"""GPT-2 SAE last-token programs, layer 6 -- features 08000 to 08099 (100 programs). One function per SAE feature. Grouped 100 to a file so the set stays browsable; the programs themselves are unchanged. """ def prog_L06F08000(input_tokens): """6 token families, 9 surface forms (train F1 of the uncapped optimum: 0.740). Fires at 6,546 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "Follow" indicating social media references""" # --- end external annotation --- fire = { # follow (4,127 firings) ' follow', ' Follow', 'Follow', 'follow', # watch (147 firings) 'WATCH', # find (79 firings) 'Find', # contact (51 firings) 'Contact', # llow (42 firings) 'LLOW', # oto (24 firings) 'OTO', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'follow-family', 1 def prog_L06F08001(input_tokens): """13 token families, 21 surface forms (train F1 of the uncapped optimum: 0.055). Fires at 71,367 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: expressions of strong sentiments or reactions""" # --- end external annotation --- fire = { # a (9,803 firings) ' a', # an (1,994 firings) ' an', # some (923 firings) ' some', # them (482 firings) ' them', 'them', # given (316 firings) ' given', 'given', # away (315 firings) ' away', 'aways', ' Away', # free (307 firings) ' free', ' Free', ' FREE', # us (283 firings) ' us', # birth (233 firings) ' birth', ' Birth', # follow (205 firings) ' following', # detail (192 firings) ' details', ' detailed', # informa (189 firings) ' information', # little (188 firings) ' little', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'a-family', 1 def prog_L06F08002(input_tokens): """37 token families, 48 surface forms (train F1 of the uncapped optimum: 0.764). Fires at 5,367 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the company AMD and its products""" # --- end external annotation --- fire = { # amd (615 firings) ' AMD', 'AMD', 'amd', ' amd', # oracle (255 firings) ' Oracle', 'Oracle', # motorola (254 firings) ' Motorola', # arm (204 firings) ' ARM', 'ARM', # asu (182 firings) ' ASUS', ' Asus', 'asus', # opera (173 firings) ' Opera', # radeon (168 firings) ' Radeon', # qualcomm (159 firings) ' Qualcomm', # verti (145 firings) 'VERTIS', # mhz (139 firings) ' MHz', 'MHz', # nm (113 firings) 'nm', ' nm', # nvidia (106 firings) ' Nvidia', 'NVIDIA', # ryzen (101 firings) ' Ryzen', # vmware (92 firings) ' VMware', # nintendo (88 firings) 'Nintendo', # noaa (80 firings) ' NOAA', # msi (75 firings) ' MSI', # mlg (73 firings) ' MLG', # aust (67 firings) ' Aust', # motherboard (66 firings) ' motherboard', # acer (60 firings) ' Acer', # intel (59 firings) 'Intel', # overcl (54 firings) ' overcl', # xt (52 firings) 'XT', # bsd (47 firings) 'BSD', # integ (40 firings) ' integer', 'Integer', # oem (40 firings) ' OEM', # architectur (32 firings) ' architectures', # dep (31 firings) 'DEP', # freebsd (27 firings) ' FreeBSD', # noct (26 firings) ' Noct', # vidia (25 firings) 'vidia', # adeon (19 firings) 'adeon', # contin (18 firings) ' CONTIN', # instru (18 firings) ' Instruments', # atk (16 firings) ' ATK', # awei (14 firings) 'awei', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'amd-family', 1 def prog_L06F08003(input_tokens): """6 token families, 11 surface forms (train F1 of the uncapped optimum: 0.774). Fires at 17,557 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: conditional phrases that introduce contrasting or qualifying statements""" # --- end external annotation --- fire = { # while (8,563 firings) 'While', ' While', 'while', # although (2,120 firings) ' Although', 'Although', # though (520 firings) ' Though', # whilst (248 firings) ' whilst', ' Whilst', # wherea (101 firings) ' Whereas', 'Whereas', # ilst (84 firings) 'ilst', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'while-family', 1 def prog_L06F08004(input_tokens): """8 token families, 10 surface forms (train F1 of the uncapped optimum: 0.121). Fires at 40,431 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: names of prominent individuals, particularly those with first and last names starting with 'Robert' or 'C' and their associated titles""" # --- end external annotation --- fire = { # k (355 firings) ' K', # van (261 firings) ' van', ' Van', # muell (231 firings) ' Mueller', # moore (184 firings) ' Moore', # de (166 firings) ' De', # reagan (141 firings) ' Reagan', # fantasy (131 firings) ' Fantasy', # mc (106 firings) ' Mc', 'mc', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'k-family', 1 def prog_L06F08005(input_tokens): """35 token families, 43 surface forms (train F1 of the uncapped optimum: 0.720). Fires at 7,225 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the name "Walker." """ # --- end external annotation --- fire = { # walk (1,383 firings) ' Walker', ' Walk', 'Walker', 'walker', 'Walk', # owski (377 firings) 'owski', # lli (256 firings) 'lli', # elliott (181 firings) ' Elliott', # davidson (165 firings) ' Davidson', # guardiola (140 firings) ' Guardiola', # cage (137 firings) ' Cage', # kejriw (128 firings) ' Kejriwal', # idget (115 firings) 'idget', # steen (112 firings) 'steen', # andowski (111 firings) 'andowski', # ison (108 firings) 'ISON', # cannon (98 firings) ' Cannon', # tak (93 firings) 'taker', # andersen (90 firings) ' Andersen', # arch (82 firings) ' Archer', # coil (78 firings) ' coil', ' coils', ' Coil', # keefe (76 firings) 'Keefe', # shelley (70 firings) ' Shelley', # rookie (66 firings) ' Rookie', # feldman (61 firings) ' Feldman', # patton (57 firings) ' Patton', # williamson (55 firings) ' Williamson', # urden (48 firings) 'urden', # alk (45 firings) 'ALK', # wall (44 firings) ' Walls', # alec (40 firings) ' ALEC', # ewski (40 firings) 'ewski', # wilson (38 firings) 'Wilson', # keleton (37 firings) 'keleton', # work (37 firings) ' Worker', # cour (32 firings) 'Cour', # widget (32 firings) ' widget', 'widget', 'Widget', # rique (27 firings) 'rique', # paint (20 firings) ' Painter', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'walk-family', 1 def prog_L06F08006(input_tokens): """6 token families, 7 surface forms (train F1 of the uncapped optimum: 0.117). Fires at 21,327 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to specific SCP (Secure, Contain, Protect) objects, particularly their designations and associated characteristics""" # --- end external annotation --- fire = { # com (410 firings) 'com', # scp (288 firings) ' SCP', 'SCP', # # (281 firings) ' #', # _ (171 firings) '_', # thing (88 firings) ' Things', # story (70 firings) 'story', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'com-family', 1 def prog_L06F08007(input_tokens): """35 token families, 47 surface forms (train F1 of the uncapped optimum: 0.591). Fires at 42,325 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: words related to brand names and products""" # --- end external annotation --- fire = { # aker (1,414 firings) 'aker', 'akers', # pper (798 firings) 'pper', 'ppers', # ipp (494 firings) 'ipper', 'ippers', # cle (442 firings) 'CLE', 'cle', 'cles', # app (372 firings) 'apper', 'appers', 'apps', # andy (299 firings) 'andy', # ancy (231 firings) 'ancy', # anta (228 firings) 'anta', # oda (217 firings) 'oda', # aver (209 firings) 'aver', 'avers', # uba (207 firings) 'uba', # ack (203 firings) 'acker', # iker (187 firings) 'ikers', 'iker', # assion (185 firings) 'assion', # ort (172 firings) 'orter', 'orters', # ava (169 firings) 'ava', # oga (166 firings) 'oga', # eds (166 firings) 'eds', # inkle (162 firings) 'inkle', # uck (151 firings) 'ucker', # aja (147 firings) 'aja', # cs (146 firings) 'cs', # uchin (142 firings) 'uchin', # udge (139 firings) 'udge', # cker (137 firings) 'cker', # uddle (136 firings) 'uddle', # ervat (134 firings) 'ervatives', 'ervative', # agle (130 firings) 'agle', # amo (127 firings) 'amo', # igator (126 firings) 'igator', 'igators', # avan (122 firings) 'avan', # istle (120 firings) 'istle', # boat (117 firings) 'boat', # utz (109 firings) 'utz', # entry (107 firings) 'entry', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'aker-family', 1 def prog_L06F08008(input_tokens): """1 token families, 5 surface forms (train F1 of the uncapped optimum: 0.585). Fires at 20,803 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "over" used in various contexts""" # --- end external annotation --- fire = { # over (19,170 firings) ' over', ' Over', 'over', ' OVER', 'OVER', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'over-family', 1 def prog_L06F08009(input_tokens): """17 token families, 19 surface forms (train F1 of the uncapped optimum: 0.297). Fires at 7,424 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: statistical references to averages and means""" # --- end external annotation --- fire = { # average (1,213 firings) ' average', 'average', # imagine (190 firings) ' imagine', # default (121 firings) ' default', # surpris (102 firings) 'surprisingly', # masse (65 firings) ' masse', # ess (65 firings) ' essence', # contrary (54 firings) ' contrary', # typical (48 firings) ' Typically', 'Typically', # capita (41 firings) ' capita', # ideal (38 firings) ' ideally', # erou (34 firings) 'erous', # aggregate (33 firings) ' aggregate', # istical (24 firings) 'istically', # statistical (23 firings) ' statistically', # pris (22 firings) 'prisingly', # rox (21 firings) 'rox', # averag (20 firings) ' averages', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'average-family', 1 def prog_L06F08010(input_tokens): """19 token families, 25 surface forms (train F1 of the uncapped optimum: 0.146). Fires at 80,259 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: directional language and phrases related to advantages and disadvantages""" # --- end external annotation --- fire = { # end (1,150 firings) ' end', # level (884 firings) ' level', ' levels', # top (836 firings) ' top', # side (730 firings) ' side', ' Side', # death (715 firings) ' death', # point (585 firings) ' point', # ground (447 firings) ' ground', # hospit (336 firings) ' hospital', # victory (320 firings) ' victory', # date (283 firings) ' date', 'date', # floor (257 firings) ' floor', ' Floor', # bottom (255 firings) ' bottom', 'bottom', # street (240 firings) ' streets', # safety (235 firings) ' safety', # ballot (229 firings) ' ballot', # stage (216 firings) ' stage', # edge (213 firings) ' edge', # door (209 firings) ' door', 'door', # succes (207 firings) ' success', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'end-family', 1 def prog_L06F08011(input_tokens): """41 token families, 53 surface forms (train F1 of the uncapped optimum: 0.325). Fires at 75,670 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms and phrases related to generalizations and overall assessments""" # --- end external annotation --- fire = { # offic (2,188 firings) ' official', ' Official', # feder (2,099 firings) ' federal', ' Federal', # fin (1,587 firings) ' final', ' finer', # nation (1,382 firings) ' national', # gener (1,270 firings) ' general', # main (1,136 firings) ' main', # person (1,052 firings) ' personal', # tot (972 firings) ' total', ' TOTAL', # origin (967 firings) ' original', # entire (945 firings) ' entire', # glob (938 firings) ' global', # actu (738 firings) ' actual', ' Actual', 'actual', # overall (726 firings) ' overall', # dai (696 firings) ' daily', # bas (675 firings) ' basic', 'basic', ' basal', # init (633 firings) ' initial', # vast (593 firings) ' vast', # alleg (591 firings) ' alleged', # modern (580 firings) ' modern', # supreme (569 firings) ' Supreme', ' supreme', # centr (523 firings) ' central', # southern (505 firings) ' southern', # exact (497 firings) ' exact', # core (458 firings) ' core', # ultimate (443 firings) ' ultimate', ' Ultimate', # upp (431 firings) ' upper', ' Upper', # mainstream (421 firings) ' mainstream', # northern (401 firings) ' northern', # remain (359 firings) ' remaining', # immediate (356 firings) ' immediate', # eastern (309 firings) ' eastern', # western (307 firings) ' western', # grand (290 firings) ' grand', # holy (264 firings) ' Holy', ' holy', # combin (256 firings) ' combined', # correct (224 firings) ' correct', # underly (217 firings) ' underlying', # prop (215 firings) ' proper', # fundament (212 firings) ' fundamental', # rawdownloadcloneembedreportprint (199 firings) 'rawdownloadcloneembedreportprint', # form (192 firings) ' formal', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'offic-family', 1 def prog_L06F08012(input_tokens): """20 token families, 30 surface forms (train F1 of the uncapped optimum: 0.226). Fires at 25,232 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases indicating accumulation or increase""" # --- end external annotation --- fire = { # up (4,700 firings) ' up', 'up', # out (791 firings) 'out', ' outs', ' OUT', # down (416 firings) 'down', ' downs', # off (405 firings) 'off', # ass (219 firings) 'ass', ' ass', 'assed', # plu (154 firings) 'plus', # top (144 firings) 