) ' Restaurant', # protect (160 firings) ' Protect', # res (93 firings) ' RES', # remnant (64 firings) ' remnants', # restaur (40 firings) ' Restaur', # restora (35 firings) ' Restoration', # restore (31 firings) ' Restore', # ang (25 firings) ' Anger', # ramp (25 firings) ' Ramp', # restrict (23 firings) ' Restrict', # cont (23 firings) 'CONT', # orest (10 firings) 'orest', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'rest-family', 1 def prog_L02F02407(input_tokens): """50 token families, 56 surface forms (train F1 of the uncapped optimum: 0.878). Fires at 18,138 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of specific political figures and organizations""" # --- end external annotation --- fire = { # canc (312 firings) ' Cancer', # culture (283 firings) ' Culture', # campu (228 firings) ' Campus', # cody (210 firings) ' Cody', # cage (206 firings) ' Cage', # crazy (200 firings) ' Crazy', 'crazy', # cricket (189 firings) ' Cricket', # crime (178 firings) ' Crime', # county (173 firings) ' COUNTY', # ctv (171 firings) 'CTV', # cancel (165 firings) ' Cancel', # cinema (163 firings) ' Cinema', # capp (161 firings) ' capped', # cumm (158 firings) ' Cummings', ' Cumm', # cis (154 firings) ' cis', ' CIS', # c (153 firings) 'cé', # chennai (151 firings) ' Chennai', # cit (151 firings) ' Cities', # cousin (141 firings) ' Cousins', # coult (138 firings) ' Coulter', # cambodia (137 firings) ' Cambodia', # rica (136 firings) ' Rica', # embroil (136 firings) ' embroiled', # cer (135 firings) ' Cer', ' Ceres', # cisco (134 firings) ' Cisco', # couri (134 firings) ' Courier', ' courier', # crisi (131 firings) ' Crisis', # caffeine (128 firings) ' caffeine', # cotton (127 firings) ' Cotton', # cunningham (124 firings) ' Cunningham', # cameroon (124 firings) ' Cameroon', # cait (123 firings) ' Cait', # cfl (120 firings) ' CFL', # crowley (120 firings) ' Crowley', # cork (117 firings) ' Corker', # concept (114 firings) ' Concept', # cca (110 firings) 'cca', # cheryl (108 firings) ' Cheryl', # celsiu (105 firings) ' Celsius', # cassidy (103 firings) ' Cassidy', # corm (102 firings) ' Corm', # carniv (101 firings) ' Carnival', # cyru (100 firings) ' Cyrus', # cathy (94 firings) ' Cathy', # cgi (93 firings) ' CGI', 'cgi', # cpr (89 firings) ' CPR', # cortana (88 firings) ' Cortana', # cecil (87 firings) ' Cecil', # cir (85 firings) ' Cir', # eco (85 firings) ' Eco', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'canc-family', 1 def prog_L02F02408(input_tokens): """14 token families, 15 surface forms (train F1 of the uncapped optimum: 0.826). Fires at 2,424 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of penalties in sports contexts""" # --- end external annotation --- fire = { # penalty (996 firings) ' penalty', ' Penalty', # penalt (343 firings) ' penalties', # alty (115 firings) 'alty', # sac (84 firings) ' sac', # abre (61 firings) 'abre', # cruc (43 firings) ' cruc', # forfeit (33 firings) ' forfeit', # forfe (30 firings) ' forfe', # bribe (28 firings) ' bribe', # correc (24 firings) ' Correction', # otine (17 firings) 'otine', # cible (15 firings) 'cible', # sacrifice (13 firings) ' Sacrifice', # sacra (11 firings) ' Sacrament', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'penalty-family', 1 def prog_L02F02411(input_tokens): """16 token families, 18 surface forms (train F1 of the uncapped optimum: 0.797). Fires at 2,333 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the term "Storm." """ # --- end external annotation --- fire = { # storm (1,000 firings) ' Storm', 'storm', 'Storm', # strom (142 firings) 'strom', # ty (101 firings) 'Ty', # telecom (66 firings) ' Telecom', # sapp (64 firings) ' Sapp', # typhoon (60 firings) ' Typhoon', # zoe (57 firings) ' Zoe', # sylv (51 firings) ' Sylv', # strang (44 firings) ' Stranger', # stor (32 firings) ' STOR', # gg (31 firings) ' GG', # temp (31 firings) ' Tempest', # seaf (31 firings) ' Seaf', # destroy (27 firings) ' Destroyer', # tornado (19 firings) ' Tornado', # ジ (10 firings) 'ジ', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'storm-family', 1 def prog_L02F02412(input_tokens): """38 token families, 42 surface forms (train F1 of the uncapped optimum: 0.804). Fires at 3,771 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: descriptors related to smoothness""" # --- end external annotation --- fire = { # smooth (686 firings) ' smooth', ' smoothly', ' smoother', ' Smooth', # slick (138 firings) ' slick', # polish (131 firings) ' polished', # iven (109 firings) 'iven', # gradu (105 firings) ' gradual', # creamy (102 firings) ' creamy', # ooth (98 firings) 'ooth', 'oother', # fric (95 firings) ' friction', # abrupt (90 firings) ' abrupt', # swirl (80 firings) ' swirl', # crisp (75 firings) ' crisp', # seamles (72 firings) ' seamless', # flawles (67 firings) ' flawless', # boun (67 firings) ' boun', # com (64 firings) ' comed', # ipple (55 firings) 'ipple', # streamlin (50 firings) ' streamlined', # lubr (48 firings) ' lubric', # mell (46 firings) ' mell', # smoot (46 firings) ' smoot', # ippl (46 firings) 'ipples', # effortless (43 firings) ' effortlessly', # uninterrupt (40 firings) ' uninterrupted', # ern (37 firings) 'erning', # turbulent (37 firings) ' turbulent', # velvet (35 firings) ' velvet', # virtu (33 firings) ' virtuous', # abra (32 firings) ' abras', # slippery (32 firings) ' slippery', # glide (31 firings) ' glide', # crispy (26 firings) ' crispy', # grace (24 firings) ' graceful', # pept (22 firings) ' pept', # oily (21 firings) ' oily', # interpol (18 firings) ' interpol', # visc (14 firings) ' visc', # moistur (12 firings) ' moistur', # twitch (11 firings) 'twitch', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'smooth-family', 1 def prog_L02F02413(input_tokens): """49 token families, 50 surface forms (train F1 of the uncapped optimum: 0.783). Fires at 4,313 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the concept of systematic processes or actions""" # --- end external annotation --- fire = { # systemat (185 firings) ' systematic', # empir (142 firings) ' empirical', ' empir', # systematical (141 firings) ' systematically', # savage (134 firings) ' savage', # structur (123 firings) ' structured', # indication (122 firings) ' indications', # disciplin (118 firings) ' disciplined', # tedi (104 firings) ' tedious', # handwritten (103 firings) ' handwritten', # painstak (88 firings) ' painstaking', # orou (85 firings) 'orous', # patient (82 firings) ' patiently', # accumulat (81 firings) ' accumulated', # igor (76 firings) ' Igor', # rin (67 firings) ' Rin', # ily (64 firings) ' Ily', # geometr (62 firings) ' geometric', # meticulous (61 firings) ' meticulously', # cki (59 firings) 'cki', # statist (59 firings) ' Statistical', # azard (58 firings) 'azard', # religious (57 firings) ' religiously', # scientif (50 firings) 'scientific', # increment (47 firings) ' incremental', # diligent (46 firings) ' diligently', # her (40 firings) 'herer', # mechan (40 firings) ' mechan', # injust (39 firings) ' injust', # lys (39 firings) ' Lys', # rane (39 firings) 'rane', # hoc (38 firings) ' hoc', # order (37 firings) ' orderly', # plund (35 firings) ' plunder', # asant (33 firings) 'asant', # ilat (33 firings) 'ilated', # prevent (31 firings) ' preventive', # algorith (30 firings) ' algorith', # orous (30 firings) 'orously', # fficient (29 firings) 'fficient', # publica (29 firings) ' Publication', # inequal (28 firings) ' inequalities', # treat (28 firings) 'treatment', # inform (27 firings) ' Inform', # itative (23 firings) 'itatively', # razen (21 firings) 'razen', # azel (21 firings) 'azel', # methodolog (18 firings) ' methodological', # aimon (17 firings) 'aimon', # reverse (14 firings) 'reverse', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'systemat-family', 1 def prog_L02F02414(input_tokens): """8 token families, 12 surface forms (train F1 of the uncapped optimum: 0.864). Fires at 10,136 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "large" in various contexts""" # --- end external annotation --- fire = { # large (6,696 firings) ' large', ' Large', 'large', 'Large', # enorm (569 firings) ' enormous', # siz (140 firings) ' sizable', # overs (63 firings) ' oversized', # size (59 firings) ' sizeable', # bulky (59 firings) ' bulky', # larg (55 firings) ' larg', 'larg', # spaci (53 firings) ' spacious', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'large-family', 1 def prog_L02F02415(input_tokens): """50 token families, 56 surface forms (train F1 of the uncapped optimum: 0.855). Fires at 5,212 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: abbreviations or acronyms related to organizations and roles""" # --- end external annotation --- fire = { # phil (179 firings) ' Philly', # oil (171 firings) ' Oilers', # ador (150 firings) ' adorable', # ot (108 firings) ' OT', # org (107 firings) ' org', 'Org', # andro (100 firings) 'andro', # jp (94 firings) ' JP', # patriarch (90 firings) ' patriarch', ' Patriarch', # oem (88 firings) ' OEM', # ol (87 firings) ' OL', # ott (84 firings) 'OTT', # te (84 firings) ' TE', # pb (83 firings) ' PB', 'PB', # nt (82 firings) ' NT', # pri (78 firings) ' Priest', # firm (77 firings) ' Firm', # ecstat (76 firings) ' ecstatic', # npc (71 firings) ' NPC', ' NPCs', # patty (70 firings) ' Patty', # art (69 firings) ' ART', # og (64 firings) ' OG', # cst (64 firings) ' CST', # orc (63 firings) ' orc', ' Orc', # demon (62 firings) ' demonic', # ballard (62 firings) ' Ballard', # goff (62 firings) ' Goff', # ovo (62 firings) 'ovo', # oy (61 firings) 'OY', # if (61 firings) ' IF', # iu (60 firings) ' IU', # doorway (56 firings) ' doorway', # pk (55 firings) ' PK', 'PK', # pronoun (54 firings) ' pronouns', # microbiota (53 firings) ' microbiota', # rob (52 firings) 'Rober', # ou (51 firings) ' OU', # dt (50 firings) ' DT', # broth (49 firings) ' broth', # ild (47 firings) 'ILD', # fulfill (47 firings) ' fulfillment', # rd (46 firings) ' RD', # adopt (46 firings) ' adoptive', # testim (45 firings) ' testim', # pf (44 firings) ' PF', # ally (43 firings) ' Ally', # nk (42 firings) ' NK', # lw (42 firings) ' LW', # gf (38 firings) ' GF', # prim (37 firings) ' Primal', # osp (35 firings) 'OSP', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'phil-family', 1 def prog_L02F02416(input_tokens): """50 token families, 54 surface forms (train F1 of the uncapped optimum: 0.885). Fires at 13,657 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to bacteria and medical conditions associated with them""" # --- end external annotation --- fire = { # pedestrian (315 firings) ' pedestrian', # libyan (282 firings) ' Libyan', # evangel (242 firings) ' evangelical', # psychiatr (233 firings) ' psychiatric', ' Psychiatric', # automot (222 firings) ' automotive', # charit (204 firings) ' charitable', # architectur (179 firings) ' architectural', # inflammatory (177 firings) ' inflammatory', 'inflammatory', # fraudulent (174 firings) ' fraudulent', # antarct (170 firings) ' Antarctic', # veget (165 firings) ' vegetable', # cinemat (165 firings) ' cinematic', # opioid (165 firings) ' opioid', # dent (158 firings) ' dental', # aborigin (149 firings) ' Aboriginal', ' aboriginal', # archaeolog (145 firings) ' archaeological', # surg (143 firings) ' surgical', # theatr (141 firings) ' theatrical', # correction (140 firings) ' Correctional', ' correctional', # respiratory (139 firings) ' respiratory', # parent (136 firings) ' parental', # nutrition (133 firings) ' nutritional', # spin (133 firings) ' spinal', # volcan (130 firings) ' volcanic', # cardiac (128 firings) ' cardiac', # eccentr (126 firings) ' eccentric', # bodi (126 firings) ' bodily', # medicin (126 firings) ' medicinal', # bacter (116 firings) ' bacterial', # eyewit (115 firings) ' eyewitness', # ecolog (115 firings) ' ecological', # cardiovascular (112 firings) ' cardiovascular', # metabol (111 firings) ' metabolic', # graph (109 firings) ' graphical', # matern (109 firings) ' maternal', # fet (105 firings) ' fetal', # crimean (101 firings) ' Crimean', # antibiot (101 firings) ' antibiotic', # indecent (97 firings) ' indecent', # indict (94 firings) ' indict', # fatty (91 firings) ' fatty', # photograph (91 firings) ' photographic', # influenza (89 firings) ' influenza', # neurolog (86 firings) ' neurological', # canine (85 firings) ' canine', # entrepreneur (84 firings) ' entrepreneurial', # insurgent (83 firings) ' insurgent', # diagnost (79 firings) ' diagnostic', # visionary (76 firings) ' visionary', # allerg (75 firings) ' allergic', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'pedestrian-family', 1 def prog_L02F02417(input_tokens): """18 token families, 20 surface forms (train F1 of the uncapped optimum: 0.682). Fires at 3,159 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "relate" and its variations""" # --- end external annotation --- fire = { # relat (537 firings) ' relating', ' relates', # relate (237 firings) ' relate', # pertain (128 firings) ' pertaining', # revolv (120 firings) ' revolves', # referenc (108 firings) ' referencing', # recount (90 firings) ' recounted', # rur (81 firings) ' Rural', # 1903 (59 firings) ' 1903', # sew (55 firings) ' sew', # rhy (52 firings) ' rhy', # narr (47 firings) ' narr', # tain (42 firings) 'tains', 'tained', # lda (40 firings) 'lda', # ond (39 firings) 'onds', # alt (22 firings) 'alties', # rient (15 firings) 'rients', # correlate (14 firings) ' correlate', # attribute (10 firings) 'Attribute', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'relat-family', 1 def prog_L02F02418(input_tokens): """49 token families, 51 surface forms (train F1 of the uncapped optimum: 0.866). Fires at 9,147 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases involving items being hidden or stored away""" # --- end external annotation --- fire = { # sit (665 firings) ' sits', # penn (262 firings) ' penned', # hous (221 firings) ' housed', # pdf (213 firings) 'PDF', # jok (181 firings) ' joked', # tuck (172 firings) ' tucked', # locat (171 firings) 'Located', ' Located', # packag (147 firings) ' packaged', # pair (146 firings) ' paired', # sleek (141 firings) ' sleek', # strapp (128 firings) ' strapped', # gunn (121 firings) ' gunned', # tailor (119 firings) ' tailored', # quirky (117 firings) ' quirky', # uddl (115 firings) 'uddled', # thigh (113 firings) ' thigh', ' thighs', # tap (112 firings) ' taped', # pinn (110 firings) ' pinned', # model (106 firings) ' modeled', # gear (98 firings) ' geared', # squeez (97 firings) ' squeezed', # uck (95 firings) 'ucked', # pil (94 firings) ' piled', # bundl (93 firings) ' bundled', # cramm (88 firings) ' crammed', # snatch (88 firings) ' snatched', # cozy (86 firings) ' cozy', # rawl (82 firings) 'rawled', # fend (81 firings) ' fend', # enclave (80 firings) ' enclave', # slid (79 firings) ' slid', # slump (76 firings) ' slumped', # pepp (76 firings) ' pepp', # smack (76 firings) ' smack', # lac (74 firings) ' laced', # cramp (69 firings) ' cramped', # anecdot (67 firings) ' anecdotes', # scarf (66 firings) ' scarf', # adorn (65 firings) ' adorned', # group (64 firings) ' grouped', # perch (64 firings) ' perched', # euphem (64 firings) ' euphem', # torso (63 firings) ' torso', # scrib (63 firings) ' scrib', # squar (61 firings) ' squared', # shov (60 firings) ' shoved', # quaint (60 firings) ' quaint', # dangl (59 firings) ' dangling', # nifty (57 firings) ' nifty', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'sit-family', 1 def prog_L02F02420(input_tokens): """11 token families, 15 surface forms (train F1 of the uncapped optimum: 0.810). Fires at 1,937 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the substring "str" in different contexts""" # --- end external annotation --- fire = { # str (972 firings) 'str', 'Str', 'STR', ' STR', 'strings', # tr (310 firings) 'TR', # painful (89 firings) ' painfully', # stru (66 firings) 'stru', # spir (44 firings) 'spir', # τ (39 firings) 'τ', # stren (30 firings) ' stren', # bring (22 firings) 'bringer', # sth (15 firings) 'sth', # pport (14 firings) 'pport', # struct (7 firings) 'STRUCT', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'str-family', 1 def prog_L02F02421(input_tokens): """49 token families, 49 surface forms (train F1 of the uncapped optimum: 0.855). Fires at 3,867 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to discrimination and derogatory language""" # --- end external annotation --- fire = { # sexist (202 firings) ' sexist', # fraudulent (175 firings) ' fraudulent', # restrict (137 firings) ' restrictive', # discriminatory (132 firings) ' discriminatory', # hate (130 firings) ' hateful', # tailor (119 firings) ' tailored', # ress (106 firings) 'ressive', # decept (98 firings) ' deceptive', # oppress (96 firings) ' oppressive', # stringent (91 firings) ' stringent', # orpg (91 firings) 'ORPG', # predatory (81 firings) ' predatory', # discrimina (79 firings) 'discrimination', # derogatory (77 firings) ' derogatory', # shame (76 firings) ' shameful', # streamlin (72 firings) ' streamlined', # intrus (71 firings) ' intrusive', # repress (65 firings) ' repressive', # hypocrit (65 firings) ' hypocritical', # degrad (64 firings) ' degrading', # iform (63 firings) 'iform', # barbar (60 firings) ' barbaric', # archa (58 firings) ' archaic', # horrend (56 firings) ' horrendous', # cumbersome (49 firings) ' cumbersome', # crusad (49 firings) ' Crusader', # competit (49 firings) 'competitive', # apartheid (48 firings) ' apartheid', # itat (48 firings) 'itative', # erou (46 firings) 'erous', # preferent (46 firings) ' preferential', # iti (46 firings) 'itious', # mermaid (45 firings) ' Mermaid', # inequ (44 firings) ' inequ', # etit (43 firings) 'etitive', # adverse (36 firings) ' adversely', # cept (34 firings) 'ceptive', # inatory (34 firings) 'inatory', # cloth (33 firings) ' Clothing', # ascist (30 firings) 'ascist', # discrim (28 firings) ' discrim', # hide (24 firings) ' hideous', # coerc (20 firings) ' coercive', # uggish (17 firings) 'uggish', # ctr (15 firings) 'ctr', # idi (13 firings) 'idious', # tesque (12 firings) 'tesque', # erent (12 firings) 'erential', # 。 (10 firings) '。', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'sexist-family', 1 def prog_L02F02422(input_tokens): """44 token families, 52 surface forms (train F1 of the uncapped optimum: 0.816). Fires at 9,364 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: vocabulary related to fermentation and food preparation""" # --- end external annotation --- fire = { # tast (339 firings) ' tasting', ' tastes', ' tasted', # flavor (278 firings) ' flavors', ' flavorful', # beer (243 firings) ' beers', # slur (195 firings) ' slur', ' slurs', # alcohol (185 firings) ' alcoholic', 'alcohol', # brewer (184 firings) ' breweries', # smok (153 firings) ' smoked', # drift (141 firings) ' drifting', ' drifted', # chew (129 firings) ' chewing', ' chew', # spicy (121 firings) ' spicy', # scala (111 firings) ' Scala', # ale (104 firings) ' ale', # fer (104 firings) 'Fer', ' ferment', # beverag (101 firings) ' beverages', # brew (97 firings) ' brewed', # win (92 firings) ' wines', # voyage (92 firings) ' voyage', # fatty (91 firings) ' fatty', # sip (88 firings) ' sip', # cig (86 firings) ' Cig', # creamy (86 firings) ' creamy', # binge (83 firings) ' binge', # salty (81 firings) ' salty', # jok (81 firings) ' joking', # caramel (78 firings) ' caramel', # taco (77 firings) ' tacos', # igrat (77 firings) 'igrated', # cid (75 firings) ' cider', # malt (73 firings) ' malt', # hearty (71 firings) ' hearty', # att (71 firings) ' attic', # banquet (67 firings) ' banquet', # herb (66 firings) ' herbal', # roar (66 firings) ' roaring', # funk (66 firings) ' funk', # interstellar (65 firings) ' interstellar', # migrat (65 firings) ' migrated', # dipp (65 firings) ' dipping', # bitter (58 firings) ' bitterness', # sarcast (58 firings) ' sarcastic', # remini (56 firings) ' reminis', # sug (56 firings) ' Sug', # cellar (54 firings) ' cellar', # spock (54 firings) ' Spock', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'tast-family', 1 def prog_L02F02424(input_tokens): """49 token families, 50 surface forms (train F1 of the uncapped optimum: 0.814). Fires at 6,931 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the "Avengers" film franchise""" # --- end external annotation --- fire = { # aveng (378 firings) ' Avengers', ' Avenger', # men (372 firings) 'Men', # vision (238 firings) ' Vision', # guardian (199 firings) ' Guardians', # stark (167 firings) ' Stark', # infin (155 firings) ' Infinity', # suicide (150 firings) ' Suicide', # hulk (142 firings) ' Hulk', # transform (140 firings) ' Transformers', # ibl (138 firings) 'ibles', # whedon (129 firings) ' Whedon', # hobbit (126 firings) ' Hobbit', # agent (126 firings) ' Agents', # jurass (126 firings) ' Jurassic', # fantast (116 firings) ' Fantastic', # avatar (107 firings) ' Avatar', # ultron (94 firings) ' Ultron', # covenant (90 firings) ' Covenant', # titan (85 firings) ' Titanic', # russo (84 firings) ' Russo', # nazi (82 firings) 'Nazis', # ghostbust (81 firings) ' Ghostbusters', # superhero (81 firings) ' superheroes', # firef (79 firings) ' Firefly', # defend (75 firings) ' Defenders', # coul (73 firings) ' Coul', # incred (70 firings) ' Incredible', # hercul (67 firings) ' Hercules', # myst (66 firings) ' mystical', # borderland (62 firings) ' Borderlands', # ragnarok (62 firings) ' Ragnarok', # ass (61 firings) 'assic', # troop (60 firings) ' troopers', # human (58 firings) 'humans', # jarvi (58 firings) ' Jarvis', # force (57 firings) 'Force', # wak (52 firings) ' Wak', # thor (48 firings) 'Thor', # cobra (47 firings) ' Cobra', # natasha (46 firings) ' Natasha', # inquisi (46 firings) ' Inquisition', # illuminati (45 firings) ' Illuminati', # autob (43 firings) ' Autob', # ortunate (35 firings) 'ortunate', # loki (32 firings) ' Loki', # kingdom (32 firings) ' Kingdoms', # superhuman (30 firings) ' superhuman', # orsi (28 firings) 'orsi', # bj (27 firings) 'bj', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'aveng-family', 1 def prog_L02F02425(input_tokens): """29 token families, 29 surface forms (train F1 of the uncapped optimum: 0.773). Fires at 1,368 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: sentences that express confusion or surprise""" # --- end external annotation --- fire = { # ?! (292 firings) '?!', # )! (90 firings) ')!', # huh (59 firings) ' huh', # !? (54 firings) '!?', # uni (53 firings) ' Uni', # pesky (38 firings) ' pesky', # ?: (37 firings) '?:', # but (35 firings) ' BUT', # azo (26 firings) 'azo', # ajo (24 firings) 'ajo', # ?", (23 firings) '?",', # aaa (22 firings) 'aaa', # jaune (21 firings) ' Jaune', # blast (21 firings) ' blaster', # anyway (21 firings) ' anyways', # !: (20 firings) '!:', # !!!!! (18 firings) '!!!!!', # !", (17 firings) '!",', # alway (17 firings) ' ALWAYS', # ?". (15 firings) '?".', # "! (15 firings) '"!', # ...? (14 firings) '...?', # ?!" (14 firings) '?!"', # ↑ (14 firings) ' ↑', # inacc (8 firings) ' inacc', # ???? (8 firings) '????', # (! (7 firings) ' (!', # !". (7 firings) '!".', # includ (5 firings) ' INCLUD', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '?!-family', 1 def prog_L02F02426(input_tokens): """3 token families, 4 surface forms (train F1 of the uncapped optimum: 0.888). Fires at 35,041 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: question marks indicating interrogative sentences or queries""" # --- end external annotation --- fire = { # ? (33,742 firings) '?', ' ?', # "? (134 firings) '"?', # )? (114 firings) ')?', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '?-family', 1 def prog_L02F02427(input_tokens): """30 token families, 80 surface forms (train F1 of the uncapped optimum: 0.362). Fires at 128,788 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to fast food restaurants and their menu items""" # --- end external annotation --- fire = { # food (2,845 firings) ' food', ' Food', 'food', ' Foods', # bar (2,297 firings) ' bar', ' bars', ' Bar', ' Bars', 'bars', ' BAR', # restaurant (1,868 firings) ' restaurant', ' restaurants', ' Restaurant', # store (1,788 firings) ' store', 'store', # place (1,602 firings) ' place', ' Place', # market (1,532 firings) ' market', ' Market', 'markets', # room (1,402 firings) ' room', 'room', ' rooms', ' Room', ' Rooms', # shop (1,375 firings) ' shop', ' shops', ' Shop', # area (1,335 firings) ' area', ' Area', 'area', # stor (971 firings) ' stores', 'stores', ' Stores', # drink (907 firings) ' drink', ' drinks', ' Drink', ' drinkers', # custom (896 firings) ' customers', ' customer', ' Customers', # chain (834 firings) ' chain', ' chains', # ies (694 firings) 'ies', # spot (683 firings) ' spot', ' spots', ' Spot', 'spot', # beer (653 firings) ' beer', ' beers', ' Beer', 'beer', # sta (632 firings) ' station', # cream (564 firings) ' cream', ' Cream', 'cream', # corn (547 firings) ' corner', ' Corner', 'corn', # loca (534 firings) ' location', # table (514 firings) ' table', ' Table', # location (477 firings) ' locations', # count (441 firings) ' counter', ' counters', # item (418 firings) ' items', # chicken (411 firings) ' chicken', ' Chicken', 'Chicken', # mall (393 firings) ' mall', ' Mall', ' malls', # menu (385 firings) ' menu', ' menus', 'menu', 'Menu', # eve (378 firings) ' Eve', # craft (376 firings) ' craft', ' Craft', # square (370 firings) ' Square', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'food-family', 1 def prog_L02F02428(input_tokens): """40 token families, 58 surface forms (train F1 of the uncapped optimum: 0.937). Fires at 11,265 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: numerical values or data points""" # --- end external annotation --- fire = { # 68 (1,027 firings) '68', ' 68', # 72 (800 firings) ' 72', '72', # 69 (728 firings) ' 69', '69', # 76 (718 firings) '76', ' 76', # 71 (664 firings) '71', ' 71', # 74 (618 firings) ' 74', '74', # 73 (562 firings) ' 73', '73', # 1972 (328 firings) ' 1972', '1972', # 92 (272 firings) '92', # 67 (223 firings) ' 67', # 84 (177 firings) '84', # vii (167 firings) ' VII', 'VII', # 144 (160 firings) ' 144', '144', # 108 (159 firings) ' 108', '108', # .— (154 firings) '.—', # 720 (141 firings) ' 720', '720', # capital (131 firings) ' Capitals', # bale (119 firings) ' Bale', # cecil (87 firings) ' Cecil', # nun (87 firings) ' Nun', # 174 (82 firings) ' 174', '174', # 172 (79 firings) ' 172', '172', # 168 (78 firings) ' 168', # 176 (78 firings) ' 176', '176', # alicia (77 firings) ' Alicia', # .-- (77 firings) '.--', # 184 (69 firings) ' 184', '184', # 173 (69 firings) ' 173', '173', # 737 (68 firings) ' 737', # acion (65 firings) 'acion', # herrera (63 firings) ' Herrera', # 208 (59 firings) ' 208', '208', # mata (58 firings) ' Mata', # hom (54 firings) ' homer', # nl (51 firings) 'nl', # 122 (50 firings) '122', # 121 (49 firings) '121', # caul (47 firings) ' caul', # "," (47 firings) '","', # aleb (41 firings) 'aleb', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '68-family', 1 def prog_L02F02429(input_tokens): """6 token families, 9 surface forms (train F1 of the uncapped optimum: 0.890). Fires at 2,861 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "instead." """ # --- end external annotation --- fire = { # instead (1,972 firings) ' Instead', 'Instead', 'instead', # rath (140 firings) 'Rather', # otherwise (95 firings) ' Otherwise', 'Otherwise', # nope (64 firings) ' Nope', # onsense (38 firings) 'onsense', # wr (33 firings) 'Wr', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'instead-family', 1 def prog_L02F02430(input_tokens): """16 token families, 21 surface forms (train F1 of the uncapped optimum: 0.776). Fires at 3,964 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "shifting" in various contexts""" # --- end external annotation --- fire = { # shift (1,739 firings) ' shift', ' shifted', ' shifting', ' shifts', # ift (403 firings) 'ifting', 'ifts', 'ifted', # mov (97 firings) 'moving', # gear (84 firings) ' gears', # shuff (82 firings) ' shuff', # skew (64 firings) ' skewed', # shuffle (64 firings) ' shuffle', # morph (53 firings) ' morphed', # piv (40 firings) ' piv', # warp (35 firings) ' warped', # alt (33 firings) ' alters', # shif (31 firings) ' shif', # mirror (25 firings) ' mirrored', # tilt (23 firings) ' tilted', # linkage (20 firings) ' linkage', # rotat (13 firings) ' rotated', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'shift-family', 1 def prog_L02F02431(input_tokens): """40 token families, 42 surface forms (train F1 of the uncapped optimum: 0.856). Fires at 2,636 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to race, particularly regarding whiteness""" # --- end external annotation --- fire = { # whit (175 firings) ' whit', 'Whit', # oshenko (105 firings) 'oshenko', # smithsonian (102 firings) ' Smithsonian', # lovecraft (101 firings) ' Lovecraft', # blackout (90 firings) ' blackout', # swast (88 firings) ' swast', # redd (87 firings) ' redd', # blacklist (82 firings) ' blacklist', # zhen (79 firings) 'zhen', # ciou (77 firings) 'cious', # lit (75 firings) ' liter', # nig (71 firings) ' Nig', ' nig', # thrott (67 firings) ' thrott', # blizz (58 firings) ' Blizz', # oso (58 firings) 'oso', # accredit (57 firings) ' accredited', # mod (55 firings) ' moder', # obfusc (50 firings) ' obfusc', # byte (49 firings) ' byte', # wik (46 firings) ' wik', # prett (46 firings) ' prett', # beaut (46 firings) 'beaut', # femin (44 firings) ' femin', # academ (42 firings) ' academ', # blind (40 firings) ' blinding', # lil (33 firings) ' lil', # confed (33 firings) ' Confeder', # hash (28 firings) ' hashes', # shiva (28 firings) ' Shiva', # histor (25 firings) ' histor', # dehuman (19 firings) ' dehuman', # thor (18 firings) ' thor', # indent (17 firings) ' indent', # commod (16 firings) ' commod', # pow (16 firings) ' pow', # chatt (15 firings) ' Chatt', # fusc (12 firings) 'fusc', # cknowl (10 firings) 'cknowled', # elist (10 firings) 'elist', # vou (9 firings) ' vou', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'whit-family', 1 def prog_L02F02432(input_tokens): """18 token families, 19 surface forms (train F1 of the uncapped optimum: 0.864). Fires at 1,262 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the word "oven." """ # --- end external annotation --- fire = { # oven (237 firings) ' oven', 'oven', # loom (120 firings) ' looms', # grill (94 firings) ' grill', # forge (82 firings) ' forge', # stove (82 firings) ' stove', # oler (59 firings) 'oler', # microwave (59 firings) ' microwave', # age (51 firings) ' Ages', # cook (48 firings) ' cooker', # inquisi (47 firings) ' Inquisition', # codec (38 firings) ' codec', # furnace (36 firings) ' furnace', # ovarian (33 firings) ' ovarian', # wash (28 firings) 'washer', # elsen (27 firings) 'elsen', # ethod (15 firings) 'ETHOD', # tong (13 firings) ' tong', # ================================================================ (4 firings) '================================================================', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'oven-family', 1 def prog_L02F02433(input_tokens): """14 token families, 18 surface forms (train F1 of the uncapped optimum: 0.762). Fires at 5,421 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to significant or pivotal moments in various contexts""" # --- end external annotation --- fire = { # moment (3,198 firings) ' moment', ' moments', ' Moment', ' Moments', # period (319 firings) ' periods', # mom (222 firings) 'Mom', 'mom', # utter (102 firings) ' uttered', # down (99 firings) 'downs', # glimp (75 firings) ' glimps', # heartbeat (69 firings) ' heartbeat', # bethlehem (64 firings) ' Bethlehem', # fleet (62 firings) ' fleeting', # flash (59 firings) ' flashes', # snippet (56 firings) ' snippets', # shorthand (45 firings) ' shorthand', # ugget (38 firings) 'uggets', # burst (35 firings) ' bursts', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'moment-family', 1 def prog_L02F02434(input_tokens): """39 token families, 39 surface forms (train F1 of the uncapped optimum: 0.909). Fires at 2,222 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: words related to paraphrasing and potentially controversial topics""" # --- end external annotation --- fire = { # rawdownloadcloneembedreportprint (204 firings) 'rawdownloadcloneembedreportprint', # quot (149 firings) ' quoting', # pedoph (136 firings) ' pedoph', # misunderstood (119 firings) ' misunderstood', # pseudonym (87 firings) ' pseudonym', # subset (86 firings) ' subset', # plagiar (81 firings) ' plagiar', # paraph (70 firings) ' paraph', # metaph (63 firings) ' metaph', # borderline (60 firings) ' borderline', # "— (60 firings) '"—', # oma (56 firings) 'omas', # ipeg (52 firings) 'ipeg', # prophecy (48 firings) ' prophecy', # nietzsche (46 firings) ' Nietzsche', # bicy (45 firings) ' bicy', # sac (45 firings) 'Sac', # ppel (43 firings) 'ppel', # rase (43 firings) 'rase', # fanta (41 firings) ' fantas', # conqu (40 firings) ' conqu', # hap (39 firings) 'haps', # bapt (35 firings) ' baptized', # filib (34 firings) ' filib', # "- (34 firings) '"-', # play (34 firings) ' Plays', # blasp (32 firings) ' blasp', # obook (30 firings) 'obook', # autobi (26 firings) ' autobi', # ocry (26 firings) 'ocry', # playthrough (23 firings) ' playthrough', # proph (20 firings) ' prophes', # ambig (20 firings) ' ambig', # sth (15 firings) 'sth', # acron (14 firings) ' acron', # disemb (13 firings) ' disemb', # nostalg (8 firings) ' nostalg', # journal (8 firings) ' Journals', # paralle (7 firings) ' paralle', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'rawdownloadcloneembedreportprint-family', 1 def prog_L02F02435(input_tokens): """43 token families, 52 surface forms (train F1 of the uncapped optimum: 0.815). Fires at 3,998 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to democracy and related concepts""" # --- end external annotation --- fire = { # dem (549 firings) 'Dem', 'dem', ' DEM', 'DEM', # dam (198 firings) 'dam', # demo (189 firings) ' demos', ' Demo', # ucc (127 firings) 'ucc', # emin (118 firings) 'emin', # uebl (91 firings) 'uebl', # amaz (86 firings) 'amaz', # gem (79 firings) 'gem', # param (74 firings) ' param', 'param', 'Param', # pain (73 firings) 'pain', # ende (73 firings) 'ende', # 1080 (63 firings) '1080', # democrat (63 firings) 'democratic', # dresden (63 firings) ' Dresden', # unity (60 firings) 'unity', 'Unity', # ida (48 firings) 'IDA', # gew (47 firings) 'gew', # goal (47 firings) 'Goal', # reenshot (46 firings) 'reenshots', # component (46 firings) 'Component', 'component', # medi (44 firings) 'medi', # dimen (43 firings) ' Dimension', 'dimension', # emo (42 firings) 'emo', # dism (39 firings) ' dism', # destroy (36 firings) 'destroy', # demor (35 firings) ' demoral', # purch (35 firings) ' purch', # rep (32 firings) 'REP', # dim (31 firings) 'dim', # mob (29 firings) 'mob', # pill (29 firings) 'pill', # redd (28 firings) 'redd', # conom (27 firings) 'conom', # atem (27 firings) 'atem', # sam (24 firings) 'SAM', # fab (24 firings) 'fab', # alion (22 firings) 'alions', # protec (21 firings) 'protection', # ample (21 firings) 'ample', # idem (20 firings) 'idem', # rede (19 firings) ' rede', # wid (16 firings) 'wid', # produ (14 firings) ' produ', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'dem-family', 1 def prog_L02F02436(input_tokens): """4 token families, 7 surface forms (train F1 of the uncapped optimum: 0.691). Fires at 6,772 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "seemed" indicating perception or belief""" # --- end external annotation --- fire = { # seem (5,700 firings) ' seems', ' seemed', ' seem', ' seeming', # sound (247 firings) ' sounded', # notwithstand (50 firings) ' notwithstanding', # emed (41 firings) 'emed', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'seem-family', 1 def prog_L02F02438(input_tokens): """43 token families, 46 surface forms (train F1 of the uncapped optimum: 0.785). Fires at 3,401 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: concepts related to financial failure and insolvency""" # --- end external annotation --- fire = { # bankrupt (171 firings) ' bankrupt', # billionair (161 firings) ' billionaires', # defund (131 