"""GPT-2 SAE last-token programs, layer 2 -- features 21400 to 21499 (84 programs). One function per SAE feature. Grouped 100 to a file so the set stays browsable; the programs themselves are unchanged. """ def prog_L02F21400(input_tokens): """46 token families, 52 surface forms (train F1 of the uncapped optimum: 0.743). Fires at 6,588 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to religious dioceses and bishops""" # --- end external annotation --- fire = { # bishop (292 firings) ' bishops', ' bishop', 'bishop', # chancellor (199 firings) ' chancellor', # ocese (194 firings) 'ocese', # priest (186 firings) ' priests', # scout (175 firings) ' Scouts', # pope (166 firings) ' pope', # archbishop (151 firings) ' Archbishop', # prince (150 firings) ' prince', # dean (131 firings) ' dean', # apost (125 firings) ' apost', ' Apost', # ishop (114 firings) 'ishops', 'ishop', # chq (113 firings) 'CHQ', # clergy (113 firings) ' clergy', # clar (90 firings) ' Clarence', # angl (89 firings) ' Anglic', # aber (87 firings) ' Aber', # cathedr (87 firings) ' cathedral', # canterbury (83 firings) ' Canterbury', # thouse (78 firings) 'thouse', # choir (77 firings) ' choir', # rabbi (74 firings) ' rabbi', # dal (72 firings) 'dal', # episcop (71 firings) ' Episcopal', # shanahan (67 firings) ' Shanahan', # nun (62 firings) ' nuns', # pastor (59 firings) ' pastoral', # ama (57 firings) 'amation', # xvi (56 firings) ' XVI', # pediatric (52 firings) ' Pediatrics', # rite (50 firings) ' Rite', ' rite', # cleric (48 firings) ' clerics', # eleanor (46 firings) ' Eleanor', # agna (46 firings) 'agna', # kou (46 firings) ' Kou', # llp (44 firings) ' LLP', # hael (42 firings) 'HAEL', # patriarch (39 firings) ' Patriarch', # istr (38 firings) 'istries', # apostl (37 firings) ' Apostles', ' apostles', # aure (36 firings) ' Aure', # princ (32 firings) ' princes', # urgy (32 firings) 'urgy', # communion (31 firings) ' communion', # nai (31 firings) 'nai', # astery (31 firings) 'astery', # esan (27 firings) 'esan', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'bishop-family', 1 def prog_L02F21401(input_tokens): """21 token families, 161 surface forms (train F1 of the uncapped optimum: 0.263). Fires at 3,273,769 of 36,786,566 positions. Fires at 8.90% of positions, and token rules do not serve features this dense: median test F1 0.086 across the 37,173 features above 0.39% of positions, against 0.763 for the 76,283 below 0.016%. Read this fire set as the best available approximation, not as what the feature does.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: relevant non-English words or phrases in a document""" # --- end external annotation --- fire = { # it (30,966 firings) ' it', ' It', 'It', 'it', 'IT', ' IT', 'ité', # i (23,130 firings) ' I', 'I', 'i', ' i', # s (18,992 firings) 's', 'S', ' S', ' s', 'és', 'ás', # he (17,492 firings) ' he', ' He', 'He', 'he', ' HE', 'HE', # t (17,465 firings) 't', "'t", 'T', ' T', ' t', 'ét', # you (16,669 firings) ' you', ' You', 'You', 'you', ' YOU', 'YOU', # not (15,613 firings) ' not', ' Not', 'Not', 'not', ' notes', ' noted', ' NOT', ' noting', ' notable', ' Notes', 'NOT', 'Notes', 'notes', 'Notable', # we (13,776 firings) ' we', 'We', ' We', 'we', ' WE', 'WE', # one (12,655 firings) ' one', ' One', 'One', 'one', ' ones', 'ones', ' ONE', 'ONE', 'onement', ' Ones', 'ONES', # will (11,803 firings) ' will', ' willing', ' Will', 'Will', 'will', ' WILL', ' willingly', ' willful', ' wills', # who (11,500 firings) ' who', ' Who', 'who', 'Who', ' WHO', 'WHO', # year (11,094 firings) ' year', ' years', 'year', ' Year', ' Years', 'years', ' yearly', 'Year', 'Years', ' YEAR', # which (10,357 firings) ' which', 'which', ' Which', 'Which', # all (10,208 firings) ' all', ' All', 'All', 'all', ' allies', 'alling', 'alled', ' ALL', 'ALL', 'alls', ' allied', ' Allied', ' Allies', 'allic', # out (10,112 firings) ' out', 'out', ' Out', 'outs', 'Out', ' outer', ' outs', 'outed', ' OUT', 'outing', ' outing', 'OUT', ' Outer', ' Outs', 'outer', ' outings', # they (9,980 firings) ' they', ' They', 'They', 'they', ' THEY', # said (9,836 firings) ' said', ' Said', 'said', 'Said', # there (9,152 firings) ' there', ' There', 'There', 'there', ' THERE', 'thereal', # up (8,521 firings) ' up', 'up', ' Up', 'Up', 'UP', ' UP', # can (8,369 firings) ' can', ' Can', 'Can', 'can', ' CAN', ' cans', ' Canal', ' canal', 'CAN', # so (8,212 firings) ' so', ' So', 'So', 'so', 'SO', ' SO', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'it-family', 1 def prog_L02F21402(input_tokens): """10 token families, 12 surface forms (train F1 of the uncapped optimum: 0.940). Fires at 4,919 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the word "Attorney." """ # --- end external annotation --- fire = { # attorney (3,601 firings) ' Attorney', ' attorney', 'Attorney', # prosecutor (132 firings) ' Prosecutor', # ney (116 firings) 'NEY', # auditor (115 firings) ' Auditor', # orney (108 firings) 'orneys', # candy (107 firings) ' Candy', # advoc (83 firings) ' Advoc', # defend (72 firings) ' Defender', # advocate (72 firings) ' Advocate', # solicitor (61 firings) ' solicitor', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'attorney-family', 1 def prog_L02F21403(input_tokens): """19 token families, 26 surface forms (train F1 of the uncapped optimum: 0.892). Fires at 2,208 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to ducks""" # --- end external annotation --- fire = { # duck (747 firings) ' Ducks', ' duck', ' Duck', ' ducks', # dunk (197 firings) ' Dunk', ' dunk', # nephew (132 firings) ' nephew', # hatch (117 firings) ' Hatch', # dodg (107 firings) ' dodged', ' dodging', # dove (107 firings) ' dove', ' Dove', # dunn (92 firings) ' Dunn', # ruff (72 firings) ' Ruff', # dodge (69 firings) ' dodge', # crawl (60 firings) ' crawl', # roo (45 firings) 'roo', # dun (43 firings) ' dun', # silhou (30 firings) ' silhou', # ã (23 firings) 'ã', # squid (18 firings) ' Squid', # toad (11 firings) ' Toad', # peat (10 firings) 'peat', # urtle (9 firings) 'urtle', # \" (9 firings) '\\"', ' \\"', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'duck-family', 1 def prog_L02F21405(input_tokens): """33 token families, 37 surface forms (train F1 of the uncapped optimum: 0.833). Fires at 3,088 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to alternate names or aliases""" # --- end external annotation --- fire = { # aka (663 firings) ' aka', 'aka', # nicknam (182 firings) ' nicknamed', # known (134 firings) 'Known', # alia (126 firings) ' alias', 'alias', 'Alias', # monik (121 firings) ' moniker', # guise (99 firings) ' guise', # rendi (93 firings) ' rendition', # persona (89 firings) ' persona', # post (88 firings) 'Posts', # circa (86 firings) ' circa', # hen (86 firings) ' hen', # featur (85 firings) ' Featuring', # untitl (73 firings) 'Untitled', # og (58 firings) ' OG', # add (57 firings) 'Adds', # extraord (53 firings) ' extraord', # avatar (52 firings) ' avatar', # hue (49 firings) ' hue', # aniel (44 firings) 'aniel', # ★ (41 firings) ' ★', '★', # nat (35 firings) ' natives', # van (28 firings) ' vans', # zzy (27 firings) 'zzy', # alias (26 firings) ' aliases', # what (26 firings) ' whats', # /# (19 firings) '/#', # ie (18 firings) ' ie', # /" (17 firings) '/"', # abil (13 firings) ' Abilities', # roxy (12 firings) 'roxy', # xx (11 firings) ' xx', # (= (8 firings) ' (=', # و (8 firings) ' و', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'aka-family', 1 def prog_L02F21406(input_tokens): """24 token families, 26 surface forms (train F1 of the uncapped optimum: 0.768). Fires at 3,584 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: variations of the word "Tony" """ # --- end external annotation --- fire = { # ony (793 firings) 'ony', 'ONY', # nbc (237 firings) 'NBC', # oni (208 firings) 'onies', # yer (172 firings) 'yers', # onia (157 firings) 'onia', # son (124 firings) 'SON', # pony (115 firings) ' Pony', # phony (95 firings) ' phony', # tale (88 firings) 'tale', # any (81 firings) 'ANY', # ronnie (77 firings) ' Ronnie', # rick (76 firings) 'ricks', # unky (53 firings) 'unky', # emy (52 firings) 'emy', # itton (50 firings) 'itton', # brenda (46 firings) ' Brenda', # 235 (38 firings) '235', # brittle (30 firings) ' brittle', # 234 (28 firings) ' 234', # rit (27 firings) 'ritic', # fm (27 firings) 'fm', # myster (26 firings) ' Mysteries', # 419 (22 firings) ' 419', '419', # framework (13 firings) 'framework', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ony-family', 1 def prog_L02F21407(input_tokens): """45 token families, 46 surface forms (train F1 of the uncapped optimum: 0.887). Fires at 5,200 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: descriptors related to cuteness""" # --- end external annotation --- fire = { # cute (371 firings) ' cute', # love (320 firings) ' lovely', # annoy (295 firings) ' annoying', # ador (210 firings) ' adorable', # smil (208 firings) ' smiling', # pretty (206 firings) ' Pretty', 'Pretty', # sexy (198 firings) ' sexy', # charm (157 firings) ' charming', # ummy (147 firings) 'ummy', # stylish (144 firings) ' stylish', # sleek (141 firings) ' sleek', # quirky (123 firings) ' quirky', # stick (120 firings) ' stickers', # darl (92 firings) ' darling', # coy (91 firings) ' coy', # camouflage (86 firings) ' camouflage', # catchy (84 firings) ' catchy', # play (80 firings) ' playful', # warm (80 firings) 'warming', # tame (78 firings) ' tame', # furry (74 firings) ' furry', # pathet (70 firings) ' pathetic', # cheer (68 firings) ' cheerful', # quaint (65 firings) ' quaint', # villag (64 firings) ' villagers', # fluffy (62 firings) ' fluffy', # cheesy (59 firings) ' cheesy', # nifty (56 firings) ' nifty', # goofy (55 firings) ' goofy', # sooth (53 firings) ' soothing', # ovable (50 firings) 'ovable', # vou (47 firings) 'vous', # prett (46 firings) ' prett', # bunny (46 firings) ' bunny', # flatter (45 firings) ' flattering', # kitten (41 firings) ' kittens', # timid (40 firings) ' timid', # irritat (40 firings) ' irritating', # cunn (39 firings) ' cunning', # aughty (36 firings) 'aughty', # imsy (32 firings) 'imsy', # deform (29 firings) ' deform', # cg (26 firings) 'CG', # boob (23 firings) ' boobs', # gen (14 firings) 'genic', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'cute-family', 1 def prog_L02F21408(input_tokens): """4 token families, 7 surface forms (train F1 of the uncapped optimum: 0.951). Fires at 8,552 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of policies""" # --- end external annotation --- fire = { # policy (6,413 firings) ' policy', ' Policy', 'policy', 'Policy', # polic (1,575 firings) ' policies', # policymak (152 firings) ' policymakers', # pol (67 firings) ' POL', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'policy-family', 1 def prog_L02F21409(input_tokens): """8 token families, 15 surface forms (train F1 of the uncapped optimum: 0.895). Fires at 10,046 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "created" indicating the act of formulation or establishment""" # --- end external annotation --- fire = { # creat (7,638 firings) ' created', ' creating', ' creates', ' Created', 'created', 'Created', 'Creating', ' Creating', # creator (281 firings) ' creators', # creation (145 firings) ' creations', # generat (84 firings) 'generated', # institut (77 firings) ' instituted', # recre (73 firings) ' recre', # lete (65 firings) 'lete', # let (36 firings) 'leted', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'creat-family', 1 def prog_L02F21410(input_tokens): """5 token families, 6 surface forms (train F1 of the uncapped optimum: 0.695). Fires at 4,539 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to direction or movement towards a specific target or goal""" # --- end external annotation --- fire = { # toward (2,328 firings) ' towards', ' Towards', # ward (71 firings) 'wards', # far (63 firings) 'far', # near (37 firings) ' nearer', # oward (24 firings) 'oward', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'toward-family', 1 def prog_L02F21411(input_tokens): """15 token families, 20 surface forms (train F1 of the uncapped optimum: 0.927). Fires at 1,413 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to characters in a narrative""" # --- end external annotation --- fire = { # char (527 firings) ' char', 'CHAR', 'char', 'Char', ' CHAR', ' chars', # ي (129 firings) 'ي', # bash (124 firings) ' bash', # color (83 firings) 'color', # carriage (77 firings) ' carriage', # aughlin (56 firings) 'aughlin', # chau (54 firings) ' chau', # param (50 firings) ' param', # kul (49 firings) ' Kul', # ellig (48 firings) 'ellig', # colour (23 firings) 'colour', # ashtra (11 firings) 'ashtra', # uliffe (10 firings) 'uliffe', # ]- (7 firings) ']-', # thence (5 firings) ' thence', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'char-family', 1 def prog_L02F21413(input_tokens): """46 token families, 49 surface forms (train F1 of the uncapped optimum: 0.837). Fires at 4,399 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to monarchy and its structures""" # --- end external annotation --- fire = { # diplomat (241 firings) ' diplomat', # monarch (202 firings) ' monarch', ' Monarch', # ocrat (191 firings) 'ocrat', 