'top', 'topic', # fac (125 firings) 'faced', # door (123 firings) 'door', 'doors', # look (118 firings) 'looking', 'look', # benz (108 firings) 'Benz', ' Benz', # new (100 firings) 'new', # head (92 firings) 'headed', # world (88 firings) 'world', # pped (85 firings) 'pped', # hand (78 firings) 'handed', # aft (76 firings) 'after', # cut (69 firings) 'cut', # story (69 firings) 'story', # hot (68 firings) 'hot', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'up-family', 1 def prog_L06F08013(input_tokens): """50 token families, 52 surface forms (train F1 of the uncapped optimum: 0.668). Fires at 22,747 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to esteemed or high-value opportunities and achievements""" # --- end external annotation --- fire = { # wealthy (595 firings) ' wealthy', # lengthy (483 firings) ' lengthy', # expens (473 firings) ' expensive', 'expensive', # prestigi (405 firings) ' prestigious', # sophisticat (391 firings) ' sophisticated', # ambiti (338 firings) ' ambitious', # crowd (308 firings) ' crowded', # blockbust (298 firings) ' blockbuster', # lucrat (270 firings) ' lucrative', # luxury (252 firings) ' luxury', # nightclub (221 firings) ' nightclub', # secret (209 firings) ' secretive', # sprawl (205 firings) ' sprawling', # covet (200 firings) ' coveted', # hefty (196 firings) ' hefty', # hott (196 firings) ' hottest', # elus (179 firings) ' elusive', # dubi (173 firings) ' dubious', # prolif (172 firings) ' prolific', # damn (171 firings) ' damning', # gruesome (162 firings) ' gruesome', # hot (144 firings) ' hotly', # undisclos (144 firings) ' undisclosed', # perk (140 firings) ' perks', ' perk', # sexy (137 firings) ' sexy', # boom (133 firings) ' booming', # rigor (129 firings) ' rigorous', # tasty (128 firings) ' tasty', # priz (126 firings) ' prized', # siz (125 firings) ' sizable', # sens (125 firings) ' sensational', # lavish (123 firings) ' lavish', # eager (123 firings) ' eagerly', # bogu (120 firings) ' bogus', # handsome (119 firings) ' handsome', # marquee (113 firings) ' marquee', # juicy (110 firings) ' juicy', # upscale (109 firings) ' upscale', # slick (108 firings) ' slick', # multim (104 firings) ' multim', # shady (101 firings) ' shady', # trendy (98 firings) ' trendy', # affluent (98 firings) ' affluent', # unsc (98 firings) ' unsc', # murky (93 firings) ' murky', # glamor (91 firings) ' glamorous', # stringent (91 firings) ' stringent', # plush (86 firings) ' plush', # pricey (85 firings) ' pricey', # fashion (83 firings) ' fashionable', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'wealthy-family', 1 def prog_L06F08014(input_tokens): """18 token families, 40 surface forms (train F1 of the uncapped optimum: 0.158). Fires at 1,620,205 of 36,786,566 positions. Fires at 4.40% of positions, and token rules do not serve features this dense: median test F1 0.086 across the 37,173 features above 0.39% of positions, against 0.763 for the 76,283 below 0.016%. Read this fire set as the best available approximation, not as what the feature does.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: names of individuals or entities associated with legal or authoritative contexts""" # --- end external annotation --- fire = { # , (136,036 firings) ',', # and (39,919 firings) ' and', 'and', 'anded', ' Anders', # - (35,187 firings) '-', ' -', # s (20,663 firings) 's', 'S', # was (15,610 firings) ' was', 'was', # t (12,726 firings) 't', "'t", 'ét', # ( (11,320 firings) ' (', # it (10,663 firings) ' it', # he (9,329 firings) ' he', ' He', 'He', # ) (7,123 firings) ')', ' )', # not (6,845 firings) ' not', 'not', ' noting', ' notable', # said (6,837 firings) ' said', 'said', # they (6,276 firings) ' they', 'they', # " (5,414 firings) ' "', # but (4,924 firings) ' but', # can (4,611 firings) ' can', 'can', # which (4,362 firings) ' which', 'which', ' Which', # what (4,153 firings) ' what', ' What', 'What', 'what', } token = input_tokens[-1] if token not in fire: return "no match", 0 return ',-family', 1 def prog_L06F08015(input_tokens): """3 token families, 5 surface forms (train F1 of the uncapped optimum: 0.057). Fires at 80,959 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: names of players or athletes""" # --- end external annotation --- fire = { # , (31,780 firings) ',', ' ,', # ( (4,433 firings) ' (', # ), (803 firings) '),', ' ),', } token = input_tokens[-1] if token not in fire: return "no match", 0 return ',-family', 1 def prog_L06F08016(input_tokens): """38 token families, 57 surface forms (train F1 of the uncapped optimum: 0.655). Fires at 13,363 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: activites or phrases suggesting subversion or damage to credibility or authority""" # --- end external annotation --- fire = { # destroy (467 firings) ' destroy', ' destroying', # threaten (388 firings) ' threaten', ' threatens', # disrupt (341 firings) ' disrupted', ' disrupt', ' disrupting', # undermin (323 firings) ' undermining', ' undermined', ' undermines', ' undermin', # undermine (305 firings) ' undermine', # weaken (295 firings) ' weaken', ' weakened', ' weakening', # comprom (256 firings) ' compromised', # diminish (241 firings) ' diminished', ' diminish', ' diminishing', # bolst (230 firings) ' bolster', # thwart (215 firings) ' thwart', ' thwarted', # betray (212 firings) ' betrayed', ' betrayal', ' betray', # dismantl (173 firings) ' dismantling', ' dismantled', # derail (161 firings) ' derail', ' derailed', # overthrow (152 firings) ' overthrow', # uphold (150 firings) ' uphold', ' upholding', # discredit (144 firings) ' discredit', ' discredited', # overshadow (137 firings) ' overshadowed', ' overshadow', # dismantle (125 firings) ' dismantle', # misguid (118 firings) ' misguided', # unravel (117 firings) ' unravel', # weak (112 firings) ' weaker', # sabotage (105 firings) ' sabotage', # jeopard (102 firings) ' jeopard', # circumvent (95 firings) ' circumvent', # ero (88 firings) ' erosion', # jeopardy (86 firings) ' jeopardy', # obstruct (85 firings) ' obstruct', # embarras (79 firings) ' embarrass', # mockery (71 firings) ' mockery', # infiltrate (69 firings) ' infiltrate', # curtail (67 firings) ' curtail', # hind (66 firings) ' hinder', # bolster (65 firings) ' bolstered', # infiltrat (64 firings) ' infiltrated', # adversar (63 firings) ' adversaries', # undercut (60 firings) ' undercut', # hamper (58 firings) ' hampered', # erod (53 firings) ' eroded', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'destroy-family', 1 def prog_L06F08017(input_tokens): """1 token families, 2 surface forms (train F1 of the uncapped optimum: 0.491). Fires at 179,499 of 36,786,566 positions. Fires at 0.49% of positions, and token rules do not serve features this dense: median test F1 0.086 across the 37,173 features above 0.39% of positions, against 0.763 for the 76,283 below 0.016%. Read this fire set as the best available approximation, not as what the feature does.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "in" to highlight locations or contexts""" # --- end external annotation --- fire = { # in (168,619 firings) ' in', ' IN', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'in-family', 1 def prog_L06F08018(input_tokens): """3 token families, 5 surface forms (train F1 of the uncapped optimum: 0.829). Fires at 10,330 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the White House""" # --- end external annotation --- fire = { # white (7,342 firings) ' White', 'White', ' WHITE', # down (80 firings) ' Downing', # whit (55 firings) ' Whites', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'white-family', 1 def prog_L06F08019(input_tokens): """25 token families, 32 surface forms (train F1 of the uncapped optimum: 0.161). Fires at 147,203 of 36,786,566 positions. Fires at 0.40% 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: monetary values and price-related information""" # --- end external annotation --- fire = { # 000 (2,372 firings) '000', ' 000', # $ (2,310 firings) ' $', '$', # 1 (1,975 firings) '1', # million (1,922 firings) ' million', 'million', ' Million', # 2 (1,216 firings) '2', # per (1,138 firings) ' per', # 18 (859 firings) ' 18', '18', # percent (853 firings) ' percent', 'percent', # 5 (848 firings) '5', # % (804 firings) '%', # p (783 firings) ' p', # 4 (753 firings) '4', # billion (655 firings) ' billion', # 30 (598 firings) '30', # 00 (562 firings) '00', # january (554 firings) ' January', # 10 (530 firings) '10', # 6 (528 firings) '6', # 8 (524 firings) '8', # 7 (486 firings) '7', # 9 (477 firings) '9', # cent (456 firings) ' cent', ' cents', # february (395 firings) ' February', # 100 (392 firings) '100', # minut (381 firings) ' minutes', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '000-family', 1 def prog_L06F08020(input_tokens): """13 token families, 61 surface forms (train F1 of the uncapped optimum: 0.243). Fires at 333,939 of 36,786,566 positions. Fires at 0.91% 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: words associated with substances and materials""" # --- end external annotation --- fire = { # it (3,422 firings) ' it', # data (1,667 firings) ' data', ' Data', 'Data', 'data', ' DATA', 'DATA', # money (1,503 firings) ' money', ' Money', 'Money', 'money', # drug (1,366 firings) ' drug', ' drugs', ' Drug', 'Drug', ' Drugs', # car (1,364 firings) ' car', ' cars', 'Car', 'car', 'cars', ' Cars', # wat (1,244 firings) ' water', 'water', ' Water', 'Water', # oil (1,056 firings) ' oil', ' Oil', 'Oil', ' oils', 'oil', # gun (1,048 firings) ' gun', ' guns', 'Gun', ' Guns', 'guns', ' GUN', # dog (1,003 firings) ' dog', ' dogs', 'Dog', # bitcoin (996 firings) ' Bitcoin', ' bitcoin', 'Bitcoin', ' bitcoins', ' Bitcoins', 'bitcoin', # tax (929 firings) ' tax', ' taxes', ' Tax', 'Tax', 'tax', ' taxed', ' Taxes', # beer (921 firings) ' beer', ' beers', ' Beer', 'Beer', 'beer', # food (912 firings) ' food', ' foods', 'Food', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'it-family', 1 def prog_L06F08021(input_tokens): """24 token families, 33 surface forms (train F1 of the uncapped optimum: 0.747). Fires at 6,815 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "earn" and its variations""" # --- end external annotation --- fire = { # earn (2,879 firings) ' earned', ' earn', ' earning', ' Earn', ' earns', 'earned', 'Earn', # garner (224 firings) ' garnered', # garn (148 firings) ' garner', # ear (142 firings) ' Ear', ' EAR', 'Ear', # cement (118 firings) ' cement', # nab (99 firings) ' nab', # merit (84 firings) ' merit', # brave (81 firings) ' Brave', # reward (77 firings) ' rewarded', # rob (76 firings) 'rob', # nett (71 firings) ' netted', # clin (67 firings) ' clin', # redeem (67 firings) ' redeem', ' redeemed', # incurr (63 firings) ' incurred', # laure (62 firings) ' laure', # clinch (40 firings) ' clinch', # edg (32 firings) ' edged', # incur (31 firings) ' incur', # accru (30 firings) ' accrued', # forfe (29 firings) ' forfe', # reap (27 firings) ' reap', # alien (24 firings) 'alien', # rue (20 firings) 'rue', # level (18 firings) ' leveling', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'earn-family', 1 def prog_L06F08022(input_tokens): """20 token families, 32 surface forms (train F1 of the uncapped optimum: 0.613). Fires at 11,030 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the word "Men" in various contexts""" # --- end external annotation --- fire = { # men (5,471 firings) ' men', ' Men', 'men', 'Men', ' Mens', 'mens', ' MEN', 'MEN', # women (1,094 firings) ' Women', 'Women', # man (299 firings) 'MAN', # emen (153 firings) 'emen', # femin (129 firings) 'femin', ' Femin', # med (117 firings) 'Med', # emin (116 firings) 'emin', # mon (114 firings) ' Mons', # male (105 firings) ' Male', 'Male', # que (98 firings) ' Que', # austr (84 firings) 'Austral', ' Austral', # menstru (77 firings) ' menstrual', ' menstru', # sal (73 firings) ' Sally', # imen (65 firings) 'imen', # meat (64 firings) ' meats', # merc (60 firings) ' Mercer', # ardu (51 firings) ' ardu', # sex (49 firings) ' sexes', # menu (46 firings) ' menus', # esc (40 firings) ' escal', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'men-family', 1 def prog_L06F08023(input_tokens): """9 token families, 13 surface forms (train F1 of the uncapped optimum: 0.180). Fires at 59,673 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases related to sports wins and losses""" # --- end external annotation --- fire = { # over (5,291 firings) ' over', ' OVER', # against (4,002 firings) ' against', # defeat (795 firings) ' defeat', ' defeated', ' defeating', # win (668 firings) ' win', # los (655 firings) ' loss', # victory (516 firings) ' victory', # beat (351 firings) ' beat', ' beating', # draw (197 firings) ' draw', # hand (172 firings) ' handed', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'over-family', 1 def prog_L06F08024(input_tokens): """8 token families, 13 surface forms (train F1 of the uncapped