firings) ' defund', # prosp (110 firings) ' Prosper', ' prosper', # overrun (103 firings) ' overrun', # defunct (91 firings) ' defunct', # redundant (91 firings) ' redundant', # calculator (89 firings) ' calculator', ' Calculator', # hancock (80 firings) ' Hancock', # siem (75 firings) ' Siem', # edmund (71 firings) ' Edmund', # decad (63 firings) ' decad', # inept (62 firings) ' inept', # adventur (62 firings) ' adventurous', # ludicr (61 firings) ' ludicrous', # barren (61 firings) ' barren', # rothschild (59 firings) ' Rothschild', # fool (59 firings) ' Fool', # pavel (53 firings) ' Pavel', # indebt (49 firings) ' indebted', # affl (49 firings) 'affles', # forget (48 firings) ' Forget', # disband (45 firings) ' disband', # franc (44 firings) ' franc', # crest (42 firings) ' Crest', # entr (40 firings) 'entric', # bald (40 firings) ' Bald', # fab (38 firings) ' fab', # frivol (37 firings) ' frivolous', ' frivol', # shut (37 firings) ' Shut', # ilingu (35 firings) 'ilingual', # bilingu (35 firings) ' bilingual', # scram (35 firings) ' scram', # subtract (31 firings) ' subtract', # ē (30 firings) 'ē', # compas (27 firings) ' compass', # maurit (25 firings) ' Maurit', # innacle (22 firings) 'innacle', # ellectu (20 firings) 'ellectual', # inc (17 firings) 'incible', # calcul (11 firings) ' calcul', # assert (11 firings) 'assert', # ibliography (11 firings) 'ibliography', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'bankrupt-family', 1 def prog_L02F02439(input_tokens): """1 token families, 2 surface forms (train F1 of the uncapped optimum: 0.912). Fires at 35,097 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: possessive language related to personal experiences and belongings""" # --- end external annotation --- fire = { # my (31,527 firings) ' my', ' My', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'my-family', 1 def prog_L02F02440(input_tokens): """45 token families, 47 surface forms (train F1 of the uncapped optimum: 0.847). Fires at 3,672 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to "ladies" in various contexts""" # --- end external annotation --- fire = { # lad (370 firings) ' ladies', ' Ladies', # love (330 firings) ' lovely', # festiv (166 firings) ' festivities', # ori (134 firings) 'oris', # gentlemen (119 firings) ' gentlemen', # ken (104 firings) ' Kens', # guy (100 firings) ' Guys', # stash (88 firings) ' stash', # fashion (84 firings) ' fashionable', # )! (84 firings) ')!', # ahs (83 firings) 'ahs', # wee (83 firings) ' wee', # adi (80 firings) 'adies', # prostitut (80 firings) ' prostitutes', # beaut (71 firings) ' beaut', ' Beaut', # gentle (69 firings) ' Gentle', # air (64 firings) 'aires', # wein (63 firings) ' Wein', # bly (63 firings) 'bly', # bunny (45 firings) ' Bunny', # lady (42 firings) 'Lady', # duly (40 firings) ' duly', # amen (38 firings) 'amen', # ley (36 firings) 'leys', # kl (35 firings) 'kl', # gin (35 firings) 'gins', # unny (32 firings) 'unny', # knight (30 firings) ' knights', # oker (30 firings) 'okers', # wf (29 firings) 'WF', # inence (29 firings) 'inence', # men (29 firings) 'MEN', # tl (29 firings) 'tl', # sexy (26 firings) ' Sexy', # gentleman (26 firings) ' Gentleman', # str (22 firings) 'strings', # tte (22 firings) 'ttes', # olic (22 firings) 'olics', # ♦ (21 firings) '♦', # witch (21 firings) ' Witches', # lumin (21 firings) ' Lumin', # 518 (18 firings) '518', # ess (17 firings) 'esses', # lh (14 firings) ' LH', # █ (10 firings) '█', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'lad-family', 1 def prog_L02F02441(input_tokens): """1 token families, 3 surface forms (train F1 of the uncapped optimum: 0.617). Fires at 85,904 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "with" indicating associations or interactions""" # --- end external annotation --- fire = { # with (82,719 firings) ' with', ' With', ' WITH', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'with-family', 1 def prog_L02F02442(input_tokens): """15 token families, 19 surface forms (train F1 of the uncapped optimum: 0.919). Fires at 2,824 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: expressions of sadness or melancholy""" # --- end external annotation --- fire = { # sad (1,368 firings) ' sad', ' sadly', ' sadness', ' Sad', 'Sad', # trag (383 firings) ' tragic', # depress (155 firings) ' depressed', # sadden (103 firings) ' saddened', # jeal (78 firings) ' jealous', # umpy (76 firings) 'umpy', # sorrow (74 firings) ' sorrow', # pathet (70 firings) ' pathetic', # athy (68 firings) 'athy', # pity (61 firings) ' pity', # ding (59 firings) ' ding', # jan (54 firings) ' jan', # melancho (24 firings) ' melancholy', # pty (22 firings) 'pty', # pid (15 firings) 'pid', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'sad-family', 1 def prog_L02F02443(input_tokens): """12 token families, 16 surface forms (train F1 of the uncapped optimum: 0.727). Fires at 1,474 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "pos" and its variations, indicating it is focused on identifying a specific term or concept related to positioning or positivity within the text""" # --- end external annotation --- fire = { # pos (419 firings) 'pos', 'posal', ' POS', 'Pos', 'POS', # posi (155 firings) 'position', # ple (92 firings) 'ples', # pose (83 firings) ' Pose', # place (71 firings) ' placement', # itiz (47 firings) 'itiz', # semantic (37 firings) ' semantics', # para (25 firings) ' Paras', # unicip (21 firings) 'unicip', # repet (17 firings) ' repet', # plementa (14 firings) 'plementation', # propo (6 firings) ' propos', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'pos-family', 1 def prog_L02F02444(input_tokens): """33 token families, 36 surface forms (train F1 of the uncapped optimum: 0.902). Fires at 3,038 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the name "Stevens." """ # --- end external annotation --- fire = { # steven (542 firings) ' Stevens', 'Steven', # solo (170 firings) ' Solo', # stephen (138 firings) ' Stephens', # tsarnaev (129 firings) ' Tsarnaev', # pratt (126 firings) ' Pratt', # hampton (121 firings) ' Hampton', # lbs (108 firings) ' lbs', 'lbs', # agin (98 firings) 'agin', # sik (94 firings) ' Sik', # wiggin (90 firings) ' Wiggins', # stove (88 firings) ' stove', # welch (77 firings) ' Welch', # sweeney (75 firings) ' Sweeney', # stevenson (73 firings) ' Stevenson', # petty (64 firings) ' Petty', # din (62 firings) 'din', # bowl (59 firings) ' Bowling', # goldstein (53 firings) ' Goldstein', # tenet (52 firings) ' tenets', # sullivan (50 firings) 'Sullivan', # lement (49 firings) 'lements', # inflammatory (47 firings) 'inflammatory', # brigham (47 firings) ' Brigham', # ewski (46 firings) 'ewski', # deploy (42 firings) ' deployments', # tart (41 firings) ' tart', # att (36 firings) 'atts', # inez (32 firings) 'inez', # upload (31 firings) 'uploads', # stren (30 firings) ' stren', # som (14 firings) ' Somers', # arg (14 firings) ' args', 'args', # ibrary (10 firings) 'ibrary', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'steven-family', 1 def prog_L02F02445(input_tokens): """39 token families, 48 surface forms (train F1 of the uncapped optimum: 0.840). Fires at 3,625 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to heaven and concepts related to the afterlife""" # --- end external annotation --- fire = { # heaven (451 firings) ' heaven', ' Heaven', ' heavens', ' heavenly', ' Heavenly', # paradise (237 firings) ' Paradise', ' paradise', # etern (232 firings) ' eternal', ' eternity', ' Eternity', # socialism (155 firings) ' socialism', # salva (127 firings) ' salvation', ' Salvation', # perfec (109 firings) ' perfection', # scripture (98 firings) ' Scripture', ' scripture', # limbo (90 firings) ' limbo', # imagin (80 firings) ' imaginable', # humane (70 firings) 'humane', # mecca (70 firings) ' Mecca', # angel (68 firings) ' angels', # attain (63 firings) ' attained', # nirvana (60 firings) ' Nirvana', # bless (58 firings) ' blessings', # erno (49 firings) 'erno', # rebirth (49 firings) ' rebirth', # childbirth (47 firings) ' childbirth', # xiii (46 firings) ' XIII', # afterlife (44 firings) ' afterlife', # 1929 (43 firings) ' 1929', # ern (42 firings) 'ernal', # incarn (42 firings) ' incarn', # brim (39 firings) ' brim', # baptism (38 firings) ' baptism', # armageddon (36 firings) ' Armageddon', # celest (34 firings) ' celestial', # vana (32 firings) 'vana', # earth (30 firings) ' earthly', # yin (24 firings) ' Yin', # everlast (21 firings) ' everlasting', # heav (19 firings) ' heav', # hearth (18 firings) ' Hearth', # inferno (17 firings) ' Inferno', # eou (16 firings) 'eous', # had (15 firings) ' Hades', # purg (14 firings) ' Purg', # sinn (14 firings) ' sinners', # valhalla (12 firings) ' Valhalla', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'heaven-family', 1 def prog_L02F02446(input_tokens): """11 token families, 11 surface forms (train F1 of the uncapped optimum: 0.776). Fires at 1,733 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to various individuals, denoted by the title "Ms." """ # --- end external annotation --- fire = { # ms (622 firings) 'Ms', # gi (108 firings) 'Gi', # imm (88 firings) 'immers', # put (79 firings) 'puters', # mia (76 firings) 'mia', # inen (48 firings) 'inen', # ppel (42 firings) 'ppel', # nm (30 firings) 'NM', # mi (30 firings) 'Mi', # ns (25 firings) 'Ns', # abas (6 firings) 'abases', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ms-family', 1 def prog_L02F02447(input_tokens): """41 token families, 44 surface forms (train F1 of the uncapped optimum: 0.674). Fires at 4,797 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to surgeons and surgical professions""" # --- end external annotation --- fire = { # geon (298 firings) 'geon', 'geons', 'geoning', # surgeon (276 firings) ' surgeon', ' surgeons', # smith (173 firings) 'smith', # eld (167 firings) ' Elder', # counselor (118 firings) ' counselor', # borg (101 firings) 'borg', # dungeon (96 firings) ' Dungeon', # uebl (91 firings) 'uebl', # ortion (84 firings) 'ortion', # uary (78 firings) 'uary', # ital (69 firings) 'itals', # shelley (67 firings) ' Shelley', # ridden (66 firings) 'ridden', # med (64 firings) 'Medic', # lict (63 firings) 'licted', # semble (62 firings) 'semble', # infect (61 firings) ' Infect', # bakr (55 firings) ' Bakr', # prison (52 firings) 'prison', # ient (50 firings) 'ients', # ymph (46 firings) 'ymph', # plain (44 firings) 'plain', # inc (43 firings) 'inction', # ileen (42 firings) 'ileen', # raham (42 firings) 'raham', # opath (41 firings) 'opath', # hesda (38 firings) 'hesda', # canc (37 firings) 'cancer', # round (37 firings) 'rounded', # ror (36 firings) 'rors', # alth (35 firings) 'ALTH', # oil (30 firings) 'oiler', # thel (30 firings) 'thel', # jury (23 firings) 'jury', # ospit (21 firings) 'ospital', # rapnel (21 firings) 'rapnel', # ogun (17 firings) 'ogun', # bless (15 firings) ' Blessed', # error (14 firings) 'ERROR', # jur (13 firings) 'juries', # tool (12 firings) 'tool', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'geon-family', 1 def prog_L02F02448(input_tokens): """23 token families, 26 surface forms (train F1 of the uncapped optimum: 0.852). Fires at 4,175 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: expressions of comfort and ease""" # --- end external annotation --- fire = { # comfort (940 firings) ' comfortable', ' comfort', ' Comfort', 'comfort', # convenient (341 firings) ' convenient', # uncomfort (305 firings) ' uncomfortable', # pleasant (239 firings) ' pleasant', # fy (170 firings) 'fy', # relax (166 firings) ' relaxed', # enjoy (165 firings) ' enjoyable', # comfortab (134 firings) ' comfortably', # discomfort (112 firings) ' discomfort', # competent (102 firings) ' competent', # cozy (86 firings) ' cozy', # breeze (79 firings) ' breeze', # grip (78 firings) ' grips', # rene (72 firings) 'rene', # familiar (70 firings) ' familiarity', # seamles (70 firings) ' seamless', # erg (57 firings) ' erg', # cush (45 firings) ' cush', # pos (44 firings) ' POS', # fort (35 firings) 'fortable', # snug (33 firings) ' snug', # onom (33 