'ocrats', # onia (184 firings) 'onia', # throne (153 firings) ' throne', # southwestern (145 firings) ' southwestern', # sonia (116 firings) ' Sonia', # regim (103 firings) ' regimes', # majesty (102 firings) ' Majesty', ' majesty', # butterf (98 firings) ' butterfly', # king (95 firings) ' kings', # monarchy (92 firings) ' monarchy', # migr (89 firings) ' migr', # timeles (86 firings) ' timeless', # apex (83 firings) ' apex', # ert (82 firings) 'ERT', # dictator (81 firings) ' dictators', # stroll (79 firings) ' stroll', # arch (73 firings) 'archs', # psychopath (72 firings) ' psychopath', # butterfl (70 firings) ' butterflies', # cornwall (68 firings) ' Cornwall', # patriarch (58 firings) ' patriarch', # onian (58 firings) 'onian', # mesm (57 firings) ' mesmer', # roy (54 firings) ' roy', # landown (52 firings) ' landowners', # constitution (48 firings) 'constitutional', # republican (46 firings) ' republican', # alog (46 firings) 'alog', # icult (41 firings) 'icult', # intellect (40 firings) ' intellect', # consequent (39 firings) ' consequential', # top (37 firings) ' topical', # para (34 firings) ' paras', # sovereign (33 firings) ' Sovereign', # opath (29 firings) 'opath', # ept (27 firings) 'ept', # dominion (27 firings) ' dominion', # ailand (26 firings) 'ailand', # xeon (25 firings) ' Xeon', # edit (22 firings) 'Edited', # quartz (22 firings) ' quartz', # phill (21 firings) ' Phill', # araoh (20 firings) 'araoh', # templar (18 firings) ' Templar', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'diplomat-family', 1 def prog_L02F21414(input_tokens): """22 token families, 28 surface forms (train F1 of the uncapped optimum: 0.887). Fires at 2,954 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of JavaScript""" # --- end external annotation --- fire = { # javascript (881 firings) ' JavaScript', ' javascript', 'javascript', # js (301 firings) 'JS', ' JS', ' js', # script (190 firings) 'Script', # brows (146 firings) ' browsers', 'Browser', # jquery (112 firings) ' jQuery', # java (105 firings) 'Java', # ajax (102 firings) ' Ajax', # json (96 firings) ' JSON', # nxt (84 firings) ' NXT', # efin (61 firings) 'efined', # emb (59 firings) ' Ember', # prope (53 firings) ' prope', # unicode (47 firings) ' Unicode', # natasha (46 firings) ' Natasha', # brave (40 firings) 'Brave', # dynamical (37 firings) ' dynamically', # shiny (26 firings) ' Shiny', # rame (25 firings) 'rame', # undefin (25 firings) ' undefined', # bounce (15 firings) ' Bounce', # boolean (15 firings) ' boolean', ' Boolean', # avascript (8 firings) 'avascript', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'javascript-family', 1 def prog_L02F21415(input_tokens): """39 token families, 49 surface forms (train F1 of the uncapped optimum: 0.801). Fires at 3,755 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to attachments or connected items""" # --- end external annotation --- fire = { # attach (370 firings) ' attach', ' attachment', ' attaching', ' attaches', ' attachments', 'attach', 'Attach', # magazin (291 firings) ' magazines', # obses (229 firings) ' obsession', # institu (153 firings) ' Institution', # cling (127 firings) ' clinging', ' cling', # reten (120 firings) ' retention', # baggage (102 firings) ' baggage', # ach (102 firings) 'achment', 'achable', # tabloid (87 firings) ' tabloid', # trojan (73 firings) ' Trojan', # ist (65 firings) ' IST', # alk (62 firings) 'alker', # remov (59 firings) ' removable', # plural (56 firings) ' plurality', # lik (55 firings) ' liking', # 223 (52 firings) '223', # surprise (51 firings) ' Surprise', # abduc (47 firings) ' abduction', # aver (45 firings) ' aversion', # detach (45 firings) ' detachment', ' detach', # ascen (43 firings) ' Ascension', # entry (43 firings) ' Entry', # secure (41 firings) ' securely', # myst (39 firings) ' Mystic', # fixa (33 firings) ' fixation', # aspira (32 firings) ' aspiration', # atibil (32 firings) 'atibility', # adher (32 firings) ' adherence', # pouch (30 firings) ' pouch', # latch (28 firings) ' latch', # oval (28 firings) ' oval', # adhes (26 firings) ' adhesive', # bondage (22 firings) ' bondage', # 148 (22 firings) '148', # adapt (19 firings) ' Adapter', 'Adapter', # magazine (15 firings) 'Magazine', # ceiv (15 firings) 'ceiver', # hesion (13 firings) 'hesion', # vertise (11 firings) 'VERTISEMENT', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'attach-family', 1 def prog_L02F21417(input_tokens): """13 token families, 21 surface forms (train F1 of the uncapped optimum: 0.753). Fires at 7,335 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "stepped" in various contexts""" # --- end external annotation --- fire = { # step (3,914 firings) ' step', ' steps', 'Step', ' Step', 'steps', ' STEP', 'STEP', # stepp (1,217 firings) ' stepped', ' stepping', # weigh (128 firings) ' weighed', # eas (103 firings) ' easing', ' eased', # tread (89 firings) ' tread', # stephen (67 firings) ' Stephens', # thorn (64 firings) ' thorn', # per (52 firings) 'pering', # pping (50 firings) 'ppings', # stool (49 firings) ' stool', # strut (33 firings) ' strut', # stood (23 firings) 'stood', # whistlebl (21 firings) ' whistlebl', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'step-family', 1 def prog_L02F21419(input_tokens): """13 token families, 14 surface forms (train F1 of the uncapped optimum: 0.924). Fires at 3,487 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the city of Miami""" # --- end external annotation --- fire = { # miami (1,747 firings) ' Miami', 'Miami', # money (259 firings) 'Money', # ami (173 firings) 'AMI', # marlin (164 firings) ' Marlins', # hurrican (156 firings) ' Hurricanes', # havana (120 firings) ' Havana', # syracuse (115 firings) ' Syracuse', # cor (87 firings) ' Coral', # arez (82 firings) 'arez', # darl (71 firings) ' Darling', # um (56 firings) ' UM', # contra (36 firings) ' Contra', # mia (17 firings) ' MIA', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'miami-family', 1 def prog_L02F21420(input_tokens): """31 token families, 34 surface forms (train F1 of the uncapped optimum: 0.653). Fires at 4,077 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to economic stimulus""" # --- end external annotation --- fire = { # package (324 firings) ' package', # stimulu (235 firings) ' stimulus', # teas (222 firings) ' teaser', # reconstruc (140 firings) ' reconstruction', ' Reconstruction', # rup (134 firings) 'rup', # eas (115 firings) ' easing', # shock (111 firings) ' shocks', 'shock', # stimulate (98 firings) ' stimulate', # rein (97 firings) ' Rein', # stim (89 firings) ' Stim', 'stim', # prime (87 firings) 'prime', # ulu (86 firings) 'ulus', # ilater (86 firings) 'ilateral', # recovery (82 firings) ' Recovery', # stimuli (77 firings) ' stimuli', # deficit (69 firings) ' deficits', # novelty (68 firings) ' novelty', # suck (54 firings) ' sucker', # imu (45 firings) 'imus', # aration (42 firings) 'arations', # surprise (42 firings) ' Surprise', # buddha (40 firings) ' Buddha', # timid (36 firings) ' timid', # pig (33 firings) ' Pigs', # read (26 firings) 'Reader', # insensit (26 firings) ' insensitive', # rastructure (17 firings) 'rastructure', # uncond (16 firings) ' uncond', # erity (16 firings) 'erity', # random (15 firings) 'random', # stimulat (13 firings) ' stimulates', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'package-family', 1 def prog_L02F21421(input_tokens): """46 token families, 51 surface forms (train F1 of the uncapped optimum: 0.876). Fires at 9,788 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to motorsports or automotive topics""" # --- end external annotation --- fire = { # motor (686 firings) ' Motors', ' motors', # day (505 firings) ' Days', 'Days', # wir (300 firings) ' wires', ' wired', ' wiring', # verti (170 firings) 'VERTIS', # motorsport (160 firings) ' Motorsport', # driveway (146 firings) ' driveway', # wind (140 firings) ' winding', # youtube (132 firings) ' Youtube', # watt (131 firings) ' Watts', # shell (118 firings) ' shelling', # gundam (118 firings) ' Gundam', # middl (114 firings) ' Middles', # pony (112 firings) ' pony', # methodist (111 firings) ' Methodist', # gus (111 firings) ' Gus', # purdue (107 firings) ' Purdue', # jes (104 firings) 'Jes', # week (99 firings) ' Weeks', # ning (94 firings) 'nings', ' Ning', # motivate (92 firings) ' motivate', # onso (91 firings) 'onso', # oust (89 firings) ' oust', # wick (89 firings) ' Wick', # vand (87 firings) ' Vander', # brand (86 firings) ' Brands', # kes (83 firings) ' Kes', # tek (83 firings) ' Tek', # yuri (78 firings) ' Yuri', # heat (78 firings) ' heats', # shrimp (77 firings) ' shrimp', # rish (77 firings) 'rish', # swollen (76 firings) ' swollen', # ups (76 firings) ' Ups', # buildup (74 firings) ' buildup', # powershell (72 firings) ' PowerShell', # vitri (71 firings) ' vitri', # vish (67 firings) ' Vish', # ь (64 firings) 'ь', # pharma (64 firings) ' Pharma', # bot (62 firings) 'bots', # whol (61 firings) ' wholes', # carrot (61 firings) ' carrots', # rah (61 firings) 'Rah', # undercut (58 firings) ' undercut', # whin (56 firings) ' whining', # hair (56 firings) ' hairs', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'motor-family', 1 def prog_L02F21422(input_tokens): """47 token families, 51 surface forms (train F1 of the uncapped optimum: 0.866). Fires at 3,900 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to stewards and variations of the word "stew." """ # --- end external annotation --- fire = { # stew (227 firings) ' stew', 'Stew', ' Stew', # ral (200 firings) ' Rally', # engine (164 firings) ' Engine', # 119 (155 firings) ' 119', '119', # infeld (138 firings) 'infeld', # spani (132 firings) ' Spani', # rov (122 firings) ' Rover', # eston (118 firings) 'eston', # stainles (99 firings) ' stainless', ' Stainless', # oin (93 firings) 'oin', # stove (89 firings) ' stove', # lenn (81 firings) ' Lenn', # sweat (75 firings) ' sweats', # simm (74 firings) ' simmer', # l (73 firings) 'lé', # roll (72 firings) ' Rolls', # slow (68 firings) ' Slow', # lve (64 firings) 'lves', # wark (62 firings) 'wark', # steward (61 firings) ' stewards', # chal (61 firings) 'chal', # estro (56 firings) 'estro', # roximate (51 firings) 'roximately', # ogie (51 firings) 'ogie', # straw (51 firings) ' Straw', # stool (49 firings) ' stool', # umph (49 firings) 'umph', # haz (44 firings) ' haz', # broth (43 firings) ' broth', # rever (41 firings) ' reverence', # eck (41 firings) ' Eck', # ses (40 firings) 'ses', # ollo (38 firings) 'ollo', # iesta (37 firings) 'iesta', # gre (36 firings) 'gre', # drunk (31 firings) ' Drunk', # propriet (31 firings) ' propriet', # gravy (30 firings) ' gravy', # pall (28 firings) ' pall', # sovereign (28 firings) ' Sovereign', # stand (26 firings) ' STAND', # herm (26 firings) ' Hermes', # pol (24 firings) ' Polly', # aly (24 firings) 'alys', # starch (23 firings) ' starch', # heist (20 firings) ' Heist', # cust (19 firings) ' cust', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'stew-family', 1 def prog_L02F21423(input_tokens): """25 token families, 85 surface forms (train F1 of the uncapped optimum: 0.236). Fires at 313,771 of 36,786,566 positions. Fires at 0.85% of positions, and token rules do not serve features this dense: median test F1 0.086 across the 37,173 features above 0.39% of positions, against 0.763 for the 76,283 below 0.016%. Read this fire set as the best available approximation, not as what the feature does.