optimum: 0.062). Fires at 45,501 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to children's health and related institutions""" # --- end external annotation --- fire = { # - (4,032 firings) '-', # ' (460 firings) "'", # children (239 firings) ' children', ' Children', 'children', # age (235 firings) 'age', ' ages', # abuse (212 firings) ' abuse', ' Abuse', 'abuse', # ic (135 firings) 'ic', # & (125 firings) ' &', # sex (114 firings) ' sex', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '--family', 1 def prog_L06F08025(input_tokens): """1 token families, 2 surface forms (train F1 of the uncapped optimum: 0.248). Fires at 76,986 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the phrase "standing in" in various contexts""" # --- end external annotation --- fire = { # in (72,460 firings) ' in', ' IN', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'in-family', 1 def prog_L06F08026(input_tokens): """25 token families, 65 surface forms (train F1 of the uncapped optimum: 0.317). Fires at 64,103 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to negative impacts or consequences affecting communities or entities""" # --- end external annotation --- fire = { # kill (1,997 firings) ' killed', ' killing', ' kill', ' kills', ' Killed', ' Kills', ' KILL', # hit (1,664 firings) ' hit', ' hits', 'hit', ' Hits', # affect (1,381 firings) ' affect', ' affects', ' affecting', ' affected', ' Affect', # hurt (724 firings) ' hurt', ' hurts', ' hurting', ' Hurt', # threaten (664 firings) ' threatens', ' threaten', ' threatening', # struck (565 firings) ' struck', # broke (469 firings) ' broke', # shock (460 firings) ' shocked', ' shock', ' shocks', 'shock', # destroy (416 firings) ' destroyed', ' destroying', ' destroy', ' destroys', 'destroy', # surround (375 firings) ' surrounding', ' surround', ' surrounds', # fac (363 firings) ' facing', # dominat (341 firings) ' dominated', ' dominating', ' dominates', # headlin (287 firings) ' headlines', ' headlined', # wound (266 firings) ' wounded', ' wounding', # rock (263 firings) ' rocked', ' rocking', # injur (238 firings) ' injuring', # impact (213 firings) ' impacted', ' impacting', ' impacts', # shap (196 firings) ' shaping', ' shaped', # devastat (196 firings) ' devastated', ' devastating', # plagu (183 firings) ' plagued', # mark (181 firings) ' marked', # swept (180 firings) ' swept', # hitt (170 firings) ' hitting', # haunt (166 firings) ' haunt', ' haunted', ' haunting', 'Haunted', # touch (161 firings) ' touched', ' touches', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'kill-family', 1 def prog_L06F08027(input_tokens): """10 token families, 12 surface forms (train F1 of the uncapped optimum: 0.648). Fires at 11,160 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to self and personal agency""" # --- end external annotation --- fire = { # himself (2,397 firings) ' himself', ' Himself', # themselv (2,360 firings) ' themselves', # itself (1,640 firings) ' itself', # yourself (960 firings) ' yourself', ' Yourself', # myself (840 firings) ' myself', # herself (682 firings) ' herself', # ourselv (448 firings) ' ourselves', # self (196 firings) 'self', # oneself (43 firings) ' oneself', # yourselv (39 firings) ' yourselves', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'himself-family', 1 def prog_L06F08028(input_tokens): """47 token families, 59 surface forms (train F1 of the uncapped optimum: 0.705). Fires at 8,429 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to nitrogen and its compounds""" # --- end external annotation --- fire = { # nit (297 firings) ' Nit', ' nit', 'Nit', 'nit', # liv (177 firings) ' Liv', 'liv', # nec (170 firings) ' Nec', ' nec', ' NEC', # bihar (157 firings) ' Bihar', # pure (154 firings) ' Pure', 'Pure', # nat (152 firings) 'NAT', 'nat', ' NAT', # hardy (149 firings) ' Hardy', # cumb (134 firings) ' Cumber', # electr (122 firings) ' electr', # nitrogen (117 firings) ' nitrogen', # nh (109 firings) ' NH', # crit (102 firings) ' crit', # mcint (99 firings) ' McInt', # itty (99 firings) 'itty', # coy (93 firings) ' coy', # nv (91 firings) ' NV', # stainles (88 firings) ' stainless', # mit (88 firings) ' Mit', # neh (86 firings) ' Neh', # nanop (85 firings) ' nanop', # irrit (79 firings) ' irrit', # gravel (75 firings) ' gravel', # cellul (71 firings) ' cellul', # neut (70 firings) ' neut', # quantum (70 firings) ' Quantum', # hog (65 firings) ' hog', # nail (64 firings) ' nails', # nob (63 firings) 'Nob', 'nob', # fib (63 firings) ' fib', # oxy (62 firings) ' oxy', # nr (61 firings) 'NR', 'nr', # nig (61 firings) ' Nig', ' nig', # hick (60 firings) ' Hick', # kund (57 firings) ' Kund', # nou (56 firings) ' Nou', # kut (53 firings) ' Kut', # prec (51 firings) ' Prec', # ihar (47 firings) 'ihar', # neurot (44 firings) ' neurot', # part (44 firings) ' partic', # ng (43 firings) ' NG', # alm (43 firings) 'alm', # dmit (43 firings) ' Dmit', # phy (38 firings) ' phys', # neon (37 firings) ' Neon', # pert (37 firings) ' pert', # neth (32 firings) ' Nether', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'nit-family', 1 def prog_L06F08029(input_tokens): """2 token families, 2 surface forms (train F1 of the uncapped optimum: 0.028). Fires at 17,548 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: statements involving monetary amounts or financial figures""" # --- end external annotation --- fire = { # . (15,936 firings) '.', # us (59 firings) 'US', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '.-family', 1 def prog_L06F08030(input_tokens): """49 token families, 50 surface forms (train F1 of the uncapped optimum: 0.720). Fires at 6,707 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the repeated mention of a specific individual named Campbell""" # --- end external annotation --- fire = { # campbell (518 firings) ' Campbell', # borough (206 firings) 'borough', # churchill (168 firings) ' Churchill', # camp (167 firings) 'Camp', # mascot (160 firings) ' mascot', # davidson (160 firings) ' Davidson', # coni (144 firings) 'coni', # mcmahon (143 firings) ' McMahon', # bell (135 firings) 'bell', # nostalgia (129 firings) ' nostalgia', # burlington (126 firings) ' Burlington', # canterbury (124 firings) ' Canterbury', # cunningham (115 firings) ' Cunningham', # thatch (112 firings) ' Thatcher', # macdonald (102 firings) ' MacDonald', # cannon (99 firings) ' Cannon', # amoto (90 firings) 'amoto', # burges (86 firings) ' Burgess', # imov (86 firings) 'imov', # ingham (84 firings) 'ingham', # cardiff (84 firings) ' Cardiff', # basil (78 firings) ' Basil', # nostalg (77 firings) ' nostalgic', # bulgarian (69 firings) ' Bulgarian', # cooke (68 firings) ' Cooke', # brooke (65 firings) ' Brooke', # ballard (62 firings) ' Ballard', # furn (62 firings) ' Furn', ' furn', # aughlin (56 firings) 'aughlin', # uman (55 firings) 'uman', # townsend (51 firings) ' Townsend', # modem (49 firings) ' modem', # bark (47 firings) ' Barker', # chattanooga (45 firings) ' Chattanooga', # agh (42 firings) 'agher', # achev (42 firings) 'achev', # salesman (41 firings) ' salesman', # resusc (39 firings) ' resusc', # counsell (39 firings) ' counselling', # rigan (37 firings) 'rigan', # umann (37 firings) 'umann', # masc (34 firings) ' masc', # charco (34 firings) ' charcoal', # ...... (30 firings) '......', # lantern (28 firings) ' lantern', # cam (28 firings) ' CAM', # recru (23 firings) ' recru', # furnace (20 firings) ' furnace', # cla (19 firings) ' cla', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'campbell-family', 1 def prog_L06F08031(input_tokens): """1 token families, 1 surface forms (train F1 of the uncapped optimum: 0.137). Fires at 63,566 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the character 'ľ' appearing multiple times""" # --- end external annotation --- fire = { # � (62,747 firings) '�', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '�-family', 1 def prog_L06F08032(input_tokens): """39 token families, 47 surface forms (train F1 of the uncapped optimum: 0.569). Fires at 8,791 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: statements expressing urgency or importance""" # --- end external annotation --- fire = { # highlight (810 firings) ' highlight', ' highlighting', ' highlighted', # stress (447 firings) ' stressed', ' stresses', ' stressing', # emphasi (326 firings) ' emphasis', # stres (288 firings) ' stress', 'stress', # not (239 firings) ' noting', # emphas (217 firings) ' emphasized', ' emphasizes', # reiterat (204 firings) ' reiterated', # neglect (149 firings) ' neglected', # emphasize (116 firings) ' emphasize', # mantra (115 firings) ' mantra', # caution (98 firings) ' cautioned', # convey (91 firings) ' convey', ' conveyed', # undersc (85 firings) ' undersc', # underscor (83 firings) ' underscores', # preach (75 firings) ' preach', ' preached', # empha (66 firings) ' emphas', # emphasiz (64 firings) ' emphasizing', # hammer (64 firings) ' hammered', # underscore (59 firings) ' underscore', # tout (58 firings) ' touting', # lin (58 firings) 'lined', # reiterate (56 firings) ' reiterate', # clarif (56 firings) ' clarified', # reinforce (48 firings) ' reinforce', # reit (47 firings) ' reiter', # nay (44 firings) ' Nay', # simplif (42 firings) ' simplified', # pha (40 firings) 'phas', # emphatical (40 firings) ' emphatically', # reinforc (36 firings) ' reinforces', # exagg (36 firings) ' exagger', # prioritize (34 firings) ' prioritize', # affirm (34 firings) ' affirm', # sweat (33 firings) ' sweating', # glos (33 firings) ' gloss', # vich (29 firings) 'vich', # ificant (28 firings) 'ificantly', # emph (28 firings) ' emph', # cial (25 firings) 'cially', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'highlight-family', 1 def prog_L06F08033(input_tokens): """25 token families, 34 surface forms (train F1 of the uncapped optimum: 0.552). Fires at 9,836 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to constitutional amendments, particularly the Second and Fourth Amendments""" # --- end external annotation --- fire = { # second (1,437 firings) ' Second', 'Second', 'second', ' Secondly', ' Seconds', ' secondly', 'Secondly', # first (1,041 firings) ' First', # third (474 firings) ' Third', 'Third', # fourth (376 firings) ' Fourth', 'Fourth', 'fourth', # fifth (236 firings) ' Fifth', # latt (159 firings) ' Latter', # enn (121 firings) 'ennial', # sixth (115 firings) ' Sixth', # seventh (97 firings) ' Seventh', # ninth (93 firings) ' Ninth', # constitution (92 firings) ' Constitutional', # inn (87 firings) ' Inner', # moment (76 firings) ' Moment', # ь (62 firings) 'ь', # eighth (53 firings) ' Eighth', # rev (49 firings) ' Revised', # tenth (45 firings) ' Tenth', # venth (38 firings) 'venth', # fif (37 firings) 'Fif', # iss (36 firings) 'Iss', # twentieth (35 firings) ' twentieth', # occ (31 firings) ' Occ', # elfth (28 firings) 'elfth', # ieth (28 firings) 'ieth', # semin (28 firings) ' Semin', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'second-family', 1 def prog_L06F08034(input_tokens): """1 token families, 2 surface forms (train F1 of the uncapped optimum: 0.599). Fires at 91,617 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: repeated references to the word "it." """ # --- end external annotation --- fire = { # it (81,492 firings) ' it', ' It', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'it-family', 1 def prog_L06F08035(input_tokens): """12 token families, 15 surface forms (train F1 of the uncapped optimum: 0.112). Fires at 22,908 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: attributions or copyright statements""" # --- end external annotation --- fire = { # by (4,343 firings) ' by', ' By', ' BY', 'BY', # all (578 firings) ' All', # facebook (357 firings) ' Facebook', # is (278 firings) 'IS', # publish (168 firings) 'Published', # ing (165 firings) 'ING', # support (140 firings) ' supported', # ou (128 firings) 'OU', # express (82 firings) ' expressed', # pick (81 firings) ' Picks', # 2019 (64 firings) ' 2019', # rop (63 firings) 'rop', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'by-family', 1 def prog_L06F08036(input_tokens): """16 token families, 21 surface forms (train F1 of the uncapped optimum: 0.250). Fires at 22,492 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases indicating actions taken or steps proposed in various contexts""" # --- end external annotation --- fire = { # step (1,845 firings) ' steps', ' step', ' Steps', # effort (1,334 firings) ' efforts', ' effort', # action (794 firings) ' action', # measur (405 firings) ' measures', # progres (256 firings) ' progress', # stepp (223 firings) ' stepped', ' stepping', # aim (161 firings) ' aim', # mov (148 firings) ' moves', # unanimous (113 firings) ' unanimously', # strid (84 firings) ' strides', # momentum (79 firings) ' momentum', # leap (76 firings) ' leap', ' leaps', # groundwork (73 firings) ' groundwork', # stance (73 firings) ' stance', # length (72 