firings) 'onomic', # agree (24 firings) ' agreeable', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'comfort-family', 1 def prog_L02F02449(input_tokens): """6 token families, 9 surface forms (train F1 of the uncapped optimum: 0.760). Fires at 8,077 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: topics related to healthcare""" # --- end external annotation --- fire = { # care (5,494 firings) ' care', ' Care', 'care', 'Care', # car (143 firings) ' caring', # pharm (55 firings) ' pharm', # careg (32 firings) ' careg', # secondary (28 firings) 'secondary', # outpatient (21 firings) ' outpatient', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'care-family', 1 def prog_L02F02450(input_tokens): """16 token families, 19 surface forms (train F1 of the uncapped optimum: 0.944). Fires at 2,700 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the term "micro" in various contexts""" # --- end external annotation --- fire = { # micro (1,667 firings) ' micro', ' Micro', 'Micro', 'micro', # macro (185 firings) ' macro', # microscop (94 firings) ' microscopic', # mish (75 firings) ' mish', # methyl (63 firings) ' methyl', # township (59 firings) ' township', # microb (59 firings) ' microbial', # nano (54 firings) ' nano', # μ (50 firings) 'μ', # mind (45 firings) ' mindfulness', # +/- (26 firings) ' +/-', # microw (25 firings) ' microw', # cc (21 firings) ' cc', # exemplary (21 firings) ' exemplary', # millisec (19 firings) ' millisec', # µ (9 firings) ' µ', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'micro-family', 1 def prog_L02F02452(input_tokens): """28 token families, 31 surface forms (train F1 of the uncapped optimum: 0.869). Fires at 2,967 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "brave" in various contexts""" # --- end external annotation --- fire = { # brave (489 firings) ' brave', ' Brave', 'Brave', # courage (224 firings) ' courage', ' courageous', # dar (136 firings) ' daring', # brazen (127 firings) ' brazen', # staunch (117 firings) ' staunch', # hero (105 firings) ' heroic', # navig (102 firings) ' navig', # ierce (93 firings) 'ierce', # martyr (87 firings) ' martyr', # spo (86 firings) ' spo', # adventur (76 firings) ' adventurous', # aughty (74 firings) 'aughty', # bravery (69 firings) ' bravery', # fearles (66 firings) ' fearless', # stout (59 firings) ' stout', # ventur (56 firings) ' ventured', # sail (53 firings) ' Sail', # pancreat (52 firings) ' pancreat', # cyn (52 firings) ' cyn', # rior (52 firings) 'riors', # brav (51 firings) ' brav', # valiant (43 firings) ' valiant', # patriot (40 firings) ' patriot', # splendid (39 firings) ' splendid', # timid (37 firings) ' timid', # patri (36 firings) ' patri', # imble (27 firings) 'imble', # iltr (9 firings) 'iltr', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'brave-family', 1 def prog_L02F02453(input_tokens): """31 token families, 39 surface forms (train F1 of the uncapped optimum: 0.868). Fires at 9,695 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the 1960s""" # --- end external annotation --- fire = { # 1990 (1,212 firings) ' 1990', '1990', # 1980 (1,185 firings) ' 1980', '1980', # 1970 (988 firings) ' 1970', '1970', # 1960 (776 firings) ' 1960', '1960', # 1950 (603 firings) ' 1950', '1950', # 1920 (313 firings) ' 1920', '1920', # 1930 (310 firings) ' 1930', # 1940 (279 firings) ' 1940', # 2030 (223 firings) ' 2030', # 1800 (192 firings) ' 1800', '1800', # 1900 (183 firings) ' 1900', '1900', # 2000 (169 firings) '2000', # silent (102 firings) ' Silent', # slim (95 firings) ' Slim', # 1910 (94 firings) ' 1910', # 1890 (93 firings) ' 1890', # 1880 (83 firings) ' 1880', # 1952 (79 firings) ' 1952', # 1951 (74 firings) ' 1951', # 1700 (70 firings) ' 1700', # 1946 (69 firings) ' 1946', # 1860 (60 firings) ' 1860', # 1850 (56 firings) ' 1850', # 1870 (56 firings) ' 1870', # 1830 (50 firings) ' 1830', # ixt (48 firings) 'ixties', # 1840 (45 firings) ' 1840', # ― (43 firings) '―', # eleg (35 firings) ' eleg', # grun (35 firings) ' grun', # ces (33 firings) 'cession', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '1990-family', 1 def prog_L02F02456(input_tokens): """19 token families, 24 surface forms (train F1 of the uncapped optimum: 0.815). Fires at 3,816 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "rocket" """ # --- end external annotation --- fire = { # rocket (1,501 firings) ' rocket', ' rockets', ' Rocket', 'Rocket', 'rocket', # aerospace (227 firings) ' aerospace', ' Aerospace', # grenade (126 firings) ' grenade', # vik (101 firings) ' Viking', # skyrocket (98 firings) ' skyrocket', # launch (95 firings) ' launcher', # mushroom (84 firings) ' mushroom', # catapult (66 firings) ' catapult', # pell (66 firings) 'pelling', # pavel (54 firings) ' Pavel', # combus (53 firings) ' combustion', # raven (49 firings) ' raven', # rd (46 firings) ' RD', # boost (45 firings) ' booster', # myst (40 firings) ' mystic', # valkyrie (34 firings) ' Valkyrie', # propell (23 firings) ' propell', # rl (20 firings) ' RL', # apult (19 firings) 'apult', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'rocket-family', 1 def prog_L02F02458(input_tokens): """7 token families, 14 surface forms (train F1 of the uncapped optimum: 0.932). Fires at 2,723 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the word "Pack" and its variations in different contexts""" # --- end external annotation --- fire = { # pack (1,874 firings) ' pack', ' Pack', 'pack', 'Pack', ' Packs', ' PACK', # week (283 firings) 'Week', ' WEEK', # ack (182 firings) 'ACK', # pai (106 firings) ' Pai', # packag (83 firings) ' packaged', 'packages', # tank (25 firings) 'Tank', # pkg (13 firings) 'pkg', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'pack-family', 1 def prog_L02F02459(input_tokens): """8 token families, 8 surface forms (train F1 of the uncapped optimum: 0.847). Fires at 1,604 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases emphasizing prohibitions or things that should not be done""" # --- end external annotation --- fire = { # shouldn (853 firings) ' shouldn', # deserv (185 firings) ' deserved', # didn (70 firings) ' Didn', # emin (70 firings) 'emin', # und (29 firings) ' undes', # beh (22 firings) ' beh', # should (15 firings) ' SHOULD', # uncommon (6 firings) ' Uncommon', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'shouldn-family', 1 def prog_L02F02460(input_tokens): """14 token families, 18 surface forms (train F1 of the uncapped optimum: 0.923). Fires at 3,901 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "weekly." """ # --- end external annotation --- fire = { # week (1,886 firings) ' weekly', ' Weekly', 'Week', 'weekly', ' WEEK', # month (694 firings) ' monthly', # quarter (194 firings) ' quarterly', # year (158 firings) ' yearly', # night (99 firings) ' nightly', # hour (94 firings) ' hourly', # friday (64 firings) ' Fridays', # epi (63 firings) ' epis', # hyster (59 firings) ' hysterical', # top (49 firings) ' topical', # thur (44 firings) ' Thurs', # preset (29 firings) ' preset', # intraven (27 firings) ' intraven', # spec (21 firings) ' SPECIAL', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'week-family', 1 def prog_L02F02461(input_tokens): """24 token families, 24 surface forms (train F1 of the uncapped optimum: 0.528). Fires at 2,305 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: elements related to Arabic script or content""" # --- end external annotation --- fire = { # 001 (154 firings) '001', # м (78 firings) 'м', # vik (76 firings) ' Vik', # suk (70 firings) ' Suk', # nause (60 firings) ' nause', # rep (55 firings) ' Reply', # ― (50 firings) '―', # aver (48 firings) ' aversion', # vid (44 firings) 'VID', # ت (32 firings) 'ت', # い (27 firings) 'い', # ██ (23 firings) '██', # ة (23 firings) 'ة', # ---------------- (21 firings) '----------------', # purchas (14 firings) ' purchaser', # プ (13 firings) 'プ', # ש (12 firings) 'ש', # ת (12 firings) 'ת', # く (11 firings) 'く', # iber (11 firings) 'iberal', # identif (8 firings) ' Identified', # ♥ (8 firings) '♥', # inst (6 firings) 'Instance', # petition (6 firings) ' petitioner', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '001-family', 1 def prog_L02F02463(input_tokens): """38 token families, 43 surface forms (train F1 of the uncapped optimum: 0.784). Fires at 3,451 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to financial obligations and repayment""" # --- end external annotation --- fire = { # unpaid (177 firings) ' unpaid', # reward (172 firings) ' rewarded', # repay (158 firings) ' repay', ' repayment', # borrow (141 firings) ' borrowers', ' borrower', # gratitude (138 firings) ' gratitude', # disappoint (138 firings) ' disappoint', # owing (110 firings) ' owing', # owed (93 firings) ' owed', # recharge (92 firings) ' recharge', # install (89 firings) ' installments', # girlfriend (88 firings) 'girlfriend', # discontent (87 firings) ' discontent', # grow (79 firings) ' Grow', 'grow', # olive (73 firings) ' Olive', # reckon (60 firings) ' reckoning', # forg (60 firings) ' forgiveness', # replen (54 firings) ' replen', # raid (53 firings) ' raiding', # uri (51 firings) 'urious', # reimburse (49 firings) ' reimburse', # meet (46 firings) 'meet', # ogh (38 firings) 'ogh', # delinquent (37 firings) ' delinquent', # amount (37 firings) ' Amount', 'Amount', # uner (35 firings) 'uner', # forgiv (35 firings) ' forgiving', # delinqu (34 firings) ' delinqu', # angan (34 firings) 'angan', # 327 (33 firings) '327', ' 327', # payoff (32 firings) ' payoff', # repaid (27 firings) ' repaid', # met (26 firings) ' MET', # replace (24 firings) 'replace', # formatt (22 firings) ' formatted', # lys (18 firings) 'lys', # otia (17 firings) 'otiation', # ん (14 firings) 'ん', # ebin (13 firings) 'ebin', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'unpaid-family', 1 def prog_L02F02465(input_tokens): """40 token families, 44 surface forms (train F1 of the uncapped optimum: 0.811). Fires at 4,390 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "thrive" and its variations""" # --- end external annotation --- fire = { # succe (321 firings) ' succeed', # flourish (192 firings) ' flourish', ' flourishing', ' flourished', # soar (191 firings) ' soared', ' soar', # thriv (170 firings) ' thriving', # vibrant (167 firings) ' vibrant', # benefit (166 firings) ' benefited', ' benefiting', # thr (162 firings) ' thrive', # special (150 firings) ' specializes', # resurg (125 firings) ' resurgence', # rife (94 firings) ' rife', # capitalize (91 firings) ' capitalize', # abound (89 firings) ' abound', # lush (88 firings) ' lush', # indulge (82 firings) ' indulge', # thri (81 firings) ' thri', # prevail (73 firings) ' prevail', # blaze (71 firings) ' Blaze', # specializ (71 firings) ' specializing', # anza (67 firings) 'anza', # prolif (66 firings) ' prolifer', # foothold (62 firings) ' foothold', # specialize (61 firings) ' specialize', # oliath (61 firings) 'oliath', # resonate (59 firings) ' resonate', # roam (56 firings) ' roam', # exist (49 firings) 'exist', # crave (45 firings) ' crave', # plenty (45 firings) ' Plenty', # symb (40 firings) ' symb', # estead (40 firings) 'estead', # devast (39 firings) ' devast', # prosp (36 firings) ' prosper', # liv (35 firings) ' liv', # ater (34 firings) 'atered', # soak (31 firings) ' soak', # kitchen (28 firings) ' kitchens', # avor (28 firings) 'avored', # ocado (26 firings) 'ocado', # crumble (24 firings) ' crumble', # multipl (12 firings) ' multiplied', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'succe-family', 1 def prog_L02F02466(input_tokens): """13 token families, 15 surface forms (train F1 of the uncapped optimum: 0.837). Fires at 5,037 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the United States""" # --- end external annotation --- fire = { # usa (3,056 firings) ' USA', 'USA', # australia (168 firings) 'Australia', # lbs (116 firings) ' lbs', # now (113 firings) ' NOW', # amer (87 firings) ' americ', ' AMER', # ussr (81 firings) ' USSR', # ups (74 firings) ' UPS', # red (56 firings) ' RED', # america (27 firings) ' AMERICA', # grate (22 firings) ' grate', # reload (17 firings) ' Reloaded', # oday (17 firings) 'oday', # plu (16 firings) ' PLUS', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'usa-family', 1 def prog_L02F02468(input_tokens): """29 token families, 34 surface forms (train F1 of the uncapped optimum: 0.841). Fires at 3,134 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to various harbors""" # --- end external annotation --- fire = { # harbor (411 firings) ' Harbor', ' harbor', # ship (259 firings) ' Ship', 'Ship', # harbour (219 firings) ' Harbour', ' harbour', # plain (193 firings) ' Plain', 'plain', # claim (168 firings) ' Claims', ' Claim', # aval (153 firings) 'aval', # healthcare (129 firings) ' Healthcare', # harv (110 firings) ' Harvest', # amoto (98 firings) 'amoto', # hoov (92 firings) ' Hoover', # imer (84 firings) 'imer', # celebra (75 firings) ' Celebration', # cove (73 firings) ' Cove', # battl (67 firings) ' Battles', # apoli (65 firings) 'apolis', # harrington (55 firings) ' Harrington', # deploy (49 firings) ' Deploy', # surprise (44 firings) ' Surprise', # overboard (39 firings) ' overboard', # bray (33 firings) ' Bray', # meadow (32 firings) ' Meadow', # merchant (28 firings) ' Merchant', # hov (25 firings) ' Hover', # deck (22 firings) 'deck', # hearth (16 firings) ' Hearth', # プ (13 firings) 'プ', # ount (10 firings) 'ounters', # pack (9 firings) ' PACK', # ushima (9 firings) 'ushima', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'harbor-family', 1 def prog_L02F02471(input_tokens): """1 token families, 6 surface forms (train F1 of the uncapped optimum: 0.923). Fires at 28,199 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: concepts related to world-building in narratives""" # --- end external annotation --- fire = { # world (27,862 firings) ' world', ' World', 'world', 'World', ' worlds', ' WORLD', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'world-family', 1 def prog_L02F02473(input_tokens): """28 token families, 30 surface forms (train F1 of the uncapped optimum: 0.862). Fires at 2,001 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to reversing or negating actions or policies""" # --- end external annotation --- fire = { # accomplish (262 firings) ' accomplish', # undo (178 firings) ' undo', 'undo', # done (170 firings) ' Done', 'done', # overturn (121 firings) ' overturn', # thumb (111 firings) ' thumbs', # revers (94 firings) ' reversing', # yellowstone (80 firings) ' Yellowstone', # odo (70 firings) 'odo', # und (62 firings) 'Und', # redo (58 firings) 'redo', # isd (57 firings) 'isd', # revoke (54 firings) ' revoke', # erase (54 firings) ' erase', # utt (53 firings) ' Utt', # transgres (41 firings) ' transgress', # undue (39 firings) ' undue', # stain (39 firings) 'stained', # undone (38 firings) ' undone', # bucket (34 firings) ' Bucket', # ildo (28 firings) 'ildo', # counteract (26 firings) ' counteract', # imgur (25 firings) 'imgur', # blot (18 firings) ' blot', # micha (16 firings) ' Micha', # negate (15 firings) ' negate', # mitigat (15 firings) ' mitigating', # aird (10 firings) 'aird', # attach (8 firings) 'attach', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'accomplish-family', 1 def prog_L02F02474(input_tokens): """1 token families, 1 surface forms (train F1 of the uncapped optimum: 0.845). Fires at 70,097 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: abstract symbols or special characters, particularly those resembling a particular encoded format""" # --- end external annotation --- fire = { # � (67,973 firings) ' �', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '�-family', 1 def prog_L02F02475(input_tokens): """50 token families, 50 surface forms (train F1 of the uncapped optimum: 0.819). Fires at 11,237 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to advanced academic positions and qualifications""" # --- end external annotation --- fire = { # pound (450 firings) 'pound', # clus (333 firings) 'clusive', # zman (159 firings) 'zman', # stak (123 firings) 'stakes', # bedroom (122 firings) 'bedroom', # confer (120 firings) 'conference', # continent (118 firings) 'continental', # endale (115 firings) 'endale', # author (115 firings) 'authored', # utive (113 firings) 'utive', # partisan (112 firings) 'partisan', # los (107 firings) 'loss', # adal (104 firings) 'adal', # government (99 firings) 'governmental', # campu (95 firings) 'campus', # ator (91 firings) 'atorial', # ner (87 firings) 'nered', # ominium (87 firings) 'ominium', # fascist (86 firings) 'fascist', # oqu (85 firings) 'oqu', # pload (84 firings) 'pload', # elong (82 firings) 'elong', # iminary (81 firings) 'iminary', # venth (78 firings) 'venth', # soviet (71 firings) 'Soviet', # ati (70 firings) 'atial', # dist (70 firings) 'distance', # lectur (70 firings) ' lecturer', # uxe (67 firings) 'uxe', # esc (67 firings) 'escal', # disciplinary (66 firings) 'disciplinary', # graduate (65 firings) 'graduate', # ampion (65 firings) 'ampions', # quila (64 firings) 'quila', # judic (63 firings) 'judicial', # cryptograph (61 firings) ' cryptographic', # per (61 firings) 'perial', # divi (61 firings) 'division', # doctor (58 firings) 'doctoral', # her (58 firings) 'heric', # sarcast (58 firings) ' sarcastic', # ardi (57 firings) 'ARDIS', # illary (56 firings) 'illary', # sideway (56 firings) ' sideways', # complimentary (56 firings) ' complimentary', # agon (55 firings) 'agonal', # oking (54 firings) 'okingly', # ndum (53 firings) 'ndum', # world (53 firings) 'worldly', # axe (53 firings) 'axe', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'pound-family', 1 def prog_L02F02476(input_tokens): """5 token families, 5 surface forms (train F1 of the uncapped optimum: 0.727). Fires at 6,615 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the letter 'm' in various contexts""" # --- end external annotation --- fire = { # m (3,610 firings) ' m', # mongolia (73 firings) ' Mongolia', # mp (36 firings) ' mp', # mummy (33 firings) ' mummy', # mango (26 firings) ' mango', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'm-family', 1 def prog_L02F02477(input_tokens): """44 token families, 53 surface forms (train F1 of the uncapped optimum: 0.851). Fires at 5,617 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: abbreviations or acronyms that indicate specific organizations or entities""" # --- end external annotation --- fire = { # 750 (347 firings) '750', ' 750', # az (189 firings) 'AZ', # ik (179 firings) 'IK', # kt (171 firings) 'kt', ' KT', 'KT', # kk (159 firings) 'KK', 'kk', # sk (152 firings) 'SK', # rak (150 firings) 'rak', # jordan (145 firings) 'Jordan', # gt (144 firings) 'GT', # fatal (132 firings) ' fatalities', # dk (124 firings) ' DK', 'dk', 'DK', # jj (109 firings) 'JJ', 'jj', # ansk (107 firings) 'ansk', # asaki (103 firings) 'asaki', # kkk (100 firings) ' KKK', # ikk (94 firings) 'ikk', # dl (94 firings) 'DL', # ouk (87 firings) 'ouk', # kas (84 firings) ' Kass', # kj (76 firings) 'kj', # kak (75 firings) ' Kak', # ld (70 firings) 'LD', # qb (69 firings) 'QB', # laun (64 firings) 'laun', # karma (62 firings) ' karma', ' Karma', # pk (61 firings) ' PK', 'PK', # xt (56 firings) 'XT', # dek (51 firings) ' Dek', # hh (50 firings) 'HH', # ks (49 firings) ' KS', # yk (42 firings) 'yk', # hak (42 firings) 'hak', # zik (41 firings) 'zik', # zl (40 firings) 'zl', # hus (39 firings) ' Huss', # kaf (37 firings) ' Kaf', # ibl (36 firings) 'ibl', # kl (36 firings) 'kl', # iky (35 firings) 'iky', # fk (32 firings) 'FK', # 666 (32 firings) '666', # gg (31 firings) ' GG', # mx (29 firings) 'MX', # κ (27 firings) 'κ', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '750-family', 1 def prog_L02F02479(input_tokens): """31 token families, 36 surface forms (train F1 of the uncapped optimum: 0.757). Fires at 4,398 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to suppliers in various contexts""" # --- end external annotation --- fire = { # suppli (424 firings) ' supplier', ' suppliers', # ship (276 firings) ' shipments', ' shipment', # factor (243 firings) ' factories', # distributor (199 firings) ' distributor', ' distributors', # vendor (184 firings) ' vendors', # solution (141 firings) ' Solutions', # supply (134 firings) ' supplying', # sourc (132 firings) ' sourced', ' sourcing', # informant (131 firings) ' informant', ' informants', # anya (128 firings) 'anya', # grow (108 firings) ' growers', # discontinu (104 firings) ' discontinued', # ort (99 firings) 'orter', # outsourc (82 firings) ' outsourcing', # horton (80 firings) ' Horton', # ator (65 firings) 'atories', # 105 (64 firings) '105', # solu (55 firings) ' Solution', # zhen (54 firings) 'zhen', # distribut (40 firings) ' Distribut', # asic (39 firings) ' ASIC', # forc (37 firings) 'forcer', # subcontract (32 firings) ' subcontract', # ourc (32 firings) 'ourcing', # manufactur (30 firings) ' Manufacturer', # 310 (26 firings) '310', # warehouse (22 firings) ' Warehouse', # ractor (21 firings) 'ractor', # custom (18 firings) 'Customer', # andestine (13 firings) 'andestine', # product (13 firings) 'Products', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'suppli-family', 1 def prog_L02F02480(input_tokens): """13 token families, 23 surface forms (train F1 of the uncapped optimum: 0.935). Fires at 10,871 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases indicating a proposal or assertion""" # --- end external annotation --- fire = { # suggest (4,487 firings) ' suggested', ' suggests', ' suggesting', ' suggestive', # sugg (1,566 firings) ' suggest', ' Suggest', 'suggest', 'Suggest', # recommend (795 firings) ' recommend', ' recommends', ' recommending', # indicat (790 firings) ' indicates', ' indicating', # indicate (652 firings) ' indicate', # propos (404 firings) ' proposing', ' proposes', # sugges (398 firings) ' suggestion', # propose (210 firings) ' propose', # impl (156 firings) ' implies', # imp (91 firings) ' imply', # implicat (89 firings) ' implicated', # imply (61 firings) ' implying', # posit (31 firings) ' posit', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'suggest-family', 1 def prog_L02F02481(input_tokens): """11 token families, 22 surface forms (train F1 of the uncapped optimum: 0.549). Fires at 13,581 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to pricing and cost in products""" # --- end external annotation --- fire = { # price (3,429 firings) ' price', ' Price', 'Price', 'price', # pric (2,094 firings) ' prices', ' pricing', ' priced', 'priced', ' Prices', ' Pric', ' Pricing', ' pric', # sell (173 firings) 'selling', # cheap (94 firings) ' cheapest', # rp (81 firings) 'RP', # audi (72 firings) ' audi', 'audi', # orbit (61 firings) 'orbit', # pricey (60 firings) ' pricey', # cpi (45 firings) ' CPI', # £ (45 firings) '£', # eur (41 firings) ' EUR', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'price-family', 1 def prog_L02F02483(input_tokens): """31 token families, 33 surface forms (train F1 of the uncapped optimum: 0.801). Fires at 4,972 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to legislative or systemic changes and reforms""" # --- end external annotation --- fire = { # overhaul (595 firings) ' overhaul', # redesign (313 firings) ' redesign', ' redesigned', # reboot (262 firings) ' reboot', # bonus (225 firings) ' bonuses', # rollout (186 firings) ' rollout', # tweak (183 firings) ' tweaks', ' tweaking', # scrapp (166 firings) ' scrapped', # revamp (144 firings) ' revamped', # renova (136 firings) ' renovation', # restructur (128 firings) ' restructuring', # rebuild (128 firings) ' rebuild', # revit (123 firings) ' revital', # skyrocket (100 firings) ' skyrocket', # custom (83 firings) ' customization', # upheav (83 firings) ' upheaval', # streamlin (72 firings) ' streamlined', # dismantl (72 firings) ' dismantling', # reorgan (70 firings) ' reorgan', # remod (68 firings) ' remod', # redevelop (64 firings) ' redevelop', # haul (64 firings) 'haul', # work (60 firings) 'worked', # ework (58 firings) 'ework', # blueprint (58 firings) ' blueprint', # deregula (50 firings) ' deregulation', # modern (46 