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to photo credits and source acknowledgments""" # --- end external annotation --- fire = { # thi (10,940 firings) ' this', ' THIS', # by (7,883 firings) ' by', ' BY', # / (6,689 firings) '/', ' /', # our (4,298 firings) ' our', ' OUR', # read (3,331 firings) ' read', ' reading', ' Read', ' readers', ' reader', ' Reading', 'read', ' Reader', ' READ', 'reading', 'reader', ' Readers', # photo (2,442 firings) ' photo', ' Photo', ' PHOTO', 'photo', ' Photos', 'photos', # below (2,068 firings) ' below', ' Below', ' BELOW', # | (2,000 firings) ' |', '|', # view (1,926 firings) ' view', ' View', ' views', ' viewed', 'View', ' viewer', ' VIEW', ' Views', # link (1,834 firings) ' link', ' links', ' Link', 'link', ' Links', 'Link', ' LINK', 'Links', 'links', # image (1,730 firings) ' image', 'image', # via (1,521 firings) ' via', 'via', # com (1,389 firings) 'com', ' Comments', 'comment', ' Comment', # privacy (1,233 firings) ' privacy', # subscrib (1,228 firings) ' subscribing', # updat (1,136 firings) ' updated', ' Updated', ' updates', ' Updates', 'updated', # file (1,110 firings) ' file', ' File', 'File', ' FILE', 'file', # facebook (1,101 firings) ' Facebook', ' facebook', 'facebook', # share (1,084 firings) ' Share', ' share', # ap (1,073 firings) ' AP', # dai (940 firings) ' daily', # post (935 firings) ' posted', 'post', ' POST', 'posted', # page (922 firings) ' page', ' Page', ' PAGE', # twitt (858 firings) ' Twitter', # courtesy (806 firings) ' courtesy', ' Courtesy', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'thi-family', 1 def prog_L02F21425(input_tokens): """37 token families, 37 surface forms (train F1 of the uncapped optimum: 0.806). Fires at 3,386 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: proper nouns related to geographic locations or cultural identities""" # --- end external annotation --- fire = { # ky (294 firings) 'KY', # ank (265 firings) 'ANK', # iya (163 firings) 'iya', # afa (145 firings) 'afa', # sergei (126 firings) ' Sergei', # ism (103 firings) 'ISM', # ija (101 firings) 'ija', # emb (96 firings) 'EMBER', # anka (84 firings) 'anka', # umbai (81 firings) 'umbai', # bah (80 firings) 'bah', # kaya (70 firings) 'kaya', # jeremiah (66 firings) ' Jeremiah', # chenko (65 firings) 'chenko', # adia (62 firings) 'adia', # iyah (61 firings) 'iyah', # royale (61 firings) ' Royale', # ulia (60 firings) 'ulia', # я (54 firings) 'я', # yah (51 firings) 'yah', # kay (44 firings) 'kay', # akia (39 firings) 'akia', # kernel (37 firings) ' Kernel', # ya (36 firings) 'YA', # kosh (35 firings) ' kosher', # azeera (31 firings) 'azeera', # oulo (30 firings) 'oulos', # gravy (29 firings) ' gravy', # い (27 firings) 'い', # general (25 firings) ' generalized', # season (24 firings) ' seasoning', # deen (24 firings) 'deen', # ansky (24 firings) 'ansky', # knife (17 firings) 'knife', # isi (16 firings) ' ISI', # phia (15 firings) 'phia', # isma (14 firings) 'isma', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ky-family', 1 def prog_L02F21426(input_tokens): """19 token families, 19 surface forms (train F1 of the uncapped optimum: 0.791). Fires at 2,130 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to terrorist organizations, specifically ISIL/ISIS and Daesh""" # --- end external annotation --- fire = { # enix (241 firings) ' Enix', # isil (182 firings) ' ISIL', # ukip (175 firings) ' UKIP', # isi (149 firings) ' Isis', # daesh (115 firings) ' Daesh', # hpv (82 firings) ' HPV', # transl (73 firings) ' transl', # vision (61 firings) 'Vision', # ima (60 firings) 'imation', # powerpoint (56 firings) ' PowerPoint', # psp (54 firings) ' PSP', # svg (39 firings) ' SVG', # 223 (37 firings) '223', # fnat (36 firings) ' Fnatic', # sponsor (35 firings) ' Sponsor', # identifi (32 firings) ' identifiable', # avg (13 firings) ' AVG', # esv (11 firings) ' ESV', # 335 (9 firings) ' 335', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'enix-family', 1 def prog_L02F21427(input_tokens): """31 token families, 33 surface forms (train F1 of the uncapped optimum: 0.734). Fires at 4,391 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: topics related to environmental pollution""" # --- end external annotation --- fire = { # pollu (655 firings) ' pollution', # surrey (160 firings) ' Surrey', # cholesterol (129 firings) ' cholesterol', # cleanup (126 firings) ' cleanup', # pristine (118 firings) ' pristine', # pollut (118 firings) ' polluted', ' pollut', # ution (112 firings) 'ution', # sewage (111 firings) ' sewage', # inflamma (110 firings) ' inflammation', # devasta (106 firings) ' devastation', # wastewat (95 firings) ' wastewater', # poll (87 firings) 'Poll', 'poll', # contamina (74 firings) ' contamination', # toxin (73 firings) ' toxins', # ozone (68 firings) ' ozone', # exhaus (63 firings) ' exhaustion', # viol (62 firings) ' viol', # pollutant (59 firings) ' pollutants', # haze (58 firings) ' haze', # trout (55 firings) ' Trout', # pollen (53 firings) ' pollen', # clean (49 firings) 'Clean', # overflow (43 firings) ' overflowing', # part (33 firings) ' partic', # contaminant (30 firings) ' contaminants', # lung (28 firings) ' Lung', # majesty (18 firings) ' majesty', # phosphoru (18 firings) ' phosphorus', # purif (15 firings) ' purified', # tox (13 firings) ' tox', # 601 (11 firings) '601', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'pollu-family', 1 def prog_L02F21428(input_tokens): """24 token families, 24 surface forms (train F1 of the uncapped optimum: 0.824). Fires at 2,273 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the name "Chandler." """ # --- end external annotation --- fire = { # monica (246 firings) ' Monica', # chandl (145 firings) ' Chandler', # pg (115 firings) ' PG', # stephan (112 firings) ' Stephan', # rap (109 firings) 'raper', # parson (100 firings) ' Parsons', # kem (100 firings) ' Kem', # chong (91 firings) ' Chong', # christensen (75 firings) ' Christensen', # dresden (63 firings) ' Dresden', # kram (62 firings) ' Kramer', # chamberlain (61 firings) ' Chamberlain', # pyramid (60 firings) ' Pyramid', # chron (54 firings) ' Chron', # charm (49 firings) ' Charm', # bend (37 firings) ' Bender', # grang (26 firings) ' Granger', # amateur (26 firings) ' Amateur', # hermione (21 firings) ' Hermione', # hetti (20 firings) 'hetti', # rad (18 firings) ' radial', # lect (11 firings) 'lectic', # herm (10 firings) 'Herm', # anooga (7 firings) 'anooga', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'monica-family', 1 def prog_L02F21429(input_tokens): """44 token families, 47 surface forms (train F1 of the uncapped optimum: 0.891). Fires at 2,997 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the concept of an "umbrella" in various contexts""" # --- end external annotation --- fire = { # umbrella (146 firings) ' umbrella', # bann (145 firings) ' banner', # ivy (143 firings) ' Ivy', # umb (100 firings) ' Umb', ' umb', # windshield (98 firings) ' windshield', # apparatu (97 firings) ' apparatus', # mantle (91 firings) ' mantle', # ominium (87 firings) 'ominium', # parachute (87 firings) ' parachute', # canary (82 firings) ' Canary', # andel (81 firings) 'andel', # cottage (79 firings) ' cottage', # urs (68 firings) ' Urs', # neb (66 firings) ' neb', # unicorn (66 firings) ' Unicorn', # faw (64 firings) ' Faw', # span (63 firings) 'span', # laure (62 firings) ' laure', # cape (61 firings) ' cape', # ausp (60 firings) ' ausp', # para (59 firings) ' paras', ' Paras', # rella (57 firings) 'rella', # hanna (56 firings) ' Hanna', # overarch (55 firings) ' overarching', # extrem (52 firings) ' Extrem', # canopy (52 firings) ' canopy', # igsaw (49 firings) 'igsaw', # aux (48 firings) ' Aux', ' aux', # uteru (40 firings) ' uterus', # aceae (40 firings) 'aceae', # tentacl (40 firings) ' tentacles', # aspirin (39 firings) ' aspirin', # baby (36 firings) ' babys', # encompass (36 firings) ' encompasses', # marg (32 firings) ' marg', # broom (31 firings) ' broom', # acea (31 firings) 'acea', # magnum (29 firings) ' Magnum', # membership (26 firings) ' Membership', # utenberg (25 firings) 'utenberg', # auxiliary (17 firings) ' auxiliary', # ang (16 firings) 'angible', # namespace (13 firings) ' namespace', # izzy (12 firings) ' Izzy', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'umbrella-family', 1 def prog_L02F21431(input_tokens): """1 token families, 1 surface forms (train F1 of the uncapped optimum: 0.651). Fires at 664,586 of 36,786,566 positions. Fires at 1.81% of positions, and token rules do not serve features this dense: median test F1 0.086 across the 37,173 features above 0.39% of positions, against 0.763 for the 76,283 below 0.016%. Read this fire set as the best available approximation, not as what the feature does.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: quantifiable data or statistics related to social issues""" # --- end external annotation --- fire = { # \n (663,216 firings) '\n', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '\\n-family', 1 def prog_L02F21434(input_tokens): """1 token families, 5 surface forms (train F1 of the uncapped optimum: 0.944). Fires at 83,173 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: negation phrases emphasizing what is not the case""" # --- end external annotation --- fire = { # not (76,533 firings) ' not', ' Not', 'not', ' NOT', 'NOT', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'not-family', 1 def prog_L02F21435(input_tokens): """14 token families, 19 surface forms (train F1 of the uncapped optimum: 0.795). Fires at 3,792 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to distribution and distributing""" # --- end external annotation --- fire = { # distribut (938 firings) ' distributed', ' distributing', ' Distribut', ' distribut', # distribu (880 firings) ' distribution', ' Distribution', # distribute (253 firings) ' distribute', # distributor (199 firings) ' distributor', ' distributors', # disperse (79 firings) ' disperse', # affiliat (77 firings) ' affiliates', # ribut (65 firings) 'ributes', # ship (60 firings) ' shipments', # ration (54 firings) ' ration', # allocate (50 firings) ' allocate', # leas (45 firings) 'leasing', # ortion (44 firings) 'ortion', # dosage (32 firings) ' dosage', # tract (26 firings) ' tracts', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'distribut-family', 1 def prog_L02F21436(input_tokens): """9 token families, 10 surface forms (train F1 of the uncapped optimum: 0.904). Fires at 4,689 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the Supreme Court""" # --- end external annotation --- fire = { # supreme (3,004 firings) ' Supreme', ' supreme', # elector (226 firings) ' Electoral', # judic (203 firings) ' judicial', # revolutionary (194 firings) ' Revolutionary', # reme (154 firings) 'reme', # sharia (133 firings) ' Sharia', # sup (95 firings) 'Sup', # arbit (56 firings) ' arbit', # rul (16 firings) ' Ruler', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'supreme-family', 1 def prog_L02F21437(input_tokens): """33 token families, 129 surface forms (train F1 of the uncapped optimum: 0.323). Fires at 220,560 of 36,786,566 positions. Fires at 0.60% of positions, and token rules do not serve features this dense: median test F1 0.086 across the 37,173 features above 0.39% of positions, against 0.763 for the 76,283 below 0.016%. Read this fire set as the best available approximation, not as what the feature does.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to public assistance and welfare programs""" # --- end external annotation --- fire = { # work (9,346 firings) ' work', ' workers', ' working', ' worked', ' worker', ' Work', 'work', 'working', ' Working', 'Work', 'Working', 'worker', 'worked', ' Worker', ' WORK', 'WORK', # people (7,423 firings) ' people', # their (6,507 firings) ' their', # job (3,578 firings) ' job', ' jobs', ' Job', 'job', 'Job', # pay (2,752 firings) ' pay', ' paying', ' payments', ' pays', ' Pay', 'paying', 'payers', 'payment', # liv (2,386 firings) ' living', ' lived', ' Living', 'living', 'Living', ' liv', # fami (2,242 firings) ' family', ' Family', 'family', 'Family', # children (2,084 firings) ' children', ' Children', 'Children', # student (1,886 firings) ' students', ' student', 'Student', 'student', # soc (1,753 firings) ' social', ' Social', # human (1,655 firings) ' human', ' Human', # program (1,586 firings) ' program', ' programs', ' Program', # benefit (1,530 firings) ' benefits', ' benefit', ' Benefits', ' Benefit', 'benefit', # child (1,447 firings) ' child', ' Child', # food (1,414 firings) ' food', ' Food', 'food', 'Food', # age (1,410 firings) ' age', ' ages', 'Age', # servic (1,258 firings) ' services', ' Services', # famil (1,191 firings) ' families', ' Families', ' familial', # employ (1,179 firings) ' employment', ' employer', ' employers', ' employed', ' Employment', 'employed', 'employment', 'Employ', ' Employ', 'employ', # bas (1,111 firings) ' basic', ' Basic', 'Basic', 'basic', # leg (1,100 firings) ' legal', ' Legal', 'Legal', ' LEG', # paid (1,081 firings) ' paid', 'paid', ' Paid', # poor (1,069 firings) ' poor', ' Poor', ' poorer', 'poor', 'Poor', # income (994 firings) ' income', 'income', ' Income', # hous (937 firings) ' housing', ' housed', ' Housing', 'housing', # provide (917 firings) ' provide', # american (883 firings) ' Americans', # leave (727 firings) ' leave', 'leave', # wage (654 firings) ' wage', 'wage', ' Wage', # kid (596 firings) ' kids', 'Kids', 'kids', # unemploy (585 firings) ' unemployment', ' unemployed', ' Unemployment', ' unemploy', # assist (570 firings) ' assistance', ' Assistance', ' assisted', 'assisted', ' assisting', # minimum (559 firings) ' minimum', ' Minimum', 'minimum', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'work-family', 1 def prog_L02F21438(input_tokens): """13 token families, 15 surface forms (train F1 of the uncapped optimum: 0.880). Fires at 1,181 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the name "Felipe" in various contexts""" # --- end external annotation --- fire = { # fel (519 firings) ' Fel', ' fel', 'Fel', # nab (99 firings) ' nab', # forfeiture (75 firings) ' forfeiture', # leash (60 firings) ' leash', # activ (33 firings) ' activ', # dex (33 firings) 'Dex', # forfe (31 firings) ' forfe', # innocent (27 firings) ' Innocent', # anol (19 firings) 'anol', # xc (15 firings) 'xc', # ellar (15 firings) 'ellar', # ************ (6 firings) '************', # ---------- (6 firings) '----------', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'fel-family', 1 def prog_L02F21439(input_tokens): """1 token families, 3 surface forms (train F1 of the uncapped optimum: 0.751). Fires at 170,284 of 36,786,566 positions. Fires at 0.46% of positions, and token rules do not serve features this dense: median test F1 0.086 across the 37,173 features above 0.39% of positions, against 0.763 for the 76,283 below 0.016%. Read this fire set as the best available approximation, not as what the feature does.