firings) ' lengths', # oath (63 firings) ' oath', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'step-family', 1 def prog_L06F08037(input_tokens): """22 token families, 29 surface forms (train F1 of the uncapped optimum: 0.879). Fires at 7,061 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the name "Tom." """ # --- end external annotation --- fire = { # tom (3,388 firings) ' Tom', 'Tom', ' tom', 'tom', ' TOM', # tomb (313 firings) ' Tomb', ' tomb', # kit (259 firings) ' Kit', # dom (225 firings) ' Dom', # newt (190 firings) ' Newt', # thom (176 firings) ' Thom', 'Thom', # nic (164 firings) ' Nic', # tub (127 firings) ' tub', # uncle (126 firings) ' Uncle', # toma (125 firings) ' Tomas', # kot (109 firings) ' Kot', # ton (108 firings) ' Ton', 'Ton', # chomsky (99 firings) ' Chomsky', # nom (83 firings) ' Nom', # tun (68 firings) ' tun', # know (53 firings) ' knowingly', # tart (51 firings) ' tart', # tad (47 firings) ' Tad', # esoter (24 firings) ' esoteric', # torp (19 firings) ' torped', # tome (19 firings) ' Tome', # soph (19 firings) ' soph', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'tom-family', 1 def prog_L06F08038(input_tokens): """25 token families, 34 surface forms (train F1 of the uncapped optimum: 0.655). Fires at 8,076 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to boats""" # --- end external annotation --- fire = { # boat (1,439 firings) ' boat', ' boats', 'boat', ' Boat', 'boats', # vessel (535 firings) ' vessel', ' vessels', # helicopt (318 firings) ' helicopter', # ferry (259 firings) ' ferry', ' Ferry', # sail (228 firings) ' sail', ' sailed', ' sails', # knot (161 firings) ' knot', ' knots', # raft (149 firings) ' raft', # acht (122 firings) 'acht', # kay (115 firings) ' kay', # porch (102 firings) ' porch', # balcony (101 firings) ' balcony', # oat (98 firings) 'oat', # yacht (90 firings) ' yacht', # padd (90 firings) ' padd', # canoe (63 firings) ' canoe', # arge (62 firings) 'arge', # rv (61 firings) ' RV', # dock (56 firings) ' dock', # ding (53 firings) ' ding', # ashore (52 firings) ' ashore', # paddle (51 firings) ' paddle', # buoy (45 firings) ' buoy', # overboard (39 firings) ' overboard', # fisherman (26 firings) ' fisherman', # basket (25 firings) ' baskets', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'boat-family', 1 def prog_L06F08039(input_tokens): """1 token families, 3 surface forms (train F1 of the uncapped optimum: 0.416). Fires at 26,920 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the word "that" in various contexts""" # --- end external annotation --- fire = { # that (8,574 firings) ' That', 'That', 'that', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'that-family', 1 def prog_L06F08040(input_tokens): """41 token families, 51 surface forms (train F1 of the uncapped optimum: 0.689). Fires at 5,797 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the term "dispense" along with related vocabulary indicating distribution or provision""" # --- end external annotation --- fire = { # dispatch (290 firings) ' dispatch', ' dispatched', ' dispatcher', # resp (282 firings) 'Resp', ' resp', ' Resp', ' RESP', # disp (263 firings) ' disp', ' Disp', # fl (237 firings) 'Fl', # readi (185 firings) ' readily', # diagn (131 firings) ' diagn', ' Diagn', 'diagn', # pend (125 firings) ' Pend', ' pend', # inqu (95 firings) ' inqu', # prec (93 firings) ' Prec', # desp (89 firings) ' desp', # dispen (88 firings) ' dispens', # dup (88 firings) ' dup', # discontin (82 firings) ' discontin', # sectarian (78 firings) ' sectarian', # inund (76 firings) ' inund', # dissemin (75 firings) ' dissemin', # juxtap (65 firings) ' juxtap', # decon (58 firings) ' decon', # pepp (56 firings) ' pepp', # condesc (55 firings) ' condesc', # fam (54 firings) ' fam', ' FAM', # bureaucr (53 firings) ' bureaucr', # disinteg (52 firings) ' disinteg', # pharm (46 firings) ' Pharm', # confisc (46 firings) ' confisc', # coy (45 firings) ' Coy', # eman (44 firings) ' eman', # propriet (38 firings) ' propriet', # deline (36 firings) ' deline', # expl (33 firings) ' expl', # flatt (32 firings) ' flatt', # annihil (31 firings) ' annihil', # brist (30 firings) ' brist', # popul (28 firings) ' popul', # promulg (27 firings) ' promulg', # comp (27 firings) ' COMP', # bart (26 firings) ' bart', # retri (25 firings) ' retri', # rep (25 firings) 'REP', # millenn (25 firings) ' Millenn', # intim (17 firings) ' intim', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'dispatch-family', 1 def prog_L06F08041(input_tokens): """2 token families, 3 surface forms (train F1 of the uncapped optimum: 0.040). Fires at 21,839 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases that question the validity or authenticity of statements or situations""" # --- end external annotation --- fire = { # there (978 firings) ' there', ' THERE', # anyone (118 firings) ' anyone', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'there-family', 1 def prog_L06F08042(input_tokens): """50 token families, 52 surface forms (train F1 of the uncapped optimum: 0.602). Fires at 12,520 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the concept of invisibility""" # --- end external annotation --- fire = { # able (335 firings) 'able', # invis (265 firings) ' invisible', ' Invisible', # unnecessary (220 firings) ' unnecessary', # jackie (199 firings) ' Jackie', # elus (169 firings) ' elusive', # anonym (157 firings) ' anonymous', # injustice (131 firings) ' injustice', # unnotic (126 firings) ' unnoticed', # immort (115 firings) ' immortal', ' Immortal', # asha (114 firings) 'asha', # unseen (112 firings) ' unseen', # imaginary (108 firings) ' imaginary', # ibil (103 firings) 'ibility', # ig (96 firings) ' Ig', # unconsci (94 firings) ' unconscious', # airborne (88 firings) ' airborne', # unstopp (87 firings) ' unstoppable', # ineffect (86 firings) ' ineffective', # useles (83 firings) ' useless', # pesky (80 firings) ' pesky', # horizont (80 firings) ' horizontal', # ghost (80 firings) ' ghosts', # jona (79 firings) ' Jonas', # hem (77 firings) ' hem', # wilkinson (75 firings) ' Wilkinson', # lev (73 firings) ' lev', # unpaid (73 firings) ' unpaid', # irrelevant (70 firings) ' irrelevant', # untitl (69 firings) 'Untitled', # inaccess (68 firings) ' inaccessible', # stevenson (67 firings) ' Stevenson', # underdog (66 firings) ' underdog', # heidi (66 firings) ' Heidi', # involuntary (65 firings) ' involuntary', # underestimate (64 firings) ' underestimate', # irresist (63 firings) ' irresistible', # assum (63 firings) 'assuming', # nonexistent (61 firings) ' nonexistent', # powerles (60 firings) ' powerless', # sylvia (57 firings) ' Sylvia', # electromagnet (57 firings) ' electromagnetic', # oblivi (56 firings) ' oblivious', # kitty (56 firings) ' Kitty', # opaque (55 firings) ' opaque', # undet (55 firings) ' undet', # inact (55 firings) ' inactive', # ion (53 firings) 'ionic', # angel (51 firings) ' angels', # vis (50 firings) 'visible', # omn (50 firings) ' Omn', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'able-family', 1 def prog_L06F08043(input_tokens): """34 token families, 46 surface forms (train F1 of the uncapped optimum: 0.279). Fires at 47,445 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to potential candidates or selections in various contexts""" # --- end external annotation --- fire = { # choice (1,008 firings) ' choice', ' Choice', 'choice', # candidate (989 firings) ' candidate', ' Candidate', # bid (912 firings) ' bid', # effort (632 firings) ' effort', # attempt (594 firings) ' attempt', # answ (538 firings) ' answer', # option (532 firings) ' option', # chance (520 firings) ' chance', # favorite (497 firings) ' favorite', 'favorite', # candidat (435 firings) ' candidates', # contend (433 firings) ' contender', ' contenders', # target (428 firings) ' target', # winn (366 firings) ' winner', # threat (347 firings) ' threat', # nominee (330 firings) ' nominee', # push (308 firings) ' push', # entry (239 firings) ' entry', # convinc (230 firings) ' convinced', ' convincing', # favourite (228 firings) ' favourite', # bet (226 firings) ' bet', ' bets', # prior (225 firings) ' priority', 'priority', # selec (217 firings) ' selection', # boost (216 firings) ' boost', # runn (215 firings) 'runner', 'runners', # favorit (195 firings) ' favorites', # elig (191 firings) ' eligible', 'eligible', # choic (186 firings) ' choices', # chanc (181 firings) ' chances', # unlike (174 firings) ' unlikely', # quest (173 firings) ' quest', # appoint (145 firings) ' appointment', # qualif (133 firings) ' qualified', 'qualified', ' qualifies', # finalist (132 firings) ' finalists', # culprit (126 firings) ' culprit', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'choice-family', 1 def prog_L06F08044(input_tokens): """3 token families, 5 surface forms (train F1 of the uncapped optimum: 0.337). Fires at 8,693 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases emphasizing uniqueness or the exclusive nature of something""" # --- end external annotation --- fire = { # only (5,694 firings) ' only', 'only', ' ONLY', # sole (131 firings) ' sole', # lone (70 firings) ' lone', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'only-family', 1 def prog_L06F08045(input_tokens): """3 token families, 4 surface forms (train F1 of the uncapped optimum: 0.958). Fires at 4,160 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of individuals named George, particularly former presidents""" # --- end external annotation --- fire = { # george (3,592 firings) ' George', 'George', # osama (214 firings) ' Osama', # orge (28 firings) 'ORGE', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'george-family', 1 def prog_L06F08046(input_tokens): """45 token families, 49 surface forms (train F1 of the uncapped optimum: 0.696). Fires at 8,435 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the name "Adams." """ # --- end external annotation --- fire = { # adam (620 firings) ' Adams', 'Adams', # rodg (359 firings) ' Rodgers', # abram (240 firings) ' Abrams', ' Abram', # jenkin (236 firings) ' Jenkins', # west (227 firings) 'West', # pak (205 firings) ' Pak', 'Pak', # outdoor (183 firings) ' outdoors', # abba (183 firings) ' Abbas', # jenn (171 firings) ' Jennings', # andrew (167 firings) ' Andrews', # independ (164 firings) ' Independence', # barton (145 firings) ' Barton', # berg (131 firings) ' Berg', # yat (125 firings) ' Yates', # bat (118 firings) ' Bates', # beav (107 firings) ' Beaver', # â (107 firings) 'Â', # pike (104 firings) ' Pike', # independent (98 firings) ' independents', # daniel (98 firings) ' Daniels', # hawkin (93 firings) ' Hawkins', # prometheu (85 firings) ' Prometheus', # hancock (80 firings) ' Hancock', # mond (75 firings) 'monds', # sag (73 firings) ' Sag', # colon (70 firings) ' colonies', # amer (66 firings) ' Amer', 'Americ', # goff (63 firings) ' Goff', # townsend (61 firings) ' Townsend', # pigeon (59 firings) ' pigeon', # dickinson (59 firings) ' Dickinson', # augusta (53 firings) ' Augusta', # hop (53 firings) ' hops', # alien (52 firings) ' Aliens', # ballard (50 firings) ' Ballard', # albion (50 firings) ' Albion', # oswald (46 firings) ' Oswald', # bahama (45 firings) ' Bahamas', # ö (42 firings) ' Ö', # inert (35 firings) ' inert', # pax (34 firings) ' Pax', # aliena (32 firings) ' alienation', # ü (25 firings) ' Ü', # ams (23 firings) 'AMS', # colonist (22 firings) ' colonists', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'adam-family', 1 def prog_L06F08047(input_tokens): """1 token families, 1 surface forms (train F1 of the uncapped optimum: 0.071). Fires at 50,079 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the phrase "that being said." """ # --- end external annotation --- fire = { # , (48,247 firings) ',', } token = input_tokens[-1] if token not in fire: return "no match", 0 return ',-family', 1 def prog_L06F08048(input_tokens): """18 token families, 27 surface forms (train F1 of the uncapped optimum: 0.833). Fires at 6,325 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: repeated mentions of the suffix "af" """ # --- end external annotation --- fire = { # af (2,982 firings) 'af', 'AF', 'Af', ' Af', ' af', ' AF', # uf (358 firings) 'uf', # saf (292 firings) ' Saf', ' SAF', ' saf', 'saf', # raf (277 firings) ' Raf', 'raf', # afa (145 firings) 'afa', # afe (122 firings) 'afe', # afi (103 firings) 'afi', # haf (87 firings) ' Haf', # afer (84 firings) 'afer', # cf (77 firings) 'CF', # afee (74 firings) 'Afee', # sof (69 firings) ' Sof', # mcf (43 firings) ' McF', # kaf (37 firings) ' Kaf', # freebsd (36 firings) ' FreeBSD', # caf (28 firings) ' Caf', # afia (24 firings) 'afia', # laf (24 firings) ' Laf', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'af-family', 1 def prog_L06F08049(input_tokens): """45 token families, 56 surface forms (train F1 of the uncapped optimum: 0.719). Fires at 10,740 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to