firings) ' modernization', # amp (40 firings) 'amping', # restruct (33 firings) ' restruct', # olid (31 firings) 'olid', # impro (30 firings) 'impro', # ienc (23 firings) 'iencies', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'overhaul-family', 1 def prog_L02F02484(input_tokens): """35 token families, 42 surface forms (train F1 of the uncapped optimum: 0.885). Fires at 4,997 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: numerical suffixes related to ordinal terms""" # --- end external annotation --- fire = { # seventh (693 firings) ' seventh', ' Seventh', # eighth (511 firings) ' eighth', ' Eighth', # ninth (483 firings) ' ninth', ' Ninth', # tenth (238 firings) ' tenth', ' Tenth', # hurst (123 firings) 'hurst', # teenth (117 firings) 'teenth', # venth (108 firings) 'venth', # ighth (107 firings) 'ighth', # ele (100 firings) ' ele', # eleven (94 firings) ' Eleven', # ieth (89 firings) 'ieth', # twentieth (84 firings) ' twentieth', # wan (80 firings) ' waning', # slight (78 firings) ' slightest', # ird (76 firings) 'irds', 'IRD', # ultimate (74 firings) 'ultimate', # nineteenth (72 firings) ' nineteenth', # first (72 firings) ' FIRST', # elfth (67 firings) 'elfth', # enth (66 firings) 'enth', # hert (65 firings) ' Hert', # xiv (62 firings) ' XIV', # fif (58 firings) ' fif', 'fif', # fourth (56 firings) 'fourth', 'Fourth', # inth (55 firings) 'inth', # nin (53 firings) ' nin', # fifth (48 firings) 'fifth', # undr (44 firings) 'undred', # eenth (41 firings) 'eenth', # eighteenth (32 firings) ' eighteenth', # hoot (32 firings) 'hooting', # enium (23 firings) 'enium', # eteenth (22 firings) 'eteenth', # decim (22 firings) ' decimal', # hd (20 firings) 'hd', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'seventh-family', 1 def prog_L02F02485(input_tokens): """33 token families, 38 surface forms (train F1 of the uncapped optimum: 0.918). Fires at 4,770 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of formal declarations or statements""" # --- end external annotation --- fire = { # declara (586 firings) ' declaration', ' Declaration', # declar (557 firings) ' declaring', ' declares', # warn (426 firings) ' warnings', # declare (379 firings) ' declare', # author (221 firings) ' authorization', ' Authorization', # state (196 firings) ' Statement', 'Statement', # blackhawk (194 firings) ' Blackhawks', # compila (186 firings) ' compilation', # decl (147 firings) 'decl', 'Decl', # heed (118 firings) 'heed', # clama (101 firings) 'clamation', # proclama (98 firings) ' proclamation', # commence (88 firings) ' commencement', # clash (83 firings) ' Clash', # insist (81 firings) ' insistence', # declaration (75 firings) ' declarations', # disclaim (74 firings) ' disclaimer', # ali (63 firings) 'Ali', # specifica (61 firings) ' specification', # aration (56 firings) 'arations', # ara (55 firings) 'aration', # ب (46 firings) 'ب', # invoca (43 firings) ' invocation', # tow (42 firings) 'tower', # formula (36 firings) ' formulation', # presump (31 firings) ' presumption', # aml (27 firings) 'aml', # claim (20 firings) 'claimer', # determina (20 firings) 'determination', # via (19 firings) 'viation', # expres (17 firings) 'expression', # formulation (16 firings) ' formulations', # categ (13 firings) ' categ', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'declara-family', 1 def prog_L02F02486(input_tokens): """46 token families, 54 surface forms (train F1 of the uncapped optimum: 0.844). Fires at 4,259 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to effectiveness and success""" # --- end external annotation --- fire = { # act (297 firings) 'Act', ' Acting', # script (215 firings) 'Script', ' Script', # iraq (188 firings) 'Iraq', # program (182 firings) 'program', 'Program', # benef (154 firings) ' benef', 'Benef', ' Benef', 'benef', # unct (135 firings) 'unct', # optim (115 firings) ' optim', # atu (107 firings) 'atus', # ffic (105 firings) 'ffic', # ess (105 firings) 'ESS', ' ess', # efficacy (99 firings) ' efficacy', # corm (98 firings) ' Corm', # spect (95 firings) 'spect', # igh (87 firings) 'IGH', # succ (82 firings) ' succ', # enc (64 firings) 'encies', # evin (63 firings) 'evin', # usra (57 firings) 'usra', # ujah (53 firings) 'ujah', # eff (49 firings) ' effic', 'effic', # ampl (48 firings) ' ampl', # respond (44 firings) 'respond', # premium (42 firings) 'Premium', # ,, (38 firings) ',,', # pro (38 firings) 'Pros', # vig (38 firings) ' vig', # euph (37 firings) ' Euph', # benefit (36 firings) 'benefit', # inadequ (35 firings) ' inadequ', # vict (34 firings) ' Vict', # aeg (32 firings) ' Aeg', # fol (31 firings) ' fol', # unc (31 firings) 'unction', # ffect (28 firings) 'ffect', # potency (27 firings) ' potency', # microsoft (26 firings) 'microsoft', # coordin (25 firings) ' coordin', # synerg (24 firings) ' synerg', # investig (24 firings) ' investig', # cit (24 firings) 'cit', # udic (23 firings) 'udic', # infall (23 firings) ' infall', # imum (22 firings) 'imum', # 317 (20 firings) '317', # synt (19 firings) ' synt', # nergy (18 firings) 'nergy', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'act-family', 1 def prog_L02F02487(input_tokens): """46 token families, 54 surface forms (train F1 of the uncapped optimum: 0.895). Fires at 9,534 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to specific locations and medical conditions, particularly focusing on "Dund" and references to unborn attributes""" # --- end external annotation --- fire = { # creat (241 firings) 'Creat', 'creat', # employ (240 firings) 'Employ', ' Employ', 'employ', # lak (207 firings) ' Lakes', # argentine (206 firings) ' Argentine', # premier (194 firings) ' premiered', # dund (192 firings) ' Dund', # contribut (183 firings) ' Contribut', 'Contribut', ' contribut', # brend (171 firings) 'Brend', # dri (159 firings) 'Dri', # disappoint (142 firings) ' disappoint', # correction (139 firings) ' Correctional', ' correctional', # europe (137 firings) 'Europe', # correspond (136 firings) ' Correspond', # bav (129 firings) ' Bav', # columb (126 firings) 'Columb', # cat (117 firings) ' Cater', 'Catal', # extrat (116 firings) ' extrater', # unborn (114 firings) ' unborn', # ribut (107 firings) 'ribut', # bicycl (107 firings) ' bicycl', # enezuel (99 firings) 'enezuel', # iraq (99 firings) 'Iraq', # verte (98 firings) ' verte', # integ (93 firings) ' integ', ' Integ', # angl (89 firings) ' Anglic', # cig (86 firings) ' Cig', # laur (83 firings) ' Laur', # tud (80 firings) ' Tud', # impecc (78 firings) ' impecc', # pul (77 firings) ' puls', # inces (77 firings) ' incess', # buck (77 firings) 'buck', # excruciat (76 firings) ' excruciating', # gall (73 firings) 'gall', # abduct (73 firings) ' abduct', # cong (69 firings) ' congest', # distribution (69 firings) ' distributions', # oblig (68 firings) ' oblig', # entitle (67 firings) ' entitle', # laud (62 firings) ' laud', # redict (61 firings) 'redict', # cand (58 firings) 'cand', # fil (56 firings) 'files', # hond (54 firings) ' Hond', # erit (54 firings) ' Erit', # congen (52 firings) ' congen', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'creat-family', 1 def prog_L02F02488(input_tokens): """43 token families, 50 surface forms (train F1 of the uncapped optimum: 0.762). Fires at 6,597 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of "tales" or narratives""" # --- end external annotation --- fire = { # tale (848 firings) ' tale', 'tale', ' Tale', # tal (423 firings) ' tales', ' Tales', # saga (335 firings) ' saga', # recount (169 firings) ' recounted', ' recounts', # vision (142 firings) ' visions', # slay (126 firings) ' slaying', ' slay', # ale (123 firings) ' ale', ' ALE', # penn (122 firings) ' penned', # dism (117 firings) ' dismal', # harrow (116 firings) ' harrowing', # lament (112 firings) ' lament', # screenplay (112 firings) ' screenplay', # rife (102 firings) ' rife', # roar (86 firings) ' roaring', ' roared', # yarn (85 firings) ' yarn', # dodge (83 firings) ' dodge', # plight (83 firings) ' plight', # story (80 firings) ' STORY', # tail (70 firings) ' Tail', # anecdot (68 firings) ' anecdotes', # dul (64 firings) ' Dul', # tus (62 firings) ' Tus', # cie (62 firings) 'cies', # portray (60 firings) ' portrayal', # narrat (57 firings) ' narrated', # anecdote (56 firings) ' anecdote', # woven (52 firings) ' woven', # mare (51 firings) 'mare', # alleg (47 firings) ' alleg', # concoct (46 firings) ' concoct', # told (42 firings) 'told', # perish (42 firings) ' perished', # curse (41 firings) ' Curse', # rite (39 firings) ' rite', # rit (36 firings) ' rites', # fictiti (35 firings) ' fictitious', # cunn (34 firings) ' cunning', # narra (33 firings) ' narration', # tty (31 firings) 'tty', # weav (31 firings) ' weaving', # serpent (30 firings) ' serpent', # tycoon (28 firings) ' Tycoon', # tome (20 firings) ' Tome', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'tale-family', 1 def prog_L02F02489(input_tokens): """25 token families, 29 surface forms (train F1 of the uncapped optimum: 0.723). Fires at 4,806 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to water-related incidents and pollution""" # --- end external annotation --- fire = { # wat (1,093 firings) 'water', 'Water', 'waters', # sea (234 firings) 'sea', 'SEA', # riv (178 firings) ' Rivers', 'river', # wire (147 firings) 'wire', # blood (144 firings) 'blood', # cov (115 firings) 'cover', # clos (114 firings) 'closed', # wreck (108 firings) 'wreck', # lake (96 firings) 'lake', # boat (92 firings) 'boat', # break (77 firings) 'breaker', # water (75 firings) ' watering', # orb (74 firings) 'orb', # ewat (65 firings) 'ewater', # wine (57 firings) 'wine', # moisture (57 firings) ' moisture', # protect (54 firings) 'protect', # weath (54 firings) 'weather', # blow (40 firings) 'blow', # course (38 firings) 'course', # spr (37 firings) 'spring', # enough (32 firings) 'enough', # marine (32 firings) 'marine', # 306 (18 firings) '306', # response (13 firings) 'response', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'wat-family', 1 def prog_L02F02490(input_tokens): """1 token families, 2 surface forms (train F1 of the uncapped optimum: 0.963). Fires at 14,846 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the United States""" # --- end external annotation --- fire = { # us (14,296 firings) ' US', 'US', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'us-family', 1 def prog_L02F02491(input_tokens): """43 token families, 45 surface forms (train F1 of the uncapped optimum: 0.810). Fires at 3,368 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to headaches and migraines""" # --- end external annotation --- fire = { # concus (180 firings) ' concussion', # woe (144 firings) ' woes', # fatigue (133 firings) ' fatigue', # headache (130 firings) ' headache', # headach (124 firings) ' headaches', # caffeine (103 firings) ' caffeine', # debilitat (100 firings) ' debilitating', # mig (90 firings) ' Mig', ' mig', # hassle (83 firings) ' hassle', # angst (83 firings) ' angst', # nausea (79 firings) ' nausea', # menstru (77 firings) ' menstrual', ' menstru', # pound (75 firings) ' pounding', # inconveni (72 firings) ' inconvenience', # plag (69 firings) ' plag', # brainstorm (59 firings) ' brainstorm', # anguish (58 firings) ' anguish', # fiasco (55 firings) ' fiasco', # haircut (54 firings) ' haircut', # raine (53 firings) 'raine', # insomnia (47 firings) ' insomnia', # migraine (46 firings) ' migraine', # diarrhea (44 firings) ' diarrhea', # slee (43 firings) ' slee', # caffe (39 firings) ' caffe', # hemorrh (39 firings) ' hemorrh', # scalp (38 firings) ' scalp', # aspirin (38 firings) ' aspirin', # orient (38 firings) 'orient', # nause (36 firings) ' nause', # manpow (34 firings) ' manpower', # haa (34 firings) ' Haas', # ail (31 firings) ' ailments', # analg (28 firings) ' analges', # mana (24 firings) ' mana', # umo (22 firings) 'umo', # ipolar (18 firings) 'ipolar', # asm (17 firings) 'asms', # throb (16 firings) ' throb', # xiety (16 firings) 'xiety', # ampoo (14 firings) 'ampoo', # ids (13 firings) 'IDs', # iss (10 firings) 