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the word "that" and its frequency in context""" # --- end external annotation --- fire = { # that (165,334 firings) ' that', 'that', ' THAT', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'that-family', 1 def prog_L02F21440(input_tokens): """11 token families, 14 surface forms (train F1 of the uncapped optimum: 0.816). Fires at 3,068 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the Liberal political party""" # --- end external annotation --- fire = { # liber (1,218 firings) ' Liberal', 'Liberal', 'liberal', # liberal (362 firings) ' Liberals', # lib (297 firings) 'Liber', 'liber', # monst (107 firings) ' Monsters', # ont (65 firings) 'Ont', # loy (40 firings) ' Loyal', # nek (33 firings) ' Nek', # sen (28 firings) ' SEN', # honour (28 firings) ' Honour', # demon (25 firings) ' Demons', # high (19 firings) ' Highest', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'liber-family', 1 def prog_L02F21441(input_tokens): """33 token families, 37 surface forms (train F1 of the uncapped optimum: 0.904). Fires at 3,327 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "Barn" in various contexts""" # --- end external annotation --- fire = { # barn (511 firings) ' Barn', ' barn', 'Barn', # rab (273 firings) 'rab', ' Rab', # karn (178 firings) ' Karn', # brig (161 firings) ' Brig', # shel (144 firings) ' Shel', # norwich (139 firings) ' Norwich', # barg (99 firings) ' barg', # bethlehem (93 firings) ' Bethlehem', # barnett (92 firings) ' Barnett', # pig (92 firings) ' Pig', # quant (92 firings) 'Quant', 'quant', # bern (86 firings) 'Bern', # caramel (78 firings) ' caramel', # annoy (78 firings) ' annoy', # bar (66 firings) ' Bars', # cramm (64 firings) ' crammed', # bang (58 firings) ' banging', # crat (57 firings) ' crates', # inth (55 firings) 'inth', # astro (50 firings) ' Astro', # bird (50 firings) 'birds', # biscuit (49 firings) ' biscuits', # eer (47 firings) 'eers', # …… (41 firings) '……', # block (41 firings) 'blocks', # atl (36 firings) ' ATL', # abandon (35 firings) ' Abandon', # barcl (28 firings) ' Barcl', # bisc (28 firings) ' bisc', # rectangular (21 firings) ' rectangular', # pack (14 firings) ' PACK', # merchant (14 firings) ' Merchants', # 447 (12 firings) '447', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'barn-family', 1 def prog_L02F21444(input_tokens): """7 token families, 10 surface forms (train F1 of the uncapped optimum: 0.741). Fires at 2,545 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "sticking." """ # --- end external annotation --- fire = { # stick (1,300 firings) ' stick', ' sticks', ' sticking', ' Stick', # stay (259 firings) ' staying', # hang (208 firings) ' hanging', # pok (61 firings) ' poking', # dipp (57 firings) ' dipping', # protr (48 firings) ' protr', # whipp (45 firings) ' whipping', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'stick-family', 1 def prog_L02F21445(input_tokens): """19 token families, 45 surface forms (train F1 of the uncapped optimum: 0.360). Fires at 62,056 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to the Jehovah's Witnesses and other religious groups""" # --- end external annotation --- fire = { # church (2,862 firings) ' Church', ' church', ' churches', ' Churches', 'Church', # christian (1,276 firings) ' Christian', ' Christianity', ' Christians', 'Christian', # ism (1,032 firings) 'ism', 'isms', # religi (1,025 firings) ' religious', 'religious', # faith (946 firings) ' faith', ' Faith', ' faithful', ' faiths', 'faith', 'Faith', # religion (809 firings) ' religion', ' religions', ' Religion', # belief (655 firings) ' beliefs', ' belief', ' Belief', # move (628 firings) ' movement', # pray (596 firings) ' prayer', ' prayers', ' pray', ' praying', ' Prayer', ' prayed', # islam (444 firings) ' Islam', 'Islamic', # christ (377 firings) ' Christ', # bible (337 firings) ' Bible', ' bible', # jesu (311 firings) ' Jesus', # pri (232 firings) ' priest', ' Priest', # rad (214 firings) ' radical', # worship (196 firings) ' worship', # life (193 firings) 'life', # spiritu (165 firings) ' spiritual', # holy (162 firings) ' holy', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'church-family', 1 def prog_L02F21446(input_tokens): """49 token families, 51 surface forms (train F1 of the uncapped optimum: 0.892). Fires at 8,101 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: proper nouns, specifically names of individuals and organizations""" # --- end external annotation --- fire = { # 650 (289 firings) ' 650', '650', # nrl (271 firings) ' NRL', # 1964 (202 firings) ' 1964', # ption (164 firings) 'ption', # sing (163 firings) ' Singer', # 750 (153 firings) '750', # bling (144 firings) 'bling', # siz (140 firings) ' sizable', # asha (132 firings) 'asha', # nikki (130 firings) ' Nikki', # sturgeon (129 firings) ' Sturgeon', # ricardo (128 firings) ' Ricardo', # rabbit (118 firings) ' Rabbit', # gaga (117 firings) ' Gaga', # gallagh (114 firings) ' Gallagher', # ariel (114 firings) ' Ariel', # jquery (112 firings) ' jQuery', # ako (111 firings) 'ako', # clive (109 firings) ' Clive', # ulsion (107 firings) 'ulsion', # kell (100 firings) ' Keller', # frog (96 firings) ' frogs', 'frog', # bark (94 firings) ' Barker', # adel (94 firings) 'adel', # abo (93 firings) 'abo', # lip (91 firings) ' Lip', # prometheu (85 firings) ' Prometheus', # bounc (83 firings) ' bouncing', # volleyball (83 firings) ' volleyball', # endless (83 firings) ' endlessly', # aj (82 firings) ' AJ', # lak (79 firings) ' Lak', # 550 (73 firings) '550', # frankie (71 firings) ' Frankie', # rih (70 firings) ' Rih', # bartend (70 firings) ' bartender', # bend (70 firings) 'bender', # darl (68 firings) ' Darling', # samoa (66 firings) ' Samoa', # lipstick (61 firings) ' lipstick', # dickinson (59 firings) ' Dickinson', # sylvia (57 firings) ' Sylvia', # samson (57 firings) ' Samson', # size (57 firings) ' sizeable', # ydia (54 firings) 'ydia', # snatch (52 firings) ' snatch', # jou (49 firings) ' Jou', # silicone (48 firings) ' silicone', # arl (48 firings) 'arling', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '650-family', 1 def prog_L02F21447(input_tokens): """45 token families, 53 surface forms (train F1 of the uncapped optimum: 0.760). Fires at 6,034 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to financial payments and earnings""" # --- end external annotation --- fire = { # money (625 firings) 'Money', ' Money', 'money', # bill (295 firings) 'Bill', 'BILL', # apocalypse (236 firings) ' apocalypse', ' Apocalypse', # check (185 firings) 'check', 'checks', ' Checks', 'CHECK', # dollar (117 firings) ' Dollar', # bank (111 firings) ' banker', # betsy (103 firings) ' Betsy', # grocer (102 firings) ' groceries', # buck (100 firings) ' bucks', # cowboy (99 firings) ' cowboy', ' Cowboy', # earn (94 firings) ' earners', # payout (87 firings) ' payout', # capitalize (87 firings) ' capitalize', # dispos (86 firings) ' disposable', # fly (85 firings) ' flyer', # bulletin (82 firings) ' bulletin', # paycheck (79 firings) ' paycheck', # grizz (78 firings) ' grizz', # dime (77 firings) ' dime', # din (74 firings) ' diner', # cowork (73 firings) ' coworkers', # rich (71 firings) ' riches', # payday (71 firings) ' payday', # chor (61 firings) ' chores', # ogie (61 firings) 'ogie', # sudden (58 firings) ' Suddenly', # fashion (57 firings) ' fashioned', # cav (55 firings) ' Caval', # sund (53 firings) ' sund', # dig (53 firings) 'dig', # ocalypse (48 firings) 'ocalypse', # meag (47 firings) ' meager', # snowball (47 firings) ' snowball', # scrape (42 firings) ' scrape', # wait (40 firings) ' waiter', # mea (39 firings) ' meas', # blow (39 firings) 'blow', # gratifica (38 firings) ' gratification', # appalach (37 firings) ' Appalach', # everyday (37 firings) ' Everyday', # payoff (33 firings) ' payoff', # larg (29 firings) ' larg', # ith (28 firings) 'ithing', # ization (27 firings) 'izational', # photoc (26 firings) ' photoc', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'money-family', 1 def prog_L02F21448(input_tokens): """29 token families, 29 surface forms (train F1 of the uncapped optimum: 0.865). Fires at 2,322 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: names and references associated with specific individuals""" # --- end external annotation --- fire = { # onda (280 firings) 'onda', # oda (234 firings) 'oda', # wheel (155 firings) 'wheel', # antam (135 firings) 'antam', # odi (119 firings) 'odi', # endra (112 firings) 'endra', # anka (110 firings) 'anka', # kamp (102 firings) 'kamp', # uca (76 firings) 'uca', # wood (72 firings) 'WOOD', # amara (63 firings) 'amara', # endium (49 firings) 'endium', # spec (45 firings) 'spec', # steroid (40 firings) ' steroid', # plat (37 firings) 'plates', # ylene (34 firings) 'ylene', # --> (33 firings) ' -->', # ihar (33 firings) 'ihar', # amiya (32 firings) 'amiya', # pine (32 firings) 'pine', # algia (31 firings) 'algia', # pant (22 firings) ' panties', # ccoli (22 firings) 'ccoli', # pyrrha (18 firings) ' Pyrrha', # pec (18 firings) 'pec', # ceptor (12 firings) 'ceptor', # duc (8 firings) 'duc', # ustom (6 firings) 'ustom', # wagon (6 firings) 'wagon', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'onda-family', 1 def prog_L02F21449(input_tokens): """18 token families, 18 surface forms (train F1 of the uncapped optimum: 0.877). Fires at 1,168 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the name 'Brennan'""" # --- end external annotation --- fire = { # brennan (218 firings) ' Brennan', # one (132 firings) ' ONE', # bat (118 firings) ' Bates', # romero (112 firings) ' Romero', # booth (111 firings) ' Booth', # bren (64 firings) ' Bren', # intel (63 firings) ' intel', # slaught (44 firings) ' Slaughter', # bj (34 firings) ' BJ', # vera (31 firings) ' Vera', # media (30 firings) ' mediation', # karin (21 firings) ' Karin', # kenobi (18 firings) ' Kenobi', # bd (18 firings) 'bd', # 4096 (12 firings) ' 4096', # leth (10 firings) ' Lethal', # retch (8 firings) 'retched', # vm (3 firings) ' vm', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'brennan-family', 1 def prog_L02F21450(input_tokens): """48 token families, 50 surface forms (train F1 of the uncapped optimum: 0.808). Fires at 5,021 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of specific individuals, particularly those with the surname Gardner""" # --- end external annotation --- fire = { # garden (317 firings) ' Gardens', ' gardens', # gain (174 firings) ' Gain', 'gain', # brew (134 firings) ' Brewer', # gard (132 firings) 'gard', # oby (124 firings) 'oby', # gardn (118 firings) ' Gardner', # hyde (105 firings) ' Hyde', # larson (99 firings) ' Larson', # bundy (99 firings) ' Bundy', # garland (96 firings) ' Garland', # grimm (90 firings) ' Grimm', # gerrard (90 firings) ' Gerrard', # gaard (87 firings) 'gaard', # gillespie (85 firings) ' Gillespie', # vant (80 firings) 'vant', # fay (80 firings) ' Fay', # thwart (80 firings) ' thwarted', # field (79 firings) 'FIELD', # emerson (78 firings) ' Emerson', # flem (73 firings) ' Fleming', # haf (73 firings) ' Haf', # ling (72 firings) 'linger', # hamper (71 firings) ' hampered', # haa (69 firings) ' Haas', # fairy (67 firings) ' Fairy', # mongo (63 firings) ' Mongo', # goodwin (63 firings) ' Goodwin', # finite (62 firings) ' finite', # gil (59 firings) ' Giles', # melvin (56 firings) ' Melvin', # found (55 firings) ' Founders', # frankenstein (53 firings) ' Frankenstein', # lyme (51 firings) ' Lyme', # jewel (50 firings) ' Jewel', # fee (42 firings) ' Fee', # flora (41 firings) ' flora', # goldstein (41 firings) ' Goldstein', # feng (40 firings) ' Feng', # aceae (38 firings) 'aceae', # for (35 firings) 'Forest', # forestry (34 firings) ' Forestry', # gree (33 firings) ' Gree', # tree (32 firings) 'Tree', # eb (31 firings) ' EB', # crea (31 firings) 'creation', # gre (29 firings) 'GRE', # abel (29 firings) ' Abel', # druid (23 firings) ' Druid', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'garden-family', 1 def prog_L02F21451(input_tokens): """2 token families, 7 surface forms (train F1 of the uncapped optimum: 0.889). Fires at 7,279 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to rooms""" # --- end external annotation --- fire = { # room (5,736 firings) ' room', 'room', ' rooms', ' Room', 'Room', ' Rooms', # hallway (114 firings) ' hallway', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'room-family', 1 def prog_L02F21452(input_tokens): """3 token families, 6 surface forms (train F1 of the uncapped optimum: 0.711). Fires at 5,969 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the substring "ch" in various contexts""" # --- end external annotation --- fire = { # ch (5,696 firings) ' ch', 'ch', ' Ch', ' CH', # champ (131 firings) ' champ', # gon (56 firings) ' gon', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ch-family', 1 def prog_L02F21453(input_tokens): """20 token families, 20 surface forms (train F1 of the uncapped optimum: 0.875). Fires at 1,537 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the name "Seth." """ # --- end external annotation --- fire = { # seth (365 firings) ' Seth', # genr (150 firings) ' genres', # sushi (92 firings) ' sushi', # 199 (78 firings) '199', # julio (77 firings) ' Julio', # seymour (77 firings) ' Seymour', # satan (69 firings) ' Satanic', # nutriti (50 firings) ' nutritious', # semen (41 firings) ' semen', # tenth (35 firings) ' Tenth', # natasha (35 firings) ' Natasha', # gorith (32 firings) 'gorith', # sys (30 firings) 'Sys', # raw (30 firings) 'RAW', # 409 (24 firings) '409', # stat (15 firings) ' STATS', # 259 (14 firings) '259', # 579 (13 firings) '579', # /# (12 firings) '/#', # 459 (8 firings) '459', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'seth-family', 1 def prog_L02F21454(input_tokens): """40 token families, 45 surface forms (train F1 of the uncapped optimum: 0.892). Fires at 2,997 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to FM radio technology and its features""" # --- end external annotation --- fire = { # fm (364 firings) ' FM', 'FM', 'fm', # haskell (189 firings) ' Haskell', # methodist (105 firings) ' Methodist', # marsh (100 firings) ' Marshal', # ubb (99 firings) 'ubb', # kh (97 firings) ' KH', # famine (95 firings) ' famine', # xm (87 firings) 'XM', # mhz (82 firings) ' MHz', # hf (82 firings) 'HF', ' HF', # mafia (78 firings) ' Mafia', # kp (77 firings) ' KP', # podcast (76 firings) ' podcasts', # mac (74 firings) ' MAC', 'MAC', # mv (68 firings) ' MV', # inen (67 firings) 'inen', # favorite (66 firings) 'favorite', # lm (65 firings) 'LM', # kgb (61 firings) ' KGB', # wm (58 firings) 'WM', # um (56 firings) ' UM', # tg (52 firings) 'TG', # anni (47 firings) 'anni', # pf (46 firings) 'PF', # commission (43 firings) ' Commissioners', # ghz (43 firings) ' GHz', # mf (36 firings) ' MF', 'MF', # multif (33 firings) ' multif', # fk (32 firings) 'FK', # mult (32 firings) ' multic', # mp (32 firings) ' mp', # floppy (31 firings) ' floppy', # wf (29 firings) 'WF', # anca (28 firings) 'anca', # hh (27 firings) ' HH', # jp (27 firings) 'jp', # km (27 firings) ' KM', # emp (19 firings) 'EMP', # jm (12 firings) ' JM', # esm (9 firings) 'esm', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'fm-family', 1 def prog_L02F21455(input_tokens): """49 token families, 50 surface forms (train F1 of the uncapped optimum: 0.706). Fires at 4,381 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: punctuation marks used in dialogues or quotes""" # --- end external annotation --- fire = { # exist (265 firings) ' exists', # ': (169 firings) "':", # !). (164 firings) '!).', # "? (128 firings) '"?', # ,'" (108 firings) ',\'"', # !), (108 firings) '!),', # "; (96 firings) '";', # "— (93 firings) '"—', # !, (88 firings) '!,', # .'" (72 firings) '.\'"', # ]; (67 firings) '];', # ?' (63 firings) "?'", # )" (62 firings) ')"', # heartbeat (59 firings) ' heartbeat', # )," (54 firings) '),"', # ."[ (54 firings) '."[', # kal (42 firings) 'Kal', # .? (41 firings) '.?', # {" (41 firings) '{"', ' {"', # %" (40 firings) '%"', # ]," (38 firings) '],"', # ]), (38 firings) ']),', # "- (37 firings) '"-', # '" (34 firings) '\'"', # .� (33 firings) '.�', # !. (32 firings) '!.', # '? (32 firings) "'?", # )." (31 firings) ')."', # ?'" (30 firings) '?\'"', # ."" (30 firings) '.""', # ..." (29 firings) ' ..."', # )' (29 firings) ")'", # .") (29 firings) '.")', # ," (28 firings) ' ,"', # ." (27 firings) ' ."', # )] (27 firings) ')]', # '- (25 firings) "'-", # ]." (23 firings) ']."', # ?", (23 firings) '?",', # .," (22 firings) '.,"', # _______ (21 firings) '_______', # '," (21 firings) '\',"', # '; (21 firings) "';", # '." (20 firings) '\'."', # ]" (17 firings) ']"', # "! (17 firings) '"!', # !", (17 firings) '!",', # ;" (17 firings) ';"', # ">< (15 firings) '"><', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'exist-family', 1 def prog_L02F21456(input_tokens): """31 token families, 36 surface forms (train F1 of the uncapped optimum: 0.760). Fires at 3,661 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the concept of something being in motion or continuously moving""" # --- end external annotation --- fire = { # flow (852 firings) ' flow', ' flows', ' flowing', ' flowed', 'flows', # pour (202 firings) ' pouring', # rag (195 firings) ' raging', # surg (170 firings) ' surging', ' surges', # stream (149 firings) ' streams', # swirl (128 firings) ' swirling', # pump (108 firings) ' pumping', # spr (84 firings) ' springs', # gary (72 firings) 'gary', # smooth (70 firings) ' smoothly', # emanat (69 firings) ' emanating', # dripp (58 firings) ' dripping', # evapor (54 firings) ' evapor', # drap (51 firings) ' draped', # magical (50 firings) ' magically', # overflow (48 firings) ' overflowing', # strand (46 firings) ' strands', # filter (41 firings) ' filtered', # dissip (40 firings) ' dissip', # drain (40 firings) ' draining', # waterfall (37 firings) ' waterfall', # conduit (35 firings) ' conduit', # revert (31 firings) ' reverted', # flush (29 firings) ' flushed', # weep (25 firings) ' weeping', # rev (25 firings) ' rever', # cloak (25 firings) ' cloaked', # atural (18 firings) 'aturally', # 的 (13 firings) '的', # condu (10 firings) ' condu', # secre (10 firings) ' secretion', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'flow-family', 1 def prog_L02F21457(input_tokens): """6 token families, 7 surface forms (train F1 of the uncapped optimum: 0.878). Fires at 7,849 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the direction "north." """ # --- end external annotation --- fire = { # north (2,296 firings) ' north', 'north', # south (2,003 firings) ' south', # east (1,304 firings) ' east', # northeast (323 firings) ' northeast', # northw (294 firings) ' northwest', # nort (22 firings) ' nort', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'north-family', 1 def prog_L02F21458(input_tokens): """40 token families, 41 surface forms (train F1 of the uncapped optimum: 0.840). Fires at 3,749 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of a specific political figure, Reince Priebus""" # --- end external annotation --- fire = { # jinp (205 firings) ' Jinping', # priebu (170 firings) ' Priebus', # lennon (157 firings) ' Lennon', # rnc (152 firings) ' RNC', # playoff (145 firings) ' Playoff', # oscar (133 firings) ' Oscars', # luxembourg (121 firings) ' Luxembourg', # fest (107 firings) ' festive', # nominate (103 firings) ' nominate', # enei (100 firings) 'enei', # pri (100 firings) 'Pri', # icer (90 firings) 'icer', # hai (78 firings) 'hai', # primat (77 firings) ' primates', # mlg (73 firings) ' MLG', # hin (67 firings) ' Hin', # wcs (66 firings) ' WCS', # cohn (64 firings) ' Cohn', # igroup (64 firings) 'igroup', # restructur (63 firings) ' restructuring', # nio (62 firings) ' Niño', # pastor (59 firings) ' pastoral', # innes (53 firings) 'inness', # efe (48 firings) 'efe', # broth (48 firings) ' broth', # picard (45 firings) ' Picard', # sole (43 firings) ' Sole', # nih (38 firings) ' NIH', # conf (38 firings) ' confer', # apostl (37 firings) ' Apostles', ' apostles', # pasture (34 firings) ' pasture', # ps (30 firings) ' Ps', # ocyt (29 firings) 'ocytes', # illin (25 firings) 'illin', # vanquish (24 firings) ' vanquished', # conferr (22 firings) ' conferred', # ebu (16 firings) 'ebus', # pci (16 firings) ' PCI', # pcie (14 firings) ' PCIe', # command (11 firings) ' Commands', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'jinp-family', 1 def prog_L02F21459(input_tokens): """10 token families, 12 surface forms (train F1 of the uncapped optimum: 0.557). Fires at 3,293 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the prefix "Ed," indicating references to editorial content or individuals named Ed""" # --- end external annotation --- fire = { # ed (1,183 firings) ' Ed', 'Ed', # es (99 firings) 'Es', # tn (80 firings) 'TN', # ing (67 firings) 'Ing', # edit (65 firings) 'edited', 'Edited', # edi (62 firings) 'edition', # cert (57 firings) 'cert', # review (29 firings) 'Reviewed', # spr (14 firings) 'Spr', # pret (13 firings) 'pret', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ed-family', 1 def prog_L02F21461(input_tokens): """7 token families, 10 surface forms (train F1 of the uncapped optimum: 0.912). Fires at 4,381 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "higher" and its variations, indicating an emphasis on elevated standards or levels""" # --- end external annotation --- fire = { # high (3,244 firings) ' higher', ' Higher', 'Higher', 'higher', # new (215 firings) ' newer', # tier (151 firings) 'tier', # avi (47 firings) 'avier', # eep (26 firings) 'eeper', # enc (16 firings) 'ENC', # awei (11 firings) 'awei', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'high-family', 1 def prog_L02F21462(input_tokens): """49 token families, 50 surface forms (train F1 of the uncapped optimum: 0.886). Fires at 4,931 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the city of Springfield and its cultural elements""" # --- end external annotation --- fire = { # springfield (247 firings) ' Springfield', # grove (208 firings) ' Grove', # sim (180 firings) ' Sims', # spr (167 firings) 'Spring', 'spring', # simpson (163 firings) ' Simpsons', # field (146 firings) 'FIELD', # erville (138 firings) 'erville', # faux (122 firings) ' faux', # sausage (115 firings) ' sausage', # hom (113 firings) ' Homer', # hartford (108 firings) ' Hartford', # asthma (106 firings) ' asthma', # lexington (100 firings) ' Lexington', # stapl (98 firings) ' Staples', # grim (95 firings) ' Grimes', # drap (86 firings) ' Draper', # emerson (79 firings) ' Emerson', # mall (77 firings) ' malls', # worcest (75 firings) ' Worcester', # 1911 (69 firings) ' 1911', # reload (69 firings) ' reload', # mustache (67 firings) ' mustache', # skinn (66 firings) ' Skinner', # winchest (65 firings) ' Winchester', # ned (59 firings) ' Ned', # sarcast (58 firings) ' sarcastic', # augusta (56 firings) ' Augusta', # humm (54 firings) ' humming', # pi (53 firings) ' pi', # spinach (52 firings) ' spinach', # moe (51 firings) ' Moe', # imitate (50 firings) ' imitate', # scul (50 firings) ' Scully', # snail (47 firings) ' snail', # mey (45 firings) 'meyer', # lange (45 firings) ' Lange', # rieg (41 firings) 'rieg', # smile (40 firings) ' Smile', # pharmac (40 firings) ' pharmacies', # 1886 (39 firings) ' 1886', # treadmill (38 firings) ' treadmill', # sterile (32 firings) ' sterile', # ideshow (30 firings) 'ideshow', # magnum (29 firings) ' Magnum', # anut (29 firings) 'anuts', # leica (26 firings) ' Leica', # 010 (26 firings) '010', # mei (24 firings) ' Mei', # sg (20 firings) 'sg', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'springfield-family', 1 def prog_L02F21463(input_tokens): """48 token families, 51 surface forms (train F1 of the uncapped optimum: 0.809). Fires at 4,284 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to gastrointestinal issues and medications""" # --- end external annotation --- fire = { # enge (162 firings) 'enge', # journey (145 firings) ' Journey', # boat (133 firings) ' Boat', # hamm (127 firings) ' Hammer', # kamp (119 firings) 'kamp', # surviv (117 firings) ' Survival', # delay (112 firings) ' delaying', # hyde (105 firings) ' Hyde', # hous (103 firings) 'houses', # advocate (96 firings) ' Advocate', # shovel (84 firings) ' shovel', # salva (78 firings) ' Salvation', # bulldo (77 firings) ' bulldo', # restora (77 firings) ' Restoration', # hardship (74 firings) ' hardship', # questionnaire (73 firings) ' questionnaire', # iev (73 firings) 'ieving', 'ieves', # wit (72 firings) ' Wit', # cly (63 firings) ' Cly', # kemp (62 firings) ' Kemp', # hoe (61 firings) 'hoe', # pastor (59 firings) ' pastoral', # ectomy (57 firings) 'ectomy', # grav (55 firings) ' Graves', # gra (50 firings) 'gra', # riv (47 firings) 'river', # labou (43 firings) ' labou', # agra (41 firings) 'agra', # aga (41 firings) ' AGA', # load (41 firings) ' loader', 'loader', # tool (40 firings) 'Tools', 'tools', # nair (39 firings) 'naires', # end (39 firings) ' Ender', # severe (36 firings) 'severe', # lime (35 firings) 'lime', # akedown (35 firings) 'akedown', # axe (35 firings) ' Axe', # destroy (35 firings) ' Destroyer', # ringe (35 firings) 'ringe', # thirst (33 firings) 'thirst', # voc (29 firings) ' vocational', # chest (27 firings) 'chest', # cutt (27 firings) ' Cutter', # bleach (25 firings) ' bleach', # bapt (23 firings) ' bapt', # ractor (23 firings) 'ractor', # wee (20 firings) ' Wee', # ggle (14 firings) 'ggle', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'enge-family', 1 def prog_L02F21464(input_tokens): """9 token families, 12 surface forms (train F1 of the uncapped optimum: 0.828). Fires at 10,131 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "faced" in various contexts indicating challenges or obstacles""" # --- end external annotation --- fire = { # fac (4,677 firings) ' facing', ' faced', ' faces', 'faced', # face (3,898 firings) ' face', # confront (320 firings) ' confronted', # aced (243 firings) 'aced', # encounter (218 firings) ' encountered', # dar (114 firings) ' dared', # rack (103 firings) ' racked', # risk (88 firings) ' risked', # far (80 firings) ' fared', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'fac-family', 1 def prog_L02F21465(input_tokens): """46 token families, 54 surface forms (train F1 of the uncapped optimum: 0.872). Fires at 5,483 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to