zombies and zombie-related themes in various contexts""" # --- end external annotation --- fire = { # zombie (417 firings) ' zombie', ' Zombie', # dead (363 firings) ' Dead', # vampire (231 firings) ' Vampire', ' vampire', # skeleton (211 firings) ' skeleton', ' skeletons', # zomb (210 firings) ' zombies', ' Zombies', # ninja (202 firings) ' Ninja', ' ninja', # amc (191 firings) ' AMC', # mutant (179 firings) ' Mutant', ' mutant', ' mutants', # newborn (177 firings) ' newborn', # apocalypse (138 firings) ' apocalypse', # giant (134 firings) ' Giant', # livestock (132 firings) ' livestock', # communist (126 firings) ' communist', # romero (125 firings) ' Romero', # uninsur (117 firings) ' uninsured', # resident (114 firings) ' Resident', # ocalypt (113 firings) 'ocalyptic', # chern (103 firings) ' Chern', # deadpool (102 firings) ' Deadpool', # corpse (102 firings) ' corpse', ' Corpse', # zhang (100 firings) ' Zhang', # gmo (97 firings) ' GMO', # iem (95 firings) 'iem', # undead (95 firings) ' undead', ' Undead', # gn (87 firings) ' gn', # corps (84 firings) ' corpses', # marxist (84 firings) ' Marxist', # cow (83 firings) 'cow', 'Cow', # arant (81 firings) 'arant', # savannah (79 firings) ' Savannah', # hord (77 firings) ' hordes', # reim (75 firings) ' reim', # apocalypt (69 firings) ' apocalyptic', # zy (68 firings) ' Zy', # umm (67 firings) 'ummies', # quarantine (67 firings) ' quarantine', # alien (63 firings) ' Aliens', # slay (63 firings) ' Slayer', # horde (63 firings) ' horde', ' Horde', # ombie (55 firings) 'ombie', # fer (52 firings) ' feral', # garg (52 firings) ' Garg', # vampir (50 firings) ' vampires', # avatar (49 firings) ' avatar', # oodoo (45 firings) 'oodoo', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'zombie-family', 1 def prog_L06F08050(input_tokens): """46 token families, 58 surface forms (train F1 of the uncapped optimum: 0.671). Fires at 11,273 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to jungles and swamps""" # --- end external annotation --- fire = { # sur (489 firings) ' Sur', # jungle (281 firings) ' jungle', ' Jungle', # backpack (211 firings) ' backpack', # trop (195 firings) ' tropical', ' Tropical', # paradise (189 firings) ' Paradise', ' paradise', # queue (173 firings) ' queue', 'queue', 'Queue', # bush (164 firings) ' bush', # jung (159 firings) ' Jung', ' jung', # swamp (157 firings) ' swamp', ' Swamp', # jurass (155 firings) ' Jurassic', # jin (142 firings) 'jin', # wilder (135 firings) ' Wilderness', ' wilderness', # calai (119 firings) ' Calais', # for (116 firings) 'forest', # congo (106 firings) ' Congo', # beat (104 firings) ' Beats', # ambush (104 firings) ' ambush', # hun (103 firings) ' Hun', # dk (103 firings) ' DK', 'DK', 'dk', # hind (93 firings) ' hind', # camouflage (85 firings) ' camouflage', # jade (83 firings) ' Jade', # jay (83 firings) 'jay', # trou (82 firings) ' trou', # kab (82 firings) ' Kab', # dystopian (81 firings) ' dystopian', # sutton (80 firings) ' Sutton', # transition (77 firings) ' transitional', # nursery (77 firings) ' nursery', # nightmare (76 firings) ' Nightmare', # lush (75 firings) ' lush', # jump (74 firings) 'Jump', # bamboo (69 firings) ' bamboo', # backdoor (68 firings) ' backdoor', # raz (67 firings) ' Razer', # att (66 firings) ' attic', # gap (63 firings) ' Gap', # sahara (60 firings) ' Sahara', # slime (60 firings) ' slime', ' Slime', # gorge (59 firings) ' Gorge', # mar (59 firings) ' mars', 'mares', # queu (52 firings) ' queues', # ding (48 firings) ' ding', # oodoo (44 firings) 'oodoo', # ungle (43 firings) 'ungle', # junk (43 firings) ' Junk', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'sur-family', 1 def prog_L06F08051(input_tokens): """9 token families, 11 surface forms (train F1 of the uncapped optimum: 0.556). Fires at 20,415 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "called" referring to definitions or labels""" # --- end external annotation --- fire = { # call (8,981 firings) ' called', ' Called', ' CALL', # referr (431 firings) ' referred', # dubb (306 firings) ' dubbed', # nicknam (109 firings) ' nicknamed', # label (105 firings) ' labeled', # itl (103 firings) 'itled', # renam (80 firings) ' renamed', # term (75 firings) ' termed', # labell (64 firings) ' labelled', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'call-family', 1 def prog_L06F08052(input_tokens): """1 token families, 1 surface forms (train F1 of the uncapped optimum: 0.148). Fires at 72,214 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: repeated instances of a specific symbol or character sequence""" # --- end external annotation --- fire = { # � (68,592 firings) '�', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '�-family', 1 def prog_L06F08053(input_tokens): """24 token families, 26 surface forms (train F1 of the uncapped optimum: 0.575). Fires at 7,060 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to legal charges or indictments""" # --- end external annotation --- fire = { # indict (788 firings) ' indictment', ' indicted', ' indict', # defendant (220 firings) ' defendants', # wiret (190 firings) ' wiret', # impeach (177 firings) ' impeachment', # extradi (146 firings) ' extradition', # unse (140 firings) ' unse', # genu (130 firings) ' genus', # arra (129 firings) ' arra', # autopsy (126 firings) ' autopsy', # damn (123 firings) ' damning', # antitrust (107 firings) ' antitrust', # inspector (97 firings) ' Inspector', # conspir (95 firings) ' conspiring', # extrad (90 firings) ' extrad', # prosecutor (76 firings) 'Prosecutors', # criminal (71 firings) ' criminally', # implicat (69 firings) ' implicated', # recommend (68 firings) ' recommending', # eer (65 firings) 'eering', # prosecute (51 firings) ' prosecute', # incrim (35 firings) ' incrim', # acqu (35 firings) ' acqu', # ach (23 firings) 'achment', # ossi (18 firings) 'ossier', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'indict-family', 1 def prog_L06F08054(input_tokens): """5 token families, 9 surface forms (train F1 of the uncapped optimum: 0.338). Fires at 74,082 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: possessive pronouns and their frequency""" # --- end external annotation --- fire = { # his (18,011 firings) ' his', # their (17,393 firings) ' their', ' THEIR', # its (10,579 firings) ' its', # your (8,797 firings) ' your', ' Your', 'your', ' YOUR', # my (5,600 firings) ' my', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'his-family', 1 def prog_L06F08055(input_tokens): """29 token families, 32 surface forms (train F1 of the uncapped optimum: 0.835). Fires at 7,029 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the name "Nick." """ # --- end external annotation --- fire = { # nick (1,819 firings) ' Nick', 'Nick', 'nick', ' nick', # boyfriend (456 firings) ' boyfriend', # jeff (313 firings) 'Jeff', # nichola (299 firings) ' Nicholas', # nate (227 firings) ' Nate', # nik (220 firings) 'nik', # diaz (210 firings) ' Diaz', # ibrahim (202 firings) ' Ibrahim', # jud (185 firings) 'Jud', # nickname (180 firings) ' nickname', # schmidt (165 firings) ' Schmidt', # fox (158 firings) ' fox', # ick (154 firings) 'ICK', # nickel (151 firings) ' Nickel', # judy (121 firings) ' Judy', # griffith (120 firings) ' Griffith', # jes (98 firings) ' Jess', # nad (96 firings) ' Nad', # nich (80 firings) 'Nich', # beck (80 firings) 'Beck', # pup (64 firings) ' pup', # ned (59 firings) ' Ned', # norm (55 firings) ' Norm', # buzz (53 firings) 'Buzz', # bunny (47 firings) ' bunny', # onym (45 firings) 'onym', # midt (22 firings) 'midt', # glyph (20 firings) ' glyph', # mism (20 firings) ' mism', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'nick-family', 1 def prog_L06F08056(input_tokens): """39 token families, 71 surface forms (train F1 of the uncapped optimum: 0.462). Fires at 77,821 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of conflict or fighting""" # --- end external annotation --- fire = { # fight (4,371 firings) ' fight', ' fighting', ' fights', 'fight', ' Fight', 'fighting', 'Fighting', 'fights', 'Fight', ' FIGHT', # war (2,453 firings) ' war', ' wars', 'Wars', # argu (1,961 firings) ' argument', ' argued', ' arguments', ' arguing', ' Argument', # battle (1,919 firings) ' battle', 'battle', # debate (1,562 firings) ' debate', ' Debate', # match (1,021 firings) ' match', ' Match', 'match', # clash (969 firings) ' clashes', ' clash', ' clashed', # conversa (799 firings) ' conversation', # battl (793 firings) ' battles', ' battling', ' battled', ' Battles', # discus (742 firings) ' discussion', 'Discuss', # conflict (729 firings) ' conflict', ' conflicts', # dispute (688 firings) ' dispute', # relationship (585 firings) ' relationship', # row (549 firings) ' row', # exchange (546 firings) ' exchange', # argue (536 firings) ' argue', # struggle (491 firings) ' struggle', ' Struggle', # negotiation (445 firings) ' negotiations', # discussion (426 firings) ' discussions', # fought (405 firings) ' fought', # encount (386 firings) ' encounter', ' encounters', # cont (374 firings) ' contest', # heat (344 firings) ' heated', # confronta (333 firings) ' confrontation', # riot (333 firings) ' riots', ' riot', # standoff (273 firings) ' standoff', # chase (262 firings) ' chase', # tension (261 firings) ' tensions', # bout (257 firings) ' bout', ' bouts', # showdown (249 firings) ' showdown', ' Showdown', # rivalry (221 firings) ' rivalry', # feud (220 firings) ' feud', # colli (212 firings) ' collision', # gunfire (211 firings) ' gunfire', # contenti (208 firings) ' contentious', # ten (206 firings) ' tension', # rant (205 firings) ' rant', # brawl (205 firings) ' brawl', ' Brawl', # alterca (203 firings) ' altercation', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'fight-family', 1 def prog_L06F08057(input_tokens): """12 token families, 60 surface forms (train F1 of the uncapped optimum: 0.205). Fires at 474,837 of 36,786,566 positions. Fires at 1.29% 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: significant events or actions related to conflict and struggle""" # --- end external annotation --- fire = { # year (2,639 firings) ' year', ' Year', ' yearly', # season (2,634 firings) ' season', 'season', ' seasons', ' Season', ' seasonal', 'Season', ' seasoning', # support (1,730 firings) ' support', ' supporters', ' supportive', 'support', ' SUPPORT', # life (1,714 firings) ' life', ' LIFE', # campaign (1,616 firings) ' campaign', ' campaigns', ' Campaign', ' campaigning', 'campaign', # record (1,364 firings) ' record', ' records', ' recording', ' recordings', 'record', ' Record', ' Recording', ' recorder', 'recorded', # play (1,359 firings) ' play', ' playing', 'play', ' playable', 'playing', 'Play', ' PLAY', # death (1,321 firings) ' death', ' deaths', 'death', # game (1,295 firings) ' game', # attack (1,281 firings) ' attack', ' attacks', 'attack', 'attacks', # deal (1,275 firings) ' deal', ' deals', ' dealings', ' Deals', ' Deal', 'deal', 'Deal', # event (1,201 firings) ' event', ' events', ' Event', ' Events', 'Event', 'events', ' EVENT', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'year-family', 1 def prog_L06F08058(input_tokens): """26 token families, 37 surface forms (train F1 of the uncapped optimum: 0.662). Fires at 7,922 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to contributions or factors leading to an outcome or effect""" # --- end external annotation --- fire = { # contribut (1,179 firings) ' contributed', ' contributing', ' Contribut', ' contributes', 'Contribut', ' contribut', # contributor (655 firings) ' contributor', ' contributors', # contribute (556 firings) ' contribute', # contribu (371 firings) ' contribution', # donat (358 firings) ' donated', ' donating', # contribution (323 firings) ' contributions', ' Contributions', # ribut (240 firings) 'ributed', 'ribut', # author (187 firings) 'authored', ' authored', # owing (76 firings) ' owing', # produ (73 firings) ' Produ', # ribute (72 firings) 'ribute', # yield (59 firings) ' yielded', ' yielding', # com (59 firings) ' COM', # jam (56 firings) ' Jamal', # dictate (39 firings) ' dictate', # detriment (38 firings) ' detrimental', # dictat (37 firings) ' dictated', # collaborat (37 firings) ' collaborated', # succumb (36 firings) ' succumbed', # detract (33 firings) ' detract', # attribut (29 firings) ' attributable', # ment (28 firings) 'MENTS', # ribu (26 firings) 'ribution', # ________________________________ (22 firings) '________________________________', # contr (20 firings) ' CONTR', # aggrav (20 firings) ' aggrav', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'contribut-family', 1 def prog_L06F08059(input_tokens): """21 token families, 21 surface forms (train F1 of the uncapped optimum: 0.848). Fires at 3,235 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the name "Muhammad." """ # --- end external annotation --- fire = { # mohamm (421 firings) ' Mohammed', # muhammad (413 firings) ' Muhammad', # mohammad (228 firings) ' Mohammad', # noble (159 firings) ' Noble', # mos (155 firings) ' Moses', # medina (143 firings) ' Medina', # prophet (122 firings) ' Prophet', # allah (120 firings) ' Allah', # messeng (110 firings) ' Messenger', # mustang (103 firings) ' Mustang', # mu (92 firings) 'Mu', # ferdinand (91 firings) ' Ferdinand', # lucy (88 firings) ' Lucy', # frazi (76 firings) ' Frazier', # mecca (70 firings) ' Mecca', # spock (50 firings) ' Spock', # emerson (49 firings) ' Emerson', # ammad (48 firings) 'ammad', # hammad (43 firings) 'hammad', # ....... (10 firings) '.......', # dinand (9 firings) 'dinand', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'mohamm-family', 1 def prog_L06F08060(input_tokens): """23 token families, 47 surface forms (train F1 of the uncapped optimum: 0.146). Fires at 521,601 of 36,786,566 positions. Fires at 1.42% of positions, and token rules do not serve features this dense: median test F1 0.086 across the 37,173 features above 0.39% of positions, against 0.763 for the 76,283 below 0.016%. Read this fire set as the best available approximation, not as what the feature does.