'issance', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'concus-family', 1 def prog_L02F02492(input_tokens): """40 token families, 47 surface forms (train F1 of the uncapped optimum: 0.820). Fires at 3,949 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the term "Unity." """ # --- end external annotation --- fire = { # unity (434 firings) ' Unity', 'unity', 'Unity', # pastebin (227 firings) ' Pastebin', # nvidia (169 firings) ' Nvidia', # 360 (128 firings) '360', # asset (124 firings) ' Asset', ' Assets', 'Asset', # unre (114 firings) ' Unreal', # teach (106 firings) ' Teachers', # solid (102 firings) ' Solid', # unt (82 firings) ' Unt', # libre (81 firings) ' Libre', # demo (81 firings) ' demos', # sketch (80 firings) ' Sketch', # univ (76 firings) ' Univers', # crea (75 firings) ' Creation', # buddy (74 firings) ' Buddy', # ou (74 firings) ' Ou', # hue (72 firings) ' Hue', # ativ (62 firings) 'ativity', # harmony (61 firings) ' Harmony', # awaken (61 firings) ' Awakening', # syndicate (59 firings) ' Syndicate', # able (58 firings) ' Able', # shape (56 firings) ' Shape', # vector (55 firings) ' Vector', 'Vector', # dona (49 firings) ' Donation', # umb (49 firings) ' Umb', # culu (42 firings) 'culus', # civ (38 firings) ' Civ', # 352 (36 firings) '352', ' 352', # subst (34 firings) ' Substance', # lua (33 firings) ' Lua', 'Lua', # ue (31 firings) ' UE', # oblivion (31 firings) ' Oblivion', # 224 (30 firings) '224', # assemb (29 firings) 'Assembly', # mono (25 firings) ' Mono', # 401 (21 firings) '401', # divin (21 firings) ' Divinity', # sprite (19 firings) ' Sprite', # puppet (18 firings) ' Puppet', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'unity-family', 1 def prog_L02F02493(input_tokens): """48 token families, 51 surface forms (train F1 of the uncapped optimum: 0.845). Fires at 3,117 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to microbiology and microbes""" # --- end external annotation --- fire = { # microb (161 firings) ' microbes', ' microbial', # s (160 firings) 'és', # capcom (103 firings) ' Capcom', # mos (99 firings) 'mos', # microscop (94 firings) ' microscopic', # pora (86 firings) 'pora', # fec (85 firings) ' fec', ' feces', # cro (83 firings) 'cro', # fungu (76 firings) ' fungus', # metroid (67 firings) ' Metroid', # fungi (60 firings) ' fungi', # biology (58 firings) 'biology', # microbiota (55 firings) ' microbiota', # biodivers (55 firings) ' biodiversity', # bungie (54 firings) ' Bungie', # microbiome (52 firings) ' microbiome', # organism (51 firings) 'organisms', # microphon (50 firings) ' microphones', # pathogen (48 firings) ' pathogens', # microbi (48 firings) ' microbi', # marrow (47 firings) ' marrow', # bact (47 firings) ' bacter', # millennia (47 firings) ' millennia', # colon (46 firings) ' colonization', # fermenta (45 firings) ' fermentation', # ferment (44 firings) ' fermented', # herp (44 firings) ' herpes', # vitro (43 firings) ' vitro', # muc (41 firings) ' muc', # gastrointestin (41 firings) ' gastrointestinal', # mc (40 firings) 'mc', ' mc', # iotic (35 firings) 'iotics', # molecular (34 firings) ' Molecular', # dermat (32 firings) ' dermat', # ochemistry (32 firings) 'ochemistry', # aila (31 firings) 'aila', # flora (30 firings) ' flora', # vivo (27 firings) ' vivo', # gastro (26 firings) ' gastro', # psu (26 firings) ' PSU', # ochem (24 firings) 'ochem', # biome (23 firings) ' biome', # icrob (22 firings) 'icrobial', # 398 (18 firings) '398', # metabolit (18 firings) ' metabolites', # cytok (16 firings) ' cytok', # extra (14 firings) ' Extras', # phylogen (13 firings) ' phylogen', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'microb-family', 1 def prog_L02F02494(input_tokens): """43 token families, 52 surface forms (train F1 of the uncapped optimum: 0.909). Fires at 3,767 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the name "Bruyne." """ # --- end external annotation --- fire = { # bru (295 firings) ' Bru', ' bruised', ' bru', ' Brus', # bihar (157 firings) ' Bihar', # axe (142 firings) ' axe', ' Axe', # dru (134 firings) ' Dru', ' dru', # bruis (120 firings) ' bruising', ' bruises', # pra (110 firings) ' Pra', # bau (101 firings) ' Bauer', # ã (101 firings) 'Ã', # bou (100 firings) ' bou', # pau (100 firings) ' Pau', # gro (93 firings) 'gro', # dra (90 firings) ' Dra', # jord (86 firings) ' Jord', # kru (83 firings) ' Kru', # buffy (77 firings) ' Buffy', # hazard (77 firings) ' Hazard', 'hazard', # jah (71 firings) ' Jah', # ju (70 firings) ' ju', # atton (65 firings) 'atton', # beer (64 firings) 'beer', # oky (64 firings) 'oky', # exorc (63 firings) ' exorc', # asca (62 firings) 'asca', # bi (60 firings) ' BI', # ax (60 firings) 'Ax', # dir (57 firings) ' Dir', 'Dir', # bapt (56 firings) ' Bapt', ' bapt', # orc (51 firings) 'orc', # 343 (51 firings) ' 343', # dou (49 firings) ' dou', # griev (48 firings) ' griev', # hose (48 firings) ' hose', # sour (43 firings) ' Sour', # rue (41 firings) ' Rue', # fru (37 firings) ' fru', # kill (33 firings) ' Kills', # broom (31 firings) ' broom', # vomit (29 firings) ' vomit', # vom (27 firings) ' vom', # requ (27 firings) 'requ', # icka (27 firings) 'icka', # bare (26 firings) 'bare', # utsu (24 firings) 'utsu', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'bru-family', 1 def prog_L02F02495(input_tokens): """25 token families, 30 surface forms (train F1 of the uncapped optimum: 0.909). Fires at 3,112 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the name "Billy" """ # --- end external annotation --- fire = { # bill (432 firings) 'Bill', # bil (417 firings) ' Billy', 'Billy', # char (186 firings) 'CHAR', ' CHAR', # yosh (157 firings) ' Yosh', # blast (152 firings) ' blasting', # batter (131 firings) ' battered', # damon (131 firings) ' Damon', # harley (127 firings) ' Harley', # farrell (123 firings) ' Farrell', # fuck (123 firings) 'fuck', ' fucked', ' Fuck', ' FUCK', # bul (119 firings) ' bully', # beav (107 firings) ' Beaver', # hedge (100 firings) ' Hedge', # assort (66 firings) ' assorted', # fritz (65 firings) ' Fritz', # bonnie (63 firings) ' Bonnie', # game (53 firings) ' GAME', # gon (45 firings) ' Gon', # hairy (36 firings) ' hairy', # bree (33 firings) ' Bree', # abba (29 firings) 'abba', # tsun (26 firings) ' tsun', # ------ (25 firings) ' ------', # ampire (22 firings) 'ampire', # alv (18 firings) ' Alv', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'bill-family', 1 def prog_L02F02496(input_tokens): """46 token families, 54 surface forms (train F1 of the uncapped optimum: 0.885). Fires at 3,633 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the concept of necessity or essentiality""" # --- end external annotation --- fire = { # nec (257 firings) ' Nec', 'nec', ' nec', ' NEC', # tomb (160 firings) ' Tomb', # lovecraft (108 firings) ' Lovecraft', # undead (95 firings) ' undead', ' Undead', # eph (88 firings) 'eph', # corps (87 firings) ' corpses', # pref (87 firings) ' pref', 'Pref', ' Pref', # corpse (83 firings) ' corpse', # nep (83 firings) ' Nep', # chest (73 firings) ' Chest', # poison (71 firings) ' Poison', # pat (70 firings) ' PAT', # neces (70 firings) ' necess', 'necess', # lect (69 firings) ' Lect', # ibrarian (64 firings) 'ibrarian', # morbid (61 firings) ' morbid', # ned (59 firings) ' Ned', # nebula (59 firings) ' Nebula', # palp (53 firings) ' palpable', # massacre (53 firings) ' Massacre', # slit (52 firings) ' slit', # lit (52 firings) 'Liter', # carb (48 firings) 'carb', # petersen (48 firings) ' Petersen', # param (47 firings) ' Param', 'Param', # vet (42 firings) ' Vet', # tentacl (39 firings) ' tentacles', # chant (36 firings) 'chant', # fem (35 firings) ' Fem', # cthulhu (34 firings) ' Cthulhu', # plague (34 firings) ' Plague', # nemesi (34 firings) ' Nemesis', # nek (33 firings) ' Nek', # neth (33 firings) ' Nether', # cloak (31 firings) ' cloaked', # noct (31 firings) ' Noct', # sup (29 firings) ' sup', # pree (29 firings) ' pree', # ith (28 firings) 'ithing', # -------------------- (28 firings) '--------------------', # tent (28 firings) ' Tent', # flesh (27 firings) ' Flesh', # enchant (26 firings) ' Enchant', # nic (25 firings) ' NIC', # ect (22 firings) ' ect', # creature (21 firings) ' Creature', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'nec-family', 1 def prog_L02F02497(input_tokens): """32 token families, 40 surface forms (train F1 of the uncapped optimum: 0.713). Fires at 8,892 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to individuals holding the title of "Director." """ # --- end external annotation --- fire = { # director (3,733 firings) ' Director', ' director', 'Director', 'director', ' Directors', # editor (418 firings) ' Editor', # manag (391 firings) ' Manager', ' Managing', # chair (273 firings) ' Chair', # develop (232 firings) ' Developer', 'Developer', # associate (162 firings) ' Associate', # lead (157 firings) ' Lead', # produc (154 firings) ' Producer', # counsel (131 firings) ' Counsel', # administrator (126 firings) ' Administrator', # fellow (123 firings) ' Fellow', # directorate (94 firings) ' Directorate', # collector (89 firings) ' Collector', # subcommittee (80 firings) ' Subcommittee', # own (78 firings) ' Owner', # design (74 firings) ' Designer', # supervisor (71 firings) ' Supervisor', # analyst (68 firings) ' Analyst', # artist (66 firings) 'Artist', # coordinator (65 firings) ' Coordinator', # writ (63 firings) 'Writer', # creator (59 firings) ' Creator', # dir (58 firings) ' Dir', 'Dir', # earch (45 firings) 'earcher', # auditor (44 firings) ' Auditor', # continu (41 firings) ' Continuing', # rat (38 firings) 'Rating', # atography (36 firings) 'atography', # rank (36 firings) ' Ranking', # capture (29 firings) ' Capture', 'Capture', # specialist (26 firings) ' Specialist', # registrar (24 firings) ' Registrar', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'director-family', 1 def prog_L02F02498(input_tokens): """39 token families, 42 surface forms (train F1 of the uncapped optimum: 0.859). Fires at 3,116 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the name "Dennis" mentioned in various contexts""" # --- end external annotation --- fire = { # denni (461 firings) ' Dennis', # eugene (198 firings) ' Eugene', # 202 (136 firings) '202', ' 202', # record (131 firings) ' recordings', # ence (124 firings) 'ENCE', # proceed (120 firings) ' Proceedings', # download (117 firings) ' downloadable', # enni (110 firings) 'ennis', # ulent (96 firings) 'ulent', # jacqu (94 firings) ' Jacques', # ras (92 firings) ' Ras', # freddy (80 firings) ' Freddy', # oland (77 firings) 'oland', # oran (71 firings) 'oran', # transcript (69 firings) ' transcripts', # enn (54 firings) 'ENN', # deregula (49 firings) ' deregulation', # microbi (48 firings) ' microbi', # open (44 firings) ' OPEN', # routin (43 firings) ' routines', # consequent (42 firings) ' consequential', # toxin (39 firings) ' toxin', # 386 (34 firings) '386', ' 386', # bug (32 firings) ' Bugs', # 196 (32 firings) '196', # biochem (31 firings) ' biochemical', # 204 (23 firings) '204', # 606 (22 firings) '606', # 415 (22 firings) ' 415', # ident (22 firings) 'IDENT', # ergu (21 firings) 'ergus', # prote (21 firings) ' prote', # 414 (20 firings) '414', ' 414', # 486 (19 firings) '486', # 604 (18 firings) '604', # dor (11 firings) ' dors', # spor (9 firings) ' spores', # 702 (9 firings) '702', # proc (8 firings) ' PROC', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'denni-family', 1 def prog_L02F02499(input_tokens): """10 token families, 13 surface forms (train F1 of the uncapped optimum: 0.888). Fires at 3,712 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "sat." """ # --- end external annotation --- fire = { # sat (1,800 firings) ' sat', ' Sat', 'Sat', 'sat', # sit (711 firings) ' sits', # wed (135 firings) ' wed', # uddl (96 firings) 'uddled', # lust (78 firings) ' lust', # join (75 firings) 'Joined', # slump (60 firings) ' slumped', # star (59 firings) ' stared', # mat (54 firings) ' MAT', # rest (43 firings) ' rested', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'sat-family', 1