qualifications and fundraising""" # --- end external annotation --- fire = { # support (548 firings) ' supporter', # fundrais (295 firings) ' fundraiser', # qualifi (271 firings) ' qualifier', ' qualifiers', # ifi (236 firings) 'ifier', 'ifiers', # wrestl (206 firings) ' wrestler', ' wrestlers', # rac (152 firings) ' racer', ' Racer', # afe (129 firings) 'afe', # distributor (129 firings) ' distributor', # mechan (128 firings) ' mechanic', # monik (120 firings) ' moniker', # gam (115 firings) ' Gamer', # lin (112 firings) 'liner', # slur (110 firings) ' slurs', # mathematician (108 firings) ' mathematician', # pro (107 firings) ' PRO', # accelerator (99 firings) ' accelerator', # fundra (79 firings) ' fundra', # writ (75 firings) 'Writer', # wrapp (69 firings) ' wrapper', # convert (63 firings) ' convertible', # aero (62 firings) ' Aero', # factor (62 firings) 'factor', 'Factor', # semif (62 firings) ' semif', # help (59 firings) ' helper', ' helpers', 'Helper', # lied (57 firings) 'lied', # antagonist (55 firings) ' antagonist', ' antagonists', # mix (52 firings) ' mixer', # mul (51 firings) ' mul', # ump (50 firings) 'umper', # hiro (50 firings) ' Hiro', # slid (44 firings) ' slider', # semant (43 firings) ' semantic', # block (40 firings) ' blocker', # labor (40 firings) ' laborers', # caregiv (40 firings) ' caregivers', # constant (39 firings) ' Constant', # formula (37 firings) ' formulation', # heat (35 firings) ' heater', # lator (34 firings) 'lator', # fill (31 firings) ' filler', # shad (31 firings) ' shader', # selector (28 firings) ' selector', # transform (27 firings) ' transformer', # load (27 firings) ' loader', # cutoff (27 firings) ' cutoff', # addit (26 firings) ' additives', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'support-family', 1 def prog_L02F21467(input_tokens): """39 token families, 40 surface forms (train F1 of the uncapped optimum: 0.855). Fires at 4,053 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to challenges or difficulties""" # --- end external annotation --- fire = { # tricky (287 firings) ' tricky', # icky (252 firings) 'icky', # delicate (186 firings) ' delicate', # notorious (165 firings) ' notoriously', # problemat (132 firings) ' problematic', # quirky (120 firings) ' quirky', # daunt (109 firings) ' daunting', # sticky (106 firings) ' sticky', # snag (101 firings) ' snag', # iggle (98 firings) 'iggle', # myst (98 firings) ' mystical', ' mystic', # murky (97 firings) ' murky', # thorn (90 firings) ' thorn', # pesky (80 firings) ' pesky', # dod (78 firings) ' dod', # shady (77 firings) ' shady', # slippery (75 firings) ' slippery', # intuit (68 firings) 'intuitive', # grapple (68 firings) ' grapple', # knack (67 firings) ' knack', # undrum (67 firings) 'undrum', # pitfall (67 firings) ' pitfalls', # troublesome (61 firings) ' troublesome', # nifty (57 firings) ' nifty', # treacher (56 firings) ' treacherous', # dangl (56 firings) ' dangling', # arcane (55 firings) ' arcane', # sneaky (50 firings) ' sneaky', # mastery (48 firings) ' mastery', # naughty (47 firings) ' naughty', # razy (46 firings) 'razy', # stic (45 firings) 'stic', # nuanc (43 firings) ' nuances', # thal (42 firings) 'thal', # trick (34 firings) ' Trick', # ledge (27 firings) ' ledge', # peril (26 firings) ' perilous', # iery (22 firings) 'iery', # trig (14 firings) ' trig', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'tricky-family', 1 def prog_L02F21468(input_tokens): """37 token families, 40 surface forms (train F1 of the uncapped optimum: 0.828). Fires at 3,962 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to specific names, particularly "Alexis" and "Alexa" """ # --- end external annotation --- fire = { # alex (472 firings) 'Alex', # alexi (227 firings) ' Alexis', # alexandria (162 firings) ' Alexandria', # alexa (151 firings) ' Alexa', # isi (135 firings) ' Isis', # santiago (130 firings) ' Santiago', # 134 (121 firings) ' 134', '134', # andrea (120 firings) ' Andreas', # ū (114 firings) 'ū', # adia (96 firings) 'adia', # s (92 firings) 'és', # ali (89 firings) 'alis', # alexand (81 firings) ' Alexand', # elong (74 firings) 'elong', # mart (73 firings) ' Martial', # metre (73 firings) ' metre', # anal (65 firings) ' anal', # 183 (65 firings) ' 183', '183', # 173 (60 firings) ' 173', '173', # ulia (56 firings) 'ulia', # 168 (47 firings) '168', # semi (47 firings) ' Semi', # louie (46 firings) ' Louie', # anth (43 firings) ' anth', # arc (42 firings) ' arcs', # anchez (39 firings) 'anchez', # oni (39 firings) 'onis', # arie (38 firings) 'arie', # aida (34 firings) 'aida', # ierra (30 firings) 'ierra', # && (28 firings) '&&', # ascend (26 firings) ' Ascend', # makoto (24 firings) ' Makoto', # artemi (21 firings) ' Artemis', # emi (20 firings) 'emis', # som (14 firings) ' Somers', # sell (12 firings) ' Seller', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'alex-family', 1 def prog_L02F21469(input_tokens): """45 token families, 56 surface forms (train F1 of the uncapped optimum: 0.599). Fires at 12,692 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms associated with the start or beginning of something""" # --- end external annotation --- fire = { # start (1,617 firings) ' start', 'started', ' Starts', ' START', # origin (453 firings) ' origins', ' Origins', # ounc (259 firings) 'ounced', 'ouncing', 'ounces', # kick (242 firings) ' kicks', # establish (232 firings) ' establishing', 'establish', # initial (208 firings) ' Initially', 'Initially', ' initialization', ' initialized', # emerg (181 firings) ' emergence', # incep (149 firings) ' inception', # kickoff (143 firings) ' kickoff', # onset (131 firings) ' onset', # beginn (120 firings) ' beginnings', # first (120 firings) 'Firstly', ' Firstly', # foray (118 firings) ' foray', # etime (115 firings) 'etime', # urat (114 firings) 'urated', # introductory (109 firings) ' introductory', # fledgl (97 firings) ' fledgling', # prim (92 firings) ' primer', # ien (91 firings) 'iens', # outset (89 firings) ' outset', # commence (88 firings) ' commencement', # backstory (86 firings) ' backstory', # groundwork (85 firings) ' groundwork', # nascent (84 firings) ' nascent', # iminary (82 firings) 'iminary', # begin (79 firings) ' Begins', # fledg (79 firings) 'fledged', # infancy (78 firings) ' infancy', # comm (75 firings) ' commence', # strap (70 firings) 'strap', # act (69 firings) 'actic', # precursor (67 firings) ' precursor', # foothold (61 firings) ' foothold', # commenc (59 firings) ' commenced', # oduct (59 firings) 'ODUCT', # ning (59 firings) 'nings', # sprang (56 firings) ' sprang', # found (55 firings) ' foundational', # induc (55 firings) ' induction', # takeoff (54 firings) ' takeoff', # refr (54 firings) ' refres', # impetu (52 firings) ' impetus', # handshake (52 firings) ' handshake', # fir (48 firings) 'FIR', # ixt (46 firings) 'ixties', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'start-family', 1 def prog_L02F21470(input_tokens): """10 token families, 15 surface forms (train F1 of the uncapped optimum: 0.855). Fires at 4,043 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "expand" """ # --- end external annotation --- fire = { # expand (2,471 firings) ' expand', ' expanding', ' expanded', ' expands', ' Expand', # exp (246 firings) 'exp', 'Exp', # enlarge (158 firings) ' enlarge', # customize (86 firings) ' customize', # broaden (63 firings) ' broaden', # specialize (61 firings) ' specialize', # refine (55 firings) ' refine', # widen (50 firings) ' widen', # multip (47 firings) ' multiply', # devast (38 firings) ' devast', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'expand-family', 1 def prog_L02F21471(input_tokens): """47 token families, 57 surface forms (train F1 of the uncapped optimum: 0.864). Fires at 13,802 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to group affiliation and hierarchical roles""" # --- end external annotation --- fire = { # rid (626 firings) ' riders', ' Riders', # memb (448 firings) 'Members', 'members', # relation (401 firings) ' Relations', 'Relations', 'relations', # musician (398 firings) ' musicians', # adventur (343 firings) ' adventures', # lak (333 firings) ' Lakes', ' lakes', # judg (320 firings) ' judges', # professor (297 firings) ' professors', # arian (272 firings) 'arians', # sponsor (269 firings) ' sponsors', # guardian (254 firings) ' Guardians', ' guardians', # homeown (248 firings) ' homeowners', # off (245 firings) 'offs', # trib (221 firings) ' tribes', # deal (221 firings) ' dealers', # receiv (216 firings) ' receivers', # tir (199 firings) ' tires', # own (192 firings) 'owners', ' Owners', # icon (186 firings) ' icons', # predator (163 firings) ' Predators', # appl (148 firings) ' apples', # star (145 firings) 'Stars', # pirat (144 firings) ' pirates', # moon (143 firings) ' moons', ' Moons', # lectur (138 firings) ' lectures', # listen (138 firings) ' listeners', # different (137 firings) ' Different', 'different', # sword (133 firings) ' swords', ' Swords', # fortnight (132 firings) ' fortnight', # companion (125 firings) ' companions', # til (123 firings) ' tiles', # general (119 firings) ' generals', # envelop (105 firings) ' envelop', # rul (104 firings) ' rulers', # assistant (102 firings) ' assistants', # lead (100 firings) 'leaders', # asu (91 firings) ' ASUS', # king (91 firings) ' kings', # ambassador (86 firings) ' ambassadors', # distribution (85 firings) ' distributions', # flag (81 firings) ' Flags', # dictator (81 firings) ' dictators', # truste (80 firings) ' trustees', # isan (80 firings) 'isans', # den (77 firings) ' dens', # burden (77 firings) ' burdens', # atar (76 firings) 'atars', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'rid-family', 1 def prog_L02F21472(input_tokens): """8 token families, 24 surface forms (train F1 of the uncapped optimum: 0.666). Fires at 75,206 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to proposals and competitive events""" # --- end external annotation --- fire = { # ock (1,353 firings) 'ocked', 'ocking', # test (363 firings) 'testers', 'test', ' Testing', 'testing', 'Testing', 'tests', # mitt (306 firings) 'mitted', 'mittedly', 'mitting', 'mitter', # offic (292 firings) ' Officer', 'Officers', ' Officers', # otion (251 firings) 'otional', 'otions', 'otion', # onent (212 firings) 'onents', 'onent', 'onential', # ustra (191 firings) 'ustration', # rator (190 firings) 'rator', 'rators', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ock-family', 1 def prog_L02F21474(input_tokens): """37 token families, 37 surface forms (train F1 of the uncapped optimum: 0.865). Fires at 4,180 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to wildfires and their impacts""" # --- end external annotation --- fire = { # wing (286 firings) ' winger', # burn (273 firings) ' burned', # blaze (248 firings) ' blaze', # flam (235 firings) ' flames', # warcraft (169 firings) ' Warcraft', # ransomware (164 firings) ' ransomware', # volcano (162 firings) ' volcano', # wildfire (148 firings) ' wildfire', # wildfir (138 firings) ' wildfires', # barbecue (125 firings) ' barbecue', # blackburn (121 firings) ' Blackburn', # bestsell (114 firings) ' bestselling', # bolivia (114 firings) ' Bolivia', # meadow (97 firings) ' Meadows', # avalanche (96 firings) ' avalanche', # conve (84 firings) ' conve', # andel (81 firings) 'andel', # orde (79 firings) 'orde', # wilder (78 firings) ' Wilderness', # re (76 firings) 'ère', # fentanyl (72 firings) ' fentanyl', # poach (65 firings) ' poaching', # tuberculosi (65 firings) ' tuberculosis', # deforesta (63 firings) ' deforestation', # apon (53 firings) 'apon', # fir (52 firings) 'fires', # rosi (45 firings) 'rosis', # fireplace (34 firings) ' fireplace', # rebellion (32 firings) ' Rebellion', # fungi (29 firings) ' fungi', # renown (28 firings) ' renown', # bandit (23 firings) ' bandits', # nf (20 firings) ' NF', # trad (19 firings) ' trad', # δ (18 firings) ' Δ', # aval (17 firings) ' aval', # atchewan (16 firings) 'atchewan', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'wing-family', 1 def prog_L02F21476(input_tokens): """48 token families, 50 surface forms (train F1 of the uncapped optimum: 0.913). Fires at 5,154 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to specific individuals and their actions or roles""" # --- end external annotation --- fire = { # dund (182 firings) ' Dund', # pas (148 firings) ' Pas', # uv (145 firings) ' UV', 'UV', # kiw (136 firings) ' Kiw', # ib (132 firings) ' Ib', ' ib', # gib (131 firings) ' Gib', # flan (123 firings) ' Flan', # 220 (117 firings) ' 220', # fuj (114 firings) ' Fuj', # bun (114 firings) ' Bun', # yaz (108 firings) ' Yaz', # bev (102 firings) ' Bever', # bau (101 firings) ' Bauer', # cran (93 firings) ' Cran', # sas (89 firings) ' Sas', # wick (89 firings) ' Wick', # oba (88 firings) 'oba', # nich (87 firings) ' Nich', # kodi (87 firings) ' Kodi', # bil (84 firings) 'BIL', # hpv (82 firings) ' HPV', # down (81 firings) ' downed', # prairie (80 firings) ' Prairie', # isaiah (78 firings) ' Isaiah', # hud (70 firings) ' Hud', # bigfoot (69 firings) ' Bigfoot', # eucl (66 firings) ' Eucl', # hav (66 firings) ' Hav', # goose (63 firings) ' Goose', # schl (62 firings) ' Schl', # hib (60 