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases indicating plans or intentions""" # --- end external annotation --- fire = { # \n (51,815 firings) '\n', # i (13,811 firings) ' I', 'I', # the (11,945 firings) ' The', # we (7,547 firings) ' we', ' We', # you (7,069 firings) ' you', ' You', 'You', # thi (5,821 firings) ' This', 'This', # it (3,830 firings) ' It', # our (2,987 firings) ' our', ' Our', 'Our', # also (2,842 firings) ' also', ' Also', 'Also', # some (2,753 firings) ' some', ' Some', 'Some', # how (2,743 firings) ' how', 'How', ' How', # my (2,724 firings) ' my', ' My', 'My', # in (2,705 firings) ' In', # if (2,422 firings) ' If', 'If', # ! (2,289 firings) '!', # but (2,065 firings) ' But', # and (1,797 firings) ' And', 'And', # for (1,723 firings) ' For', 'For', # there (1,539 firings) ' There', 'There', # here (1,534 firings) ' Here', 'Here', # what (1,503 firings) ' What', 'What', 'what', # that (1,377 firings) ' That', 'That', # so (1,352 firings) ' So', 'So', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '\\n-family', 1 def prog_L06F08061(input_tokens): """8 token families, 13 surface forms (train F1 of the uncapped optimum: 0.114). Fires at 34,267 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to social sciences and general surveys""" # --- end external annotation --- fire = { # manag (866 firings) ' manager', ' Manager', ' managers', # elec (613 firings) ' election', ' Election', # assemb (323 firings) ' Assembly', ' assembly', # motor (184 firings) ' Motors', # hospit (108 firings) ' Hospital', # cathol (94 firings) ' Catholic', # counsel (87 firings) ' counsel', ' Counsel', # bargain (86 firings) ' bargaining', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'manag-family', 1 def prog_L06F08062(input_tokens): """49 token families, 54 surface forms (train F1 of the uncapped optimum: 0.652). Fires at 17,516 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to envelopes and related terms""" # --- end external annotation --- fire = { # suv (313 firings) ' SUV', # erik (254 firings) ' Erik', # aw (234 firings) ' aw', # armor (216 firings) ' armored', ' Armored', # engulf (191 firings) ' engulfed', ' engulf', # stuff (172 firings) ' stuffed', # purse (147 firings) ' purse', # airbu (145 firings) ' Airbus', # agg (141 firings) ' Agg', 'Agg', # swat (137 firings) ' SWAT', # naj (133 firings) ' Naj', # wald (132 firings) ' Wald', # oversight (131 firings) ' Oversight', # nephew (126 firings) ' nephew', # envelope (123 firings) ' envelope', # eng (122 firings) 'ENG', # elegant (117 firings) ' elegant', # monetary (116 firings) ' Monetary', # gripp (108 firings) ' gripped', ' gripping', # envelop (105 firings) ' envelop', # excel (104 firings) ' Excel', # shootout (103 firings) ' shootout', # advertise (99 firings) 'advertisement', # flor (98 firings) ' Flores', # xv (98 firings) ' XV', # won (97 firings) ' Won', # clut (96 firings) ' clut', # fuj (96 firings) ' Fuj', # shroud (93 firings) ' shrouded', ' Shroud', # lys (92 firings) 'lyss', # ek (92 firings) ' Ek', # cay (91 firings) ' Cay', # unab (87 firings) ' unab', # key (87 firings) ' Keys', # playbook (85 firings) ' playbook', # westbrook (85 firings) ' Westbrook', # perplex (82 firings) ' perplex', # mountain (81 firings) ' mountainous', # velop (78 firings) 'velop', # fedex (78 firings) ' FedEx', # huma (77 firings) ' Huma', # eur (77 firings) ' EUR', # armour (74 firings) ' armoured', # overs (72 firings) ' oversized', # edwin (71 firings) ' Edwin', # flo (70 firings) ' flo', # enclos (67 firings) ' enclosed', # pur (66 firings) ' purs', # deng (66 firings) ' Deng', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'suv-family', 1 def prog_L06F08063(input_tokens): """19 token families, 30 surface forms (train F1 of the uncapped optimum: 0.144). Fires at 56,764 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: words or phrases indicating specific actions or conditions""" # --- end external annotation --- fire = { # on (1,149 firings) 'on', 'ON', # a (1,089 firings) 'a', # i (841 firings) 'i', # ar (619 firings) 'ar', # ro (493 firings) 'ro', 'RO', # own (436 firings) 'own', 'OWN', # el (429 firings) 'el', # te (341 firings) 'te', 'TE', # ta (329 firings) 'TA', # ri (306 firings) 'ri', 'RI', # im (298 firings) 'im', 'IM', # ah (280 firings) 'ah', 'AH', # ra (256 firings) 'ra', # ale (246 firings) 'ale', 'ALE', # iv (199 firings) 'iv', 'IV', # ime (194 firings) 'ime', 'imes', # ron (168 firings) 'ron', 'ronic', # re (163 firings) 'RE', # ore (151 firings) 'ore', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'on-family', 1 def prog_L06F08064(input_tokens): """15 token families, 23 surface forms (train F1 of the uncapped optimum: 0.092). Fires at 513,448 of 36,786,566 positions. Fires at 1.40% 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: indications of audience satisfaction and reactions""" # --- end external annotation --- fire = { # and (26,529 firings) ' and', ' And', # that (13,171 firings) ' that', # it (9,949 firings) ' it', ' It', # i (6,829 firings) ' I', # but (5,823 firings) ' but', ' But', 'but', # they (3,448 firings) ' they', ' They', # just (3,087 firings) ' just', ' Just', 'just', # about (2,866 firings) ' about', # my (2,512 firings) ' my', # what (2,226 firings) ' what', # there (2,046 firings) ' there', 'thereal', # some (2,001 firings) ' some', # time (1,864 firings) ' time', # how (1,567 firings) ' how', # like (1,539 firings) ' like', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'and-family', 1 def prog_L06F08065(input_tokens): """29 token families, 32 surface forms (train F1 of the uncapped optimum: 0.346). Fires at 55,909 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: connective phrases that introduce comparisons or conditions""" # --- end external annotation --- fire = { # the (1,847 firings) 'the', # or (1,703 firings) 'or', # which (1,262 firings) 'which', # not (622 firings) 'not', # includ (605 firings) 'including', 'includes', # with (564 firings) 'with', # for (563 firings) 'for', # who (540 firings) 'who', 'WHO', # born (491 firings) 'born', # also (389 firings) 'also', # like (385 firings) 'like', 'likely', # that (325 firings) 'that', # see (321 firings) 'see', # from (314 firings) 'from', # via (300 firings) 'via', # pictur (252 firings) 'pictured', # but (239 firings) 'but', # though (234 firings) 'though', # left (234 firings) 'left', # even (213 firings) 'even', # now (213 firings) 'now', # aka (211 firings) 'aka', # such (210 firings) 'such', # especial (194 firings) 'especially', # although (173 firings) 'although', # where (172 firings) 'where', # yes (156 firings) 'yes', # about (156 firings) 'about', # when (144 firings) 'when', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'the-family', 1 def prog_L06F08066(input_tokens): """49 token families, 54 surface forms (train F1 of the uncapped optimum: 0.743). Fires at 12,325 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the name "Bryant." """ # --- end external annotation --- fire = { # lak (422 firings) ' Lakers', # bryant (377 firings) ' Bryant', # everton (365 firings) ' Everton', # lon (320 firings) 'lon', ' Lon', # brent (292 firings) ' Brent', # brien (268 firings) 'Brien', # obe (261 firings) 'obe', # ibrahim (202 firings) ' Ibrahim', # bever (196 firings) ' Beverly', # cardiff (180 firings) ' Cardiff', # dwight (148 firings) ' Dwight', # ark (148 firings) 'arks', # baylor (145 firings) ' Baylor', # obi (140 firings) 'obi', ' Obi', # bart (137 firings) ' BART', # oby (135 firings) 'oby', # bry (134 firings) ' Bry', # bolton (134 firings) ' Bolton', # kobe (130 firings) ' Kobe', # lionel (127 firings) ' Lionel', # walton (126 firings) ' Walton', # dol (126 firings) ' Dol', # rodney (121 firings) ' Rodney', # byron (117 firings) ' Byron', # mark (116 firings) ' Marks', # kardashian (107 firings) ' Kardashian', # level (107 firings) ' leveled', ' leveling', # arch (106 firings) ' Archer', # rubb (99 firings) ' rubbing', ' rubbed', # stub (99 firings) ' stub', ' Stub', # stapl (98 firings) ' Staples', # sear (97 firings) ' Sears', # pau (95 firings) ' Pau', # sey (93 firings) 'seys', # ingram (89 firings) ' Ingram', # nard (88 firings) 'nard', # barkley (87 firings) ' Barkley', # wardrobe (79 firings) ' wardrobe', # singl (75 firings) ' singled', # obyl (73 firings) 'obyl', # disarm (73 firings) ' disarm', # chandra (68 firings) ' Chandra', # tuberculosi (65 firings) ' tuberculosis', # kry (64 firings) ' Kry', # chamberlain (61 firings) ' Chamberlain', # payton (60 firings) ' Payton', # kare (59 firings) ' Kare', # wilde (54 firings) ' Wilde', # ramsay (53 firings) ' Ramsay', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'lak-family', 1 def prog_L06F08067(input_tokens): """42 token families, 58 surface forms (train F1 of the uncapped optimum: 0.701). Fires at 9,497 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the striatum in neuronal contexts""" # --- end external annotation --- fire = { # ri (353 firings) 'RI', # stro (279 firings) ' Stro', 'stro', ' stro', # stri (278 firings) ' stri', 'stri', ' Stri', # dri (262 firings) 'Dri', ' Dri', 'dri', # trou (178 firings) ' trou', ' Trou', # wim (147 firings) ' Wim', # sioux (146 firings) ' Sioux', # chall (142 firings) ' Chall', 'Chall', 'chall', ' chall', # stru (141 firings) 'stru', ' Stru', # charg (126 firings) ' Charg', 'Charg', # pri (122 firings) 'pri', 'Pri', # entreprene (115 firings) ' Entreprene', # pro (115 firings) ' PRO', 'PRO', # haj (114 firings) ' Haj', # stam (107 firings) ' Stam', # pau (99 firings) ' Pau', # pes (96 firings) ' Pes', # cra (94 firings) ' Cra', 'Cra', # scra (89 firings) ' scra', # chast (88 firings) ' chast', # flo (88 firings) ' flo', 'flo', # wide (86 firings) ' Wide', # thri (81 firings) ' thri', # ftc (80 firings) ' FTC', # sao (74 firings) ' Sao', # nikola (73 firings) ' Nikola', # oblig (68 firings) ' oblig', # fal (67 firings) 'fal', # grapp (65 firings) ' grapp', # shak (64 firings) ' Shak', # star (62 firings) 'STAR', # mour (61 firings) ' Mour', # ser (60 firings) ' SER', # bron (60 firings) 'Bron', # stra (58 firings) 'Stra', # kok (53 firings) ' Kok', # jan (48 firings) ' jan', # smy (47 firings) ' Smy', # str (42 firings) ' strives', # gri (40 firings) ' gri', # chimpan (39 firings) ' chimpan', # stripe (38 firings) ' stripe', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ri-family', 1 def prog_L06F08068(input_tokens): """3 token families, 6 surface forms (train F1 of the uncapped optimum: 0.037). Fires at 29,228 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases related to identity and self-perception""" # --- end external annotation --- fire = { # you (1,896 firings) ' you', ' YOU', # we (1,263 firings) ' we', ' WE', # they (1,173 firings) ' they', ' THEY', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'you-family', 1 def prog_L06F08069(input_tokens): """6 token families, 9 surface forms (train F1 of the uncapped optimum: 0.069). Fires at 29,336 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to academic institutions and scientific papers""" # --- end external annotation --- fire = { # of (19,230 firings) ' of', ' Of', ' OF', # award (222 firings) ' Awards', ' Award', # scienc (137 firings) ' Sciences', # academy (125 firings) ' Academy', # peace (80 firings) ' Peace', # age (79 firings) 'age', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'of-family', 1 def prog_L06F08070(input_tokens): """6 token families, 6 surface forms (train F1 of the uncapped optimum: 0.096). Fires at 71,283 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: incidents involving law enforcement and protests""" # --- end external annotation --- fire = { # \n (66,931 firings) '\n', # updat (865 firings) 'Updated', # by (757 firings) 'By', # | (602 firings) ' |', # post (238 firings) 'Posted', # legraph (209 firings) 'legraph', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '\\n-family', 1 def prog_L06F08071(input_tokens): """14 token families, 21 surface forms (train F1 of the uncapped optimum: 0.106). Fires at 23,474 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: action verbs related to processes or actions that are being taken or executed""" # --- end external annotation --- fire = { # done (296 firings) ' done', ' Done', 'Done', # elect (223 firings) ' elected', 'elected', # pass (176 firings) ' passed', ' Passed', # compar (172 firings) ' compared', # introduc (141 firings) ' introduced', 'Introduced', ' Introduced', # convict (133 firings) ' convicted', # approv (109 firings) ' approved', # combin (104 firings) ' combined', ' Combined', # attack (88 firings) ' attacked', # complet (85 firings) ' completed', # appl (77 firings) ' applied', # expos (73 firings) ' exposed', # proper (69 firings) ' properly', # confront (64 firings) ' confronted', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'done-family', 1 def prog_L06F08072(input_tokens): """25 token families, 36 surface forms (train F1 of the uncapped optimum: 0.151). Fires at 81,412 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: words and phrases related to various aspects of data and metadata""" # --- end external annotation --- fire = { # a (1,035 firings) 'a', 'ça', # x (994 firings) 'x', 'X', ' x', # o (967 firings) 'o', 'ão', # z (796 firings) 'z', # e (785 firings) 'e', # en (710 firings) 'en', 'EN', # at (657 firings) 'at', # d (610 firings) 'd', # n (542 firings) 'n', 'ón', # c (522 firings) 'c', # k (483 firings) 'k', # g (465 firings) 'g', # st (458 firings) 'st', # f (439 firings) 'f', # j (397 firings) 'j', # ab (357 firings) 'ab', 'AB', # ­ (332 firings) '\xad', # w (330 firings) 'w', # ig (282 firings) 'ig', 'IG', # _ (274 firings) '_', # iv (258 firings) 'iv', 'IV', # te (256 firings) 'te', 'TE', # @ (255 firings) '@', # iz (241 firings) 'iz', 'IZ', # ri (207 firings) 'ri', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'a-family', 1 def prog_L06F08073(input_tokens): """19 token families, 21 surface forms (train F1 of the uncapped optimum: 0.452). Fires at 6,434 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases expressing improbability or doubt""" # --- end external annotation --- fire = { # like (1,211 firings) ' likely', 'likely', # unlike (968 firings) ' unlikely', # surpris (270 firings) ' surprising', # reluctant (201 firings) ' reluctant', # improb (108 firings) ' improbable', # lier (98 firings) 'lier', # liest (78 firings) 'liest', # presum (70 firings) ' presumed', ' presum', # fetch (69 firings) 'fetched', # skept (63 firings) ' skeptical', # unsur (61 firings) ' unsur', # assum (56 firings) 'assuming', # pris (55 firings) 'prising', # doubt (53 firings) ' doubtful', # unthink (47 firings) ' unthinkable', # dubi (40 firings) ' dubious', # aus (32 firings) 'ausible', # pessimist (27 firings) ' pessimistic', # ceiv (24 firings) 'ceivable', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'like-family', 1 def prog_L06F08074(input_tokens): """7 token families, 10 surface forms (train F1 of the uncapped optimum: 0.768). Fires at 3,780 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases related to capital and financial investments""" # --- end external annotation --- fire = { # capit (2,921 firings) ' capital', ' Capital', 'Capital', 'capital', # lev (119 firings) ' lever', # collater (70 firings) ' collateral', # mana (42 firings) ' mana', # capital (40 firings) ' capitals', # phil (35 firings) 'phil', # capitalist (32 firings) ' capitalists', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'capit-family', 1 def prog_L06F08075(input_tokens): """11 token families, 27 surface forms (train F1 of the uncapped optimum: 0.150). Fires at 204,800 of 36,786,566 positions. Fires at 0.56% of positions, and token rules do not serve features this dense: median test F1 0.086 across the 37,173 features above 0.39% of positions, against 0.763 for the 76,283 below 0.016%. Read this fire set as the best available approximation, not as what the feature does.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: proper nouns, particularly geographic locations and notable individuals""" # --- end external annotation --- fire = { # trump (2,129 firings) ' Trump', 'Trump', # police (1,633 firings) ' police', ' Police', 'Police', # state (1,501 firings) ' state', ' State', 'State', # u (1,130 firings) ' U', # mr (1,101 firings) ' Mr', ' MR', # apple (1,098 firings) ' Apple', 'Apple', # google (980 firings) ' Google', 'Google', # republican (946 firings) ' Republican', ' Republicans', 'Republicans', # obama (791 firings) ' Obama', 'Obama', # clinton (777 firings) ' Clinton', 'Clinton', ' Clintons', # bitcoin (729 firings) ' Bitcoin', ' bitcoin', 'Bitcoin', ' Bitcoins', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'trump-family', 1 def prog_L06F08076(input_tokens): """19 token families, 33 surface forms (train F1 of the uncapped optimum: 0.532). Fires at 10,696 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to historical timelines or dates""" # --- end external annotation --- fire = { # dat (1,986 firings) ' dating', ' dates', ' dated', ' Dates', 'dated', 'dating', ' Dating', 'dates', # date (1,779 firings) ' date', ' Date', 'Date', # chron (248 firings) ' chron', ' Chron', 'chron', # trac (191 firings) ' traced', ' traces', # spann (167 firings) ' spanning', # number (121 firings) ' numbered', ' numbering', 'numbered', # ال (85 firings) ' ال', # valu (79 firings) ' valued', # circa (69 firings) ' circa', # span (62 firings) ' spans', # dynasty (54 firings) ' Dynasty', # owe (51 firings) ' owes', # ‎ (48 firings) '\u200e', # pegg (47 firings) ' pegged', # tim (46 firings) ' timed', # authentic (45 firings) ' authenticity', # ace (34 firings) 'aceous', # total (34 firings) ' totaling', # alog (27 firings) 'alog', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'dat-family', 1 def prog_L06F08077(input_tokens): """8 token families, 20 surface forms (train F1 of the uncapped optimum: 0.087). Fires at 347,135 of 36,786,566 positions. Fires at 0.94% 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: specific names and terms associated with individuals and organizations in a scientific and news context""" # --- end external annotation --- fire = { # , (42,594 firings) ',', ' ,', # and (16,968 firings) ' and', ' AND', 'anders', ' Anders', 'anding', # s (6,613 firings) 's', 'és', 'ís', # ( (5,236 firings) ' (', # or (2,121 firings) ' or', ' OR', # — (1,871 firings) ' —', '—', # - (1,063 firings) ' -', # o (1,037 firings) 'o', ' O', ' o', 'ão', } token = input_tokens[-1] if token not in fire: return "no match", 0 return ',-family', 1 def prog_L06F08078(input_tokens): """14 token families, 31 surface forms (train F1 of the uncapped optimum: 0.169). Fires at 91,193 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to Jewish and Muslim communities and organizations""" # --- end external annotation --- fire = { # commun (1,839 firings) ' community', ' communities', ' Community', ' Commun', ' Communities', # church (1,189 firings) ' Church', ' church', ' churches', ' Churches', # lead (876 firings) ' leaders', ' leader', ' Leaders', # group (802 firings) ' groups', ' Groups', # party (571 firings) ' Party', # right (570 firings) ' rights', ' Right', 'rights', # cent (415 firings) ' Center', # marriage (395 firings) ' marriage', ' Marriage', 'marriage', # popula (352 firings) ' population', # move (351 firings) ' movement', ' Movement', # ism (350 firings) 'ism', # associa (287 firings) ' Association', # minor (242 firings) ' minority', ' minorities', # militant (238 firings) ' militants', ' militant', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'commun-family', 1 def prog_L06F08079(input_tokens): """29 token families, 36 surface forms (train F1 of the uncapped optimum: 0.739). Fires at 7,212 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "Stone." """ # --- end external annotation --- fire = { # stone (1,995 firings) ' Stone', 'stone', 'Stone', # drake (257 firings) ' Drake', # ston (220 firings) ' Stones', 'stones', # richard (190 firings) ' Richards', # ste (190 firings) 'ste', # artifact (174 firings) ' artifacts', ' artifact', ' Artifact', # estone (166 firings) 'estone', # ettel (134 firings) 'ettel', # tig (124 firings) ' Tiger', # stark (115 firings) ' Stark', # slate (112 firings) ' Slate', # field (102 firings) ' Fields', # smithsonian (101 firings) ' Smithsonian', # spear (90 firings) ' Spears', ' Spear', # isman (89 firings) 'isman', # tri (87 firings) 'Tri', # andrew (87 firings) ' Andrews', # arton (85 firings) 'arton', # olith (80 firings) 'olith', # dartmouth (67 firings) ' Dartmouth', # thiel (66 firings) ' Thiel', # steele (65 firings) ' Steele', # vik (55 firings) ' Viking', # splash (54 firings) ' Splash', # starr (51 firings) ' Starr', # arte (40 firings) ' arte', # sand (29 firings) ' Sands', # spo (21 firings) ' Spo', # ifact (19 firings) 'ifact', 'ifacts', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'stone-family', 1 def prog_L06F08080(input_tokens): """25 token families, 36 surface forms (train F1 of the uncapped optimum: 0.644). Fires at 6,809 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to rent and housing costs""" # --- end external annotation --- fire = { # rent (1,715 firings) ' rent', ' rental', 'rent', ' rented', ' rents', ' renting', ' Rent', ' renters', # landlord (233 firings) ' landlord', ' landlords', # ren (193 firings) ' ren', # shar (173 firings) 'sharing', # sara (150 firings) ' Sara', # demand (118 firings) 'demand', # zon (106 firings) ' zoning', # lease (102 firings) ' lease', 'lease', # lent (100 firings) ' lent', ' Lent', # craigslist (96 firings) ' Craigslist', # ict (87 firings) 'icted', # hert (78 firings) ' Hert', # evic (77 firings) ' eviction', # rental (72 firings) ' rentals', # rifica (68 firings) 'rification', # tv (60 firings) ' tv', # vac (54 firings) ' vac', # jes (52 firings) ' Jess', # sung (37 firings) ' Sung', # liv (35 firings) ' liv', # leas (31 firings) ' leased', # resize (29 firings) ' resize', # ssh (24 firings) 'ssh', ' ssh', # ansom (24 firings) 'ansom', # due (21 firings) ' dues', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'rent-family', 1 def prog_L06F08081(input_tokens): """46 token families, 61 surface forms (train F1 of the uncapped optimum: 0.701). Fires at 11,426 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to courthouses and related legal contexts""" # --- end external annotation --- fire = { # cour (498 firings) ' Cour', ' cour', 'cour', 'Cour', ' COUR', # court (198 firings) 'Court', ' Courts', ' COURT', # oir (185 firings) 'oir', # hunt (184 firings) ' Hunts', # courthouse (181 firings) ' courthouse', # brow (181 firings) ' Brow', ' brow', 'Brow', # bre (179 firings) 'BRE', ' bre', # jur (162 firings) ' Jur', ' jur', # jes (162 firings) 'Jes', ' Jes', # arche (158 firings) ' arche', ' Arche', # cinem (146 firings) ' cinem', # str (146 firings) ' strive', ' strives', # journ (145 firings) 'Journal', # agar (126 firings) 'agar', # aval (117 firings) 'aval', # cere (113 firings) ' Cere', # unab (110 firings) ' unab', # cove (110 firings) ' Cove', ' cove', # correspond (99 firings) ' correspondence', # brid (99 firings) 'brid', # hoov (97 firings) ' Hoover', # cout (95 firings) ' Cout', # bev (95 firings) ' Bever', # thouse (92 firings) 'thouse', # tut (90 firings) ' tut', # jol (89 firings) ' Jol', # trou (87 firings) ' trou', # oche (87 firings) 'oche', # chel (85 firings) ' Chel', 'Chel', # tresp (84 firings) ' tresp', # jog (83 firings) ' jog', # conve (81 firings) ' conve', # blur (80 firings) ' blur', # cumb (76 firings) ' Cumber', # aur (74 firings) ' Aur', # courtyard (73 firings) ' courtyard', # bub (73 firings) ' bub', # witt (72 firings) ' Witt', # unques (66 firings) ' unquestion', # clair (65 firings) ' Clair', # conv (63 firings) ' convers', # shrew (62 firings) ' shrew', # grou (57 firings) ' grou', # r (56 firings) ' ré', # refr (50 firings) ' refres', # refere (48 firings) ' refere', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'cour-family', 1 def prog_L06F08082(input_tokens): """3 token families, 3 surface forms (train F1 of the uncapped optimum: 0.075). Fires at 58,948 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: repeated phrases, particularly those introducing ideas or transitions""" # --- end external annotation --- fire = { # , (50,629 firings) ',', # howev (197 firings) ' however', # mind (157 firings) ' mind', } token = input_tokens[-1] if token not in fire: return "no match", 0 return ',-family', 1 def prog_L06F08083(input_tokens): """8 token families, 19 surface forms (train F1 of the uncapped optimum: 0.103). Fires at 114,390 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to violence