firings) ' Hib', # kuh (59 firings) ' Kuh', # hes (57 firings) ' Hes', # scotch (57 firings) ' Scotch', # ip (56 firings) ' iP', # aram (54 firings) ' Aram', # fuji (54 firings) ' Fuji', # baz (52 firings) ' Baz', # pip (52 firings) ' Pip', # beck (49 firings) ' beck', # ghc (48 firings) ' GHC', # cro (46 firings) ' Cros', # klu (45 firings) ' Klu', # subtitle (42 firings) ' subtitle', # bib (40 firings) ' Bib', # tas (36 firings) ' Tas', # bord (36 firings) ' Bord', # par (35 firings) ' Pars', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'dund-family', 1 def prog_L02F21477(input_tokens): """15 token families, 21 surface forms (train F1 of the uncapped optimum: 0.849). Fires at 1,251 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to specific film titles and terminology related to the film industry""" # --- end external annotation --- fire = { # tf (347 firings) 'TF', ' TF', 'tf', ' tf', # adhd (97 firings) ' ADHD', # ftc (83 firings) ' FTC', # nf (83 firings) 'NF', ' NF', # tg (76 firings) 'TG', ' TG', # ef (67 firings) 'EF', # ft (51 firings) ' Ft', # xy (44 firings) ' XY', 'XY', # hoc (29 firings) ' hoc', # highland (28 firings) ' Highlander', # chieve (20 firings) 'chieve', # train (20 firings) ' Trainer', # fh (13 firings) 'FH', # ="# (7 firings) '="#', # cosmet (6 firings) ' Cosmetic', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'tf-family', 1 def prog_L02F21478(input_tokens): """44 token families, 55 surface forms (train F1 of the uncapped optimum: 0.737). Fires at 4,226 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: keywords related to debugging processes in programming""" # --- end external annotation --- fire = { # develop (233 firings) ' Developer', # tool (119 firings) ' Tools', # log (114 firings) ' logs', # debug (109 firings) ' debug', 'Debug', ' Debug', 'debug', 'DEBUG', # ide (99 firings) ' IDE', # dext (91 firings) ' Dexter', # tue (89 firings) ' Tue', 'Tue', # 0000 (88 firings) '0000', ' 0000', # ourmet (82 firings) 'ourmet', # debugg (82 firings) ' debugging', ' debugger', # ja (82 firings) 'JA', ' JA', # traumat (77 firings) 'traumatic', # derogatory (77 firings) ' derogatory', # visualize (75 firings) ' visualize', # dye (75 firings) ' dye', # visual (73 firings) ' visualization', # abnorm (69 firings) ' abnormal', # diagnost (66 firings) ' diagnostic', # cod (65 firings) ' coded', # console (63 firings) ' Console', 'console', 'Console', # db (61 firings) 'db', # profil (61 firings) ' profiling', # sta (57 firings) 'sta', # pessim (52 firings) ' pessim', # jere (50 firings) ' Jere', # bowman (50 firings) ' Bowman', # ostic (45 firings) 'ostics', # info (43 firings) 'INFO', ' INFO', # optimization (38 firings) ' optimizations', # hoot (35 firings) 'hooting', # optim (31 firings) 'optim', # mono (31 firings) ' mono', # decode (29 firings) ' decode', # spi (29 firings) ' SPI', # decod (26 firings) ' decoding', # prophe (26 firings) ' Prophe', # logg (25 firings) ' logger', # dump (23 firings) 'dump', # mq (21 firings) 'MQ', # aux (20 firings) ' aux', # indent (19 firings) ' indent', # repro (17 firings) ' repro', # tag (16 firings) 'TAG', # trace (13 firings) 'trace', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'develop-family', 1 def prog_L02F21479(input_tokens): """37 token families, 60 surface forms (train F1 of the uncapped optimum: 0.830). Fires at 9,725 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: specifications related to computer hardware and memory capacity""" # --- end external annotation --- fire = { # 64 (854 firings) ' 64', # 96 (539 firings) '96', ' 96', # 32 (491 firings) ' 32', # 1996 (368 firings) ' 1996', # 160 (350 firings) ' 160', '160', # 1920 (297 firings) ' 1920', '1920', # 128 (246 firings) ' 128', '128', # 112 (231 firings) ' 112', '112', # 320 (225 firings) ' 320', '320', # 1600 (151 firings) ' 1600', '1600', # 256 (142 firings) ' 256', '256', # 127 (133 firings) ' 127', '127', # 129 (132 firings) ' 129', '129', # 126 (129 firings) ' 126', '126', # 136 (108 firings) ' 136', '136', # meadow (97 firings) ' Meadows', # 152 (94 firings) ' 152', '152', # rator (93 firings) 'rator', # 224 (89 firings) ' 224', '224', # 132 (88 firings) ' 132', '132', # 255 (87 firings) '255', ' 255', # 208 (81 firings) ' 208', '208', # 512 (78 firings) ' 512', '512', # 176 (78 firings) ' 176', '176', # doubl (77 firings) ' doubles', # 192 (75 firings) ' 192', '192', # 480 (72 firings) ' 480', # 640 (71 firings) '640', ' 640', # 144 (64 firings) '144', # isy (64 firings) 'isy', # shar (64 firings) 'shared', ' Shared', # blaze (60 firings) ' Blaze', # 131 (59 firings) ' 131', # unsign (49 firings) ' unsigned', 'unsigned', # fast (43 firings) ' Faster', # secure (38 firings) 'Secure', # 254 (36 firings) ' 254', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '64-family', 1 def prog_L02F21480(input_tokens): """48 token families, 71 surface forms (train F1 of the uncapped optimum: 0.878). Fires at 18,088 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the name "Vaughn" and related variations""" # --- end external annotation --- fire = { # ve (377 firings) 'VE', # vot (339 firings) ' Voting', ' Voter', ' Voters', 'votes', ' vot', # vision (338 firings) ' Vision', 'Vision', # viol (325 firings) ' Violence', ' Viol', # victory (247 firings) ' Victory', # vit (245 firings) ' Vital', ' Vit', ' vit', # vik (227 firings) ' Viking', ' Vik', 'vik', 'viks', # vid (225 firings) ' Vid', 'vid', 'VID', ' VID', # vand (197 firings) ' Vand', ' Vander', # ventur (195 firings) ' Ventures', 'ventures', # ver (181 firings) ' Version', 'Version', # vive (178 firings) ' Vive', # vernon (170 firings) ' Vernon', # value (168 firings) ' Value', 'Value', # vil (165 firings) ' Vil', ' vil', # vehicle (160 firings) ' Vehicle', # usl (159 firings) ' USL', # vim (151 firings) ' Vim', ' vim', 'vim', # vu (148 firings) ' Vu', 'vu', # vick (144 firings) ' Vick', # vista (143 firings) ' Vista', # vampire (138 firings) ' Vampire', # van (136 firings) ' Vanity', ' vanity', # visa (133 firings) ' Visa', # vodka (130 firings) ' vodka', # vote (123 firings) 'vote', # dui (121 firings) ' DUI', # xv (119 firings) ' XV', # vega (116 firings) ' Vega', # vad (114 firings) ' Vader', # vanderbilt (113 firings) ' Vanderbilt', # vog (112 firings) ' Vog', # venture (112 firings) ' Venture', # vehicl (110 firings) ' Vehicles', # vibe (109 firings) ' vibe', # vandalism (109 firings) ' vandalism', # valua (101 firings) ' valuation', # ventura (100 firings) ' Ventura', # pv (99 firings) ' PV', # vij (99 firings) ' Vij', # vald (99 firings) ' Vald', # volatil (96 firings) ' volatility', # polar (95 firings) ' Polar', # volvo (94 firings) ' Volvo', # vac (90 firings) ' Vac', # ultron (90 firings) ' Ultron', # vell (89 firings) 'vell', # vance (88 firings) ' Vance', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 've-family', 1 def prog_L02F21481(input_tokens): """16 token families, 19 surface forms (train F1 of the uncapped optimum: 0.859). Fires at 2,239 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "loud" and related terms indicating high volume or intensity""" # --- end external annotation --- fire = { # loud (944 firings) ' loud', ' loudly', ' louder', ' Loud', # ferv (120 firings) ' ferv', # noisy (107 firings) ' noisy', # tall (87 firings) 'tall', # catchy (84 firings) ' catchy', # flashy (74 firings) ' flashy', # obnoxi (55 firings) ' obnoxious', # brav (49 firings) ' brav', # pomp (44 firings) ' pomp', # conspicu (44 firings) ' conspicuous', # spl (40 firings) ' SPL', # quiet (27 firings) ' quieter', # larg (26 firings) ' larg', # vehe (13 firings) ' vehement', # ukemia (10 firings) 'ukemia', # cig (7 firings) ' cig', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'loud-family', 1 def prog_L02F21482(input_tokens): """5 token families, 5 surface forms (train F1 of the uncapped optimum: 0.847). Fires at 1,530 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the name "El" and related contexts in the text""" # --- end external annotation --- fire = { # el (679 firings) 'El', # elite (226 firings) ' Elite', # elit (165 firings) ' elites', # yel (40 firings) ' Yel', # elf (14 firings) 'Elf', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'el-family', 1 def prog_L02F21483(input_tokens): """47 token families, 50 surface forms (train F1 of the uncapped optimum: 0.851). Fires at 4,112 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to specific places, particularly "Norfolk" and "Norwich." """ # --- end external annotation --- fire = { # nor (446 firings) 'Nor', 'NOR', 'nor', # norfolk (184 firings) ' Norfolk', # norwich (140 firings) ' Norwich', # organ (123 firings) 'organ', # hampton (121 firings) ' Hampton', # nat (118 firings) 'NAT', 'Nat', # closur (117 firings) ' closures', # portsmouth (98 firings) ' Portsmouth', # noisy (98 firings) ' noisy', # fant (90 firings) ' fant', # yor (87 firings) ' Yor', # canary (87 firings) ' Canary', # nt (84 firings) ' NT', # suffolk (76 firings) ' Suffolk', # eg (71 firings) ' Eg', # mend (67 firings) ' mend', # cornwall (67 firings) ' Cornwall', # iren (65 firings) 'irens', # van (65 firings) ' vans', # folk (63 firings) 'folk', # vil (63 firings) ' vil', # moran (60 firings) ' Moran', # holden (57 firings) ' Holden', # wag (55 firings) ' Wag', # rott (54 firings) ' rotting', # ik (49 firings) ' Ik', # ghost (48 firings) ' Ghosts', # freebsd (47 firings) ' FreeBSD', # natasha (46 firings) ' Natasha', # lobst (44 firings) ' lobster', # linux (43 firings) ' linux', # opportun (41 firings) ' Opportun', # vor (40 firings) ' Vor', # dere (38 firings) ' dere', # maurit (36 firings) ' Maurit', # lx (36 firings) ' LX', # matur (36 firings) ' matured', # out (32 firings) ' Outs', # turtle (32 firings) ' Turtle', # mainline (31 firings) ' mainline', # fn (29 firings) 'fn', # regulat (29 firings) 'regulated', # cento (27 firings) ' CentOS', # aryl (25 firings) 'aryl', # inburgh (23 firings) 'inburgh', # noir (23 firings) ' Noir', # shoal (16 firings) ' Shoals', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'nor-family', 1 def prog_L02F21484(input_tokens): """46 token families, 49 surface forms (train F1 of the uncapped optimum: 0.800). Fires at 2,949 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of zoos and related subjects""" # --- end external annotation --- fire = { # zo (159 firings) ' Zo', ' zo', # clo (155 firings) ' Clo', ' clo', # za (145 firings) 'ZA', ' Za', # algae (120 firings) ' algae', # anim (102 firings) 'anim', # hawai (92 firings) ' Hawai', # microscop (92 firings) ' microscopic', # phen (89 firings) ' phen', # kepl (82 firings) ' Kepler', # zilla (69 firings) 'zilla', # biologist (62 firings) ' biologists', # emph (59 firings) ' emph', # aclysm (57 firings) 'aclysm', # sloan (56 firings) ' Sloan', # ozo (55 firings) 'ozo', # whale (55 firings) ' Whale', # crept (46 firings) ' crept', # oslov (41 firings) 'oslov', # plo (35 firings) ' PLoS', # monog (34 firings) ' monog', # !: (32 firings) '!:', # zionism (32 firings) ' Zionism', # hect (31 firings) ' hect', # veterin (27 firings) ' veterin', # os (25 firings) 'oS', # surg (25 firings) ' surg', # zi (21 firings) ' Zi', # astron (20 firings) ' astron', # torp (19 firings) ' torped', # dian (19 firings) ' Dian', # idi (19 firings) 'idious', # olog (18 firings) 'OLOG', # xf (18 firings) 'xf', # swing (18 firings) 'swing', # 649 (17 firings) '649', # propagate (17 firings) ' propagate', # 644 (16 firings) '644', # resear (14 firings) ' resear', # レ (13 firings) 'レ', # oo (12 firings) ' Oo', # 432 (12 firings) ' 432', # lesi (11 firings) 'lesi', # oufl (11 firings) 'oufl', # 635 (11 firings) '635', # か (10 firings) 'か', # anecd (9 firings) ' anecd', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'zo-family', 1 def prog_L02F21485(input_tokens): """9 token families, 9 surface forms (train F1 of the uncapped optimum: 0.676). Fires at 1,407 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "precise" and its variations, indicating a focus on accuracy and exactness""" # --- end external annotation --- fire = { # precise (345 firings) ' precise', # exact (289 firings) ' exact', # pinpoint (110 firings) ' pinpoint', # intricate (70 firings) ' intricate', # approximate (53 firings) ' approximate', # meticul (52 firings) ' meticulous', # exquisite (51 firings) ' exquisite', # fin (48 firings) ' finer', # cise (29 firings) 'cise', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'precise-family', 1 def prog_L02F21486(input_tokens): """21 token families, 21 surface forms (train F1 of the uncapped optimum: 0.896). Fires at 2,116 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the special character "âĦ¢" often associated with product specifications or technical details""" # --- end external annotation --- fire = { # ™ (569 firings) '™', # ® (472 firings) '®', # live (145 firings) ' LIVE', # ´ (106 firings) '´', # avail (80 firings) 'Available', # ?, (58 firings) '?,', # ?: (52 firings) '?:', # ² (46 firings) '²', # sol (43 firings) ' SOL', # remix (41 firings) ' Remix', # highland (28 firings) ' Highlander', # tape (27 firings) ' Tape', # authent (26 firings) ' Authent', # ル (25 firings) 'ル', # ω (21 firings) 'ω', # ™: (18 firings) '™:', # allaah (15 firings) ' Allaah', # tba (15 firings) ' TBA', # bastard (13 firings) ' Bastard', # \" (10 firings) '\\"', # ersion (9 firings) 'ersion', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '™-family', 1 def prog_L02F21487(input_tokens): """32 token families, 34 surface forms (train F1 of the uncapped optimum: 0.810). Fires at 3,472 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to automation and automated technology""" # --- end external annotation --- fire = { # autom (625 firings) ' Autom', ' autom', 'Autom', # automa (238 firings) ' automation', # automot (222 firings) ' automotive', # smart (164 firings) 'smart', # comput (119 firings) ' Comput', # aircraft (106 firings) ' Aircraft', # iw (101 firings) ' Iw', # xia (77 firings) ' Xia', # automobil (71 firings) ' automobiles', # refrig (69 firings) ' refriger', # automate (63 firings) ' automate', # rahim (57 firings) 'rahim', # art (50 firings) 'artment', # onom (46 firings) 'onom', # mechan (45 firings) ' mechan', # femin (44 firings) ' femin', # automat (38 firings) ' Automatic', # ech (37 firings) 'ECH', # obil (32 firings) 'obiles', # auto (28 firings) ' autos', # biom (27 firings) ' biom', # etsk (23 firings) 'etsk', # actu (23 firings) ' actu', # veh (20 firings) 'Veh', # electrom (19 firings) ' electrom', # eff (17 firings) 'effic', # ankind (15 firings) 'ankind', # aut (15 firings) ' AUT', # rig (13 firings) 'riger', # asy (12 firings) 'ASY', # pneum (10 firings) ' pneum', # equ (9 firings) ' EQU', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'autom-family', 1 def prog_L02F21488(input_tokens): """13 token families, 17 surface forms (train F1 of the uncapped optimum: 0.809). Fires at 1,917 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to bulls or bull-related terminology""" # --- end external annotation --- fire = { # bull (1,063 firings) ' bull', ' Bull', 'bull', 'Bull', ' bulls', # bullshit (134 firings) ' bullshit', # ox (54 firings) ' ox', # **** (54 firings) '****', # ….. (48 firings) '…..', # antom (39 firings) 'antom', # exempt (39 firings) 'exempt', # buffalo (38 firings) ' buffalo', # ll (34 firings) ' ll', # all (28 firings) 'allic', # ollar (17 firings) 'ollar', # 666 (13 firings) ' 666', # oooo (9 firings) 'OOOO', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'bull-family', 1 def prog_L02F21489(input_tokens): """16 token families, 16 surface forms (train F1 of the uncapped optimum: 0.849). Fires at 2,257 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the name "Garcia." """ # --- end external annotation --- fire = { # garcia (325 firings) ' Garcia', # 66 (323 firings) '66', # gonzalez (227 firings) ' Gonzalez', # liu (151 firings) ' Liu', # gaga (117 firings) ' Gaga', # byrne (106 firings) ' Byrne', # audio (97 firings) 'audio', # garc (84 firings) ' Garc', # scarf (66 firings) ' scarf', # sung (60 firings) ' sung', # gibraltar (59 firings) ' Gibraltar', # salsa (37 firings) ' salsa', # dac (33 firings) ' DAC', # gado (32 firings) 'gado', # gha (26 firings) 'gha', # sar (15 firings) ' SAR', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'garcia-family', 1 def prog_L02F21490(input_tokens): """26 token families, 32 surface forms (train F1 of the uncapped optimum: 0.912). Fires at 2,299 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "sam." """ # --- end external annotation --- fire = { # sam (548 firings) 'Sam', ' sam', ' SAM', 'sam', 'SAM', # sampl (215 firings) ' sampling', ' sampled', # samurai (143 firings) ' Samurai', ' samurai', # semin (129 firings) ' seminal', # samantha (124 firings) ' Samantha', # msi (82 firings) ' MSI', # pian (76 firings) ' pian', # tad (68 firings) ' tad', # metroid (67 firings) ' Metroid', # samoa (66 firings) ' Samoa', # sammy (59 firings) ' Sammy', # samson (57 firings) ' Samson', # rahim (57 firings) 'rahim', # menstru (49 firings) ' menstrual', # tig (43 firings) ' tigers', # romy (35 firings) 'romy', # silhou (30 firings) ' silhou', # ampl (24 firings) 'amples', # car (23 firings) ' caric', # stasy (17 firings) 'stasy', # atana (15 firings) 'atana', # ses (15 firings) 'session', # sample (14 firings) 'sample', # sg (14 firings) 'sg', # md (11 firings) ' md', # sd (7 firings) ' sd', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'sam-family', 1 def prog_L02F21491(input_tokens): """11 token families, 13 surface forms (train F1 of the uncapped optimum: 0.964). Fires at 16,969 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the letter "n" """ # --- end external annotation --- fire = { # n (14,961 firings) 'N', 'n', 'ön', # nor (91 firings) 'nor', # nn (89 firings) 'nn', # nap (84 firings) 'Nap', # nas (71 firings) 'nas', # mn (66 firings) 'mn', # ln (63 firings) 'ln', # nuclear (58 firings) 'nuclear', # rn (54 firings) 'rn', # cn (47 firings) 'cn', # dn (45 firings) 'dn', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'n-family', 1 def prog_L02F21493(input_tokens): """42 token families, 51 surface forms (train F1 of the uncapped optimum: 0.803). Fires at 4,848 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to haunted themes or entities""" # --- end external annotation --- fire = { # haunt (424 firings) ' haunted', ' haunting', ' haunt', ' Haunted', 'Haunted', # plagu (248 firings) ' plagued', # ghost (162 firings) ' ghosts', ' Ghosts', # histor (160 firings) ' Historic', # aunt (152 firings) 'aunted', 'aunting', # ooky (126 firings) 'ooky', # chest (126 firings) 'chester', # horror (121 firings) ' Horror', # creepy (106 firings) ' creepy', # possess (101 firings) ' possessed', # unsettl (101 firings) ' unsettling', # fb (98 firings) 'FB', 'fb', # inhabit (95 firings) ' inhabited', # nightmar (93 firings) ' nightmares', ' Nightmares', # dogg (87 firings) ' dogged', # eerie (81 firings) ' eerie', # gh (80 firings) ' gh', # hive (79 firings) ' hive', ' Hive', # holm (76 firings) 'holm', # plag (69 firings) ' plag', # reverb (67 firings) ' reverber', # abre (58 firings) 'abre', # ranean (55 firings) 'ranean', # stain (55 firings) ' stained', # reclaim (54 firings) ' reclaimed', # evoke (52 firings) ' evoke', # idat (48 firings) 'idated', # lah (47 firings) 'lah', # keep (45 firings) ' Keeper', # urb (43 firings) 'urbed', # furn (42 firings) ' Furn', # haun (38 firings) ' haun', # entertain (38 firings) ' entertained', # ern (34 firings) 'ernal', # cavern (30 firings) ' Cavern', # ifl (30 firings) 'ifled', # hound (28 firings) ' Hound', # mim (28 firings) ' Mim', # enchant (23 firings) ' enchanted', # frenzy (18 firings) ' Frenzy', # chant (18 firings) 'chanted', # aud (17 firings) 'auder', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'haunt-family', 1 def prog_L02F21495(input_tokens): """40 token families, 51 surface forms (train F1 of the uncapped optimum: 0.893). Fires at 3,056 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the game development company Obsidian Entertainment""" # --- end external annotation --- fire = { # observ (376 firings) ' Observer', ' observ', ' Observ', ' observable', # obs (232 firings) ' Obs', 'Obs', ' obs', # occ (190 firings) ' Occ', ' occ', 'Occ', # sn (163 firings) 'sn', # aw (131 firings) ' AW', # nex (103 firings) ' Nex', # nightmare (77 firings) ' Nightmare', # inexpl (71 firings) ' inexpl', # revi (68 firings) ' Revis', # pred (68 firings) 'pred', 'Pred', # rez (64 firings) ' Rez', # philo (56 firings) ' Philos', # outine (54 firings) 'outine', # unn (53 firings) ' unn', # irsch (53 firings) 'irsch', # unrem (50 firings) ' unrem', # appar (49 firings) ' appar', # ign (48 firings) 'Ign', # pre (46 firings) ' PRES', # ber (45 firings) ' Bers', # pos (42 firings) ' Poss', # sabbath (41 firings) ' Sabbath', # unex (41 firings) ' unex', # exp (41 firings) ' EXP', # reck (39 firings) ' Reck', # extrap (39 firings) ' extrap', # inspir (39 firings) ' inspir', # compar (36 firings) 'Compar', ' compar', # ?] (33 firings) '?]', # obj (30 firings) ' obj', 'obj', ' Obj', # vom (27 firings) ' vom', # pract (24 firings) 'Pract', # repet (23 firings) ' repet', # recomm (22 firings) ' recomm', # isec (18 firings) 'isec', # compul (18 firings) ' compuls', # ------------------------ (16 firings) '------------------------', # █ (15 firings) ' █', # phenomen (15 firings) ' phenomen', # esth (11 firings) 'esthes', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'observ-family', 1 def prog_L02F21496(input_tokens): """37 token families, 56 surface forms (train F1 of the uncapped optimum: 0.930). Fires at 21,532 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to specific years and events associated with those years""" # --- end external annotation --- fire = { # three (2,441 firings) 'Three', ' Three', 'three', # 43 (1,315 firings) ' 43', '43', # 33 (1,238 firings) ' 33', # 2003 (1,100 firings) ' 2003', '2003', # 53 (1,066 firings) ' 53', '53', # 03 (828 firings) '03', ' 03', # 63 (695 firings) ' 63', '63', # 73 (562 firings) ' 73', '73', # 93 (536 firings) ' 93', '93', # 83 (526 firings) ' 83', '83', # 1993 (495 firings) ' 1993', '1993', # trio (432 firings) ' trio', # 57 (366 firings) '57', # 1983 (341 firings) ' 1983', '1983', # large (341 firings) ' Large', 'Large', # 1973 (306 firings) ' 1973', '1973', # sist (297 firings) ' sisters', # 1963 (268 firings) ' 1963', '1963', # 103 (259 firings) ' 103', '103', # 84 (200 firings) '84', # 123 (193 firings) ' 123', '123', # 113 (170 firings) ' 113', '113', # 1939 (160 firings) ' 1939', # 1957 (154 firings) ' 1957', # 81 (145 firings) '81', # 1953 (139 firings) ' 1953', # 1933 (139 firings) ' 1933', # 1943 (116 firings) ' 1943', # enburg (104 firings) 'enburg', # creamy (101 firings) ' creamy', # 153 (93 firings) ' 153', '153', # rwanda (89 firings) ' Rwanda', # !!!! (87 firings) '!!!!', # 1923 (83 firings) ' 1923', # cds (79 firings) ' CDs', # 1913 (75 firings) ' 1913', # rapist (63 firings) ' rapists', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'three-family', 1 def prog_L02F21497(input_tokens): """14 token families, 16 surface forms (train F1 of the uncapped optimum: 0.799). Fires at 7,033 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of Iraq and related events or contexts""" # --- end external annotation --- fire = { # iraq (3,072 firings) ' Iraq', 'Iraq', # iraqi (562 firings) ' Iraqi', ' Iraqis', # libya (545 firings) ' Libya', # baghdad (344 firings) ' Baghdad', # saddam (145 firings) ' Saddam', # hussein (102 firings) ' Hussein', # kosovo (99 firings) ' Kosovo', # bosnia (95 firings) ' Bosnia', # ujah (71 firings) 'ujah', # iyah (61 firings) 'iyah', # terrorism (51 firings) ' Terrorism', # library (39 firings) 'Library', # amia (32 firings) 'amia', # ql (18 firings) 'ql', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'iraq-family', 1 def prog_L02F21498(input_tokens): """45 token families, 47 surface forms (train F1 of the uncapped optimum: 0.733). Fires at 5,394 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to destabilization and instability""" # --- end external annotation --- fire = { # provocat (193 firings) ' provocative', # cris (163 firings) ' crises', # weaken (157 firings) ' weakening', ' weaken', # inst (149 firings) ' instability', # sectarian (149 firings) ' sectarian', # unst (143 firings) ' unstable', # overthrow (130 firings) ' overthrow', # geopolit (117 firings) ' geopolitical', # abil (112 firings) 'abil', # dysfunc (107 firings) ' dysfunction', # destabil (104 firings) ' destabil', # blackmail (104 firings) ' blackmail', # unsettl (100 firings) ' unsettling', # kissing (100 firings) ' Kissinger', # intrigue (95 firings) ' intrigue', # dictator (80 firings) ' dictators', # disinforma (73 firings) ' disinformation', # unsustain (70 firings) ' unsustainable', # prosp (70 firings) ' Prosper', # collaps (69 firings) ' collapsing', # agenda (66 firings) ' agendas', # arm (65 firings) ' arming', # disrupt (64 firings) ' disrupting', # superpow (61 firings) ' superpower', # mercenar (60 firings) ' mercenaries', # olitic (57 firings) 'olitics', # uncontroll (52 firings) ' uncontroll', # provoca (50 firings) ' provocation', # elast (50 firings) ' Elastic', # stan (50 firings) 'stan', # topple (49 firings) ' topple', # stabil (49 firings) ' stabil', # puppet (49 firings) ' puppet', # eur (48 firings) ' Eur', # hegemony (47 firings) ' hegemony', # reson (47 firings) ' resonance', ' Reson', # geop (45 firings) ' geop', # agate (40 firings) 'agate', # scholar (30 firings) ' Scholar', # ocat (29 firings) 'ocative', # mesm (29 firings) ' mesmer', # south (28 firings) 'south', # imperialist (27 firings) ' imperialist', # ura (24 firings) 'uras', # dele (24 firings) ' dele', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'provocat-family', 1 def prog_L02F21499(input_tokens): """7 token families, 13 surface forms (train F1 of the uncapped optimum: 0.900). Fires at 12,372 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: questions that start with "Why." """ # --- end external annotation --- fire = { # why (10,746 firings) ' why', 'Why', ' Why', 'why', ' WHY', # wh (224 firings) 'WH', # isn (161 firings) ' Isn', 'Isn', # reason (102 firings) ' Reasons', # understand (53 firings) ' Understanding', # huh (52 firings) ' Huh', 'Huh', # inexplic (42 firings) ' inexplicable', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'why-family', 1