and hate crimes""" # --- end external annotation --- fire = { # " (1,795 firings) '"', # against (836 firings) ' against', ' Against', 'against', # ' (822 firings) "'", # ist (700 firings) 'ist', 'ists', 'istic', # viol (647 firings) ' violence', ' Violence', 'violence', # attack (499 firings) ' attack', ' attacks', ' Attacks', # crime (431 firings) ' crime', 'crime', ' Crime', # ism (424 firings) 'ism', 'ISM', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '"-family', 1 def prog_L06F08084(input_tokens): """43 token families, 61 surface forms (train F1 of the uncapped optimum: 0.617). Fires at 11,642 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to "clusters," indicating groupings in various contexts""" # --- end external annotation --- fire = { # clust (445 firings) ' cluster', ' clusters', ' Cluster', ' clust', # hub (280 firings) ' hub', ' hubs', # clan (274 firings) ' clan', ' Clan', ' clans', # ust (241 firings) 'uster', 'usters', # clin (176 firings) ' clin', ' Clinical', ' Clin', # rift (174 firings) ' Rift', # uddle (162 firings) 'uddle', # swarm (162 firings) ' swarm', ' Swarm', # group (160 firings) ' grouped', ' grouping', 'Group', 'groups', # guatemala (144 firings) ' Guatemala', # cu (139 firings) ' CU', 'CU', # cisco (134 firings) ' Cisco', # gang (112 firings) ' gangs', # constella (104 firings) ' constellation', # cor (104 firings) ' cores', # baff (102 firings) ' baff', # hot (99 firings) ' hots', 'hots', # kosovo (94 firings) ' Kosovo', # uddl (93 firings) 'uddled', # cra (91 firings) ' Cra', # yun (86 firings) ' Yun', # clash (83 firings) ' Clash', # aura (83 firings) ' aura', ' Aura', # clov (83 firings) ' Clover', ' cloves', # starr (81 firings) ' Starr', # ha (78 firings) ' HA', # conc (76 firings) ' Conc', # clut (76 firings) ' clut', # kara (75 firings) ' Kara', # pod (71 firings) ' pods', # dense (67 firings) ' densely', # kill (67 firings) ' Killer', # clutch (65 firings) ' clutch', # clinch (63 firings) ' clinch', # chomsky (62 firings) ' Chomsky', # lena (60 firings) ' Lena', # nebula (59 firings) ' Nebula', # odd (59 firings) ' oddly', # lust (57 firings) 'lust', 'luster', # cab (49 firings) ' cabal', # ella (44 firings) 'ellation', # stink (44 firings) ' stink', # cursor (43 firings) ' cursor', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'clust-family', 1 def prog_L06F08085(input_tokens): """19 token families, 23 surface forms (train F1 of the uncapped optimum: 0.731). Fires at 10,786 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to effort and the value associated with it""" # --- end external annotation --- fire = { # effort (4,778 firings) ' effort', ' efforts', # attempt (1,891 firings) ' attempt', ' Attempt', # str (186 firings) ' strive', ' strives', # endeavor (124 firings) ' endeavor', # foray (116 firings) ' foray', # eff (115 firings) ' Eff', 'eff', # concert (75 firings) ' concerted', # striv (67 firings) ' striving', # ermott (62 firings) 'ermott', # uncom (61 firings) ' uncom', # exert (52 firings) ' exert', # labor (48 firings) 'Labor', # rahim (47 firings) 'rahim', # ush (42 firings) 'USH', # endeavour (41 firings) ' endeavour', # comput (37 firings) ' comput', # illian (35 firings) 'illian', # erson (33 firings) 'ERSON', # push (27 firings) 'Push', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'effort-family', 1 def prog_L06F08086(input_tokens): """42 token families, 45 surface forms (train F1 of the uncapped optimum: 0.530). Fires at 6,121 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the concept of being at a midpoint or halfway mark in various contexts""" # --- end external annotation --- fire = { # halfway (272 firings) ' halfway', # jok (201 firings) ' joked', ' joking', # trilogy (193 firings) ' trilogy', # safe (171 firings) ' safely', # midway (120 firings) ' midway', # halftime (116 firings) ' halftime', # dangerous (107 firings) ' dangerously', # pronoun (84 firings) ' pronouns', ' pronoun', # loop (69 firings) 'loop', # cru (67 firings) ' cru', # anal (64 firings) ' anal', # near (64 firings) ' nearing', # prol (62 firings) ' prol', ' Prol', # paleo (60 firings) ' Paleo', # fin (59 firings) 'Fin', # fart (57 firings) ' fart', # cruis (57 firings) ' cruising', # infinite (51 firings) ' infinitely', # epi (48 firings) ' epis', # ultimate (47 firings) 'ultimate', # way (46 firings) ' Ways', # parap (42 firings) ' parap', # found (41 firings) ' Founders', # reckon (39 firings) ' reckoned', # borderline (38 firings) ' borderline', # encamp (38 firings) ' encamp', # metast (32 firings) ' metast', # controv (31 firings) ' controvers', # binary (31 firings) 'binary', # spart (29 firings) ' Spart', # doomsday (28 firings) ' Doomsday', # omsday (27 firings) 'omsday', # travell (26 firings) ' traveller', # hypot (25 firings) ' hypot', # leg (25 firings) ' LEG', # third (25 firings) ' thirds', # dona (24 firings) ' Donation', # wic (23 firings) 'wic', # com (21 firings) 'comed', # oath (20 firings) ' Oath', # apost (19 firings) ' Apost', # ollo (17 firings) 'ollo', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'halfway-family', 1 def prog_L06F08087(input_tokens): """36 token families, 49 surface forms (train F1 of the uncapped optimum: 0.595). Fires at 11,596 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to art exhibitions""" # --- end external annotation --- fire = { # display (1,748 firings) ' display', ' displayed', ' displays', ' displaying', # exhibi (575 firings) ' exhibition', ' Exhibition', # exhibit (575 firings) ' exhibit', ' exhibited', ' exhibits', ' exhibiting', ' Exhibit', # showcase (387 firings) ' showcase', # showcas (352 firings) ' showcasing', ' showcases', ' showcased', # expo (241 firings) ' Expo', # attrac (179 firings) ' attraction', # artifact (162 firings) ' artifacts', ' artifact', # attraction (140 firings) ' attractions', # hib (100 firings) 'hib', # sculpture (92 firings) ' sculpture', # tate (88 firings) ' Tate', # hous (87 firings) ' housed', # pavilion (86 firings) ' Pavilion', # tast (80 firings) ' tasting', # curator (78 firings) ' curator', # retrospect (65 firings) ' retrospective', # exhibition (62 firings) ' exhibitions', # redevelop (59 firings) ' redevelopment', # conces (56 firings) ' concession', # hibit (55 firings) 'hibit', 'hibited', # catalogue (54 firings) ' catalogue', # aur (51 firings) ' aur', # posium (51 firings) 'posium', # concession (50 firings) ' concessions', # pav (46 firings) ' pav', # renovation (43 firings) ' renovations', # annex (40 firings) ' Annex', ' annex', # facade (37 firings) ' facade', # madame (36 firings) ' Madame', # exhib (34 firings) ' exhib', # ifera (32 firings) 'iferation', # amph (31 firings) ' amph', # useum (31 firings) 'useum', # unda (31 firings) 'unda', # exposi (30 firings) ' exposition', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'display-family', 1 def prog_L06F08088(input_tokens): """37 token families, 59 surface forms (train F1 of the uncapped optimum: 0.690). Fires at 8,758 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: variations and instances of the word "bow." """ # --- end external annotation --- fire = { # bow (1,180 firings) ' bow', ' Bow', 'bow', 'Bow', ' bowed', 'bows', ' bows', ' Bows', # bowl (355 firings) ' bowl', ' bowling', ' Bowling', # beam (232 firings) ' beams', ' beam', ' Beam', # bark (220 firings) ' Barker', ' bark', ' barking', # bowie (194 firings) ' Bowie', # bat (163 firings) ' bats', # bend (152 firings) ' bend', ' bending', ' bends', # arrow (145 firings) ' arrow', ' arrows', # brave (135 firings) ' Brave', 'Brave', # wb (135 firings) ' WB', 'WB', # bst (131 firings) ' BST', # brav (127 firings) ' Braves', # kne (95 firings) ' kne', # hodg (95 firings) ' Hodg', # bowen (93 firings) ' Bowen', # dext (89 firings) ' Dexter', # pear (86 firings) ' Pear', ' pear', 'Pear', # bowman (81 firings) ' Bowman', # bowel (81 firings) ' bowel', # ala (80 firings) ' Alas', ' alas', # aughty (71 firings) 'aughty', # bb (68 firings) 'bb', # violin (67 firings) ' violin', # dart (67 firings) ' Dart', # emb (67 firings) 'embed', # arch (65 firings) ' Archer', # hem (60 firings) ' hem', # bravo (60 firings) ' Bravo', # ........ (55 firings) '........', ' ........', # bellig (54 firings) ' bellig', # bladd (54 firings) ' bladder', # brah (53 firings) ' Brah', # prow (51 firings) ' prow', # beck (48 firings) ' beck', # seam (41 firings) ' seam', # adj (36 firings) ' adj', # blossom (36 firings) ' Blossom', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'bow-family', 1 def prog_L06F08089(input_tokens): """25 token families, 29 surface forms (train F1 of the uncapped optimum: 0.289). Fires at 31,456 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: comparisons emphasizing improvement or superiority""" # --- end external annotation --- fire = { # bett (2,048 firings) ' better', ' Better', 'better', # similar (962 firings) ' similar', ' similarly', # potent (627 firings) ' potential', # larg (597 firings) ' larger', # high (564 firings) ' higher', 'higher', # bigg (488 firings) ' bigger', # addition (479 firings) ' additional', # extra (460 firings) ' extra', # particular (418 firings) ' particular', # low (407 firings) ' lower', # great (391 firings) ' greater', # separate (349 firings) ' separate', # fresh (347 firings) ' fresh', # clos (324 firings) ' closer', # nearby (323 firings) ' nearby', # small (280 firings) ' smaller', # mere (275 firings) ' mere', # wid (212 firings) ' wider', # broad (187 firings) ' broader', # strong (182 firings) ' stronger', # deep (159 firings) ' deeper', # cheap (128 firings) ' cheaper', # less (113 firings) ' lesser', # renew (91 firings) ' renewed', # short (83 firings) ' shorter', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'bett-family', 1 def prog_L06F08090(input_tokens): """6 token families, 7 surface forms (train F1 of the uncapped optimum: 0.274). Fires at 14,889 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases emphasizing comparison and degree, particularly relating to "more than anything" or "more than any other." """ # --- end external annotation --- fire = { # any (4,195 firings) ' any', ' ANY', # anyone (721 firings) ' anyone', # anyth (715 firings) ' anything', # else (390 firings) ' else', # anywhere (147 firings) ' anywhere', # anybody (94 firings) ' anybody', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'any-family', 1 def prog_L06F08091(input_tokens): """23 token families, 60 surface forms (train F1 of the uncapped optimum: 0.326). Fires at 62,253 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to home buying and real estate""" # --- end external annotation --- fire = { # home (3,284 firings) ' home', 'home', # hous (1,853 firings) ' housing', ' houses', ' Housing', 'houses', 'housing', # house (1,604 firings) ' house', # hom (1,595 firings) ' homes', ' Homes', # property (1,312 firings) ' property', ' Property', 'Property', # liv (1,019 firings) ' living', ' lived', ' liv', # apart (821 firings) ' apartment', ' apartments', ' Apart', # estate (610 firings) ' estate', ' Estate', 'estate', # unit (591 firings) ' units', 'unit', 'units', # sold (460 firings) ' sold', # rent (458 firings) ' rental', ' rent', ' renting', ' rented', ' rents', ' Rent', ' renters', # resident (387 firings) ' residential', ' Residential', 'resident', # propert (387 firings) ' properties', ' Properties', # sale (352 firings) ' sale', # sell (343 firings) ' sell', # build (339 firings) ' buildings', ' builder', 'builders', # flat (299 firings) ' flat', ' flats', # buy (265 firings) ' buyers', 'buy', ' buyer', # homeown (264 firings) ' homeowners', ' homeowner', # afford (236 firings) ' affordable', ' affordability', # tow (221 firings) ' tower', ' towers', ' Towers', # bedroom (218 firings) 'bedroom', ' bedroom', ' bedrooms', # condo (195 firings) ' condo', ' condos', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'home-family', 1 def prog_L06F08092(input_tokens): """6 token families, 10 surface forms (train F1 of the uncapped optimum: 0.064). Fires at 47,696 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to extending agreements or support in different contexts""" # --- end external annotation --- fire = { # its (1,154 firings) ' its', # extend (444 firings) ' extended', ' extend', ' extending', ' extends', # contract (218 firings) ' contract', ' contracts', # able (177 firings) 'able', # ban (146 firings) ' ban', # term (143 firings) 'term', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'its-family', 1 def prog_L06F08093(input_tokens): """48 token families, 59 surface forms (train F1 of the uncapped optimum: 0.688). Fires at 13,191 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to specific years in the 1800s""" # --- end external annotation --- fire = { # 1950 (542 firings) ' 1950', '1950', # 900 (502 firings) ' 900', '900', # 1930 (266 firings) ' 1930', # 1800 (198 firings) ' 1800', '1800', # 1900 (183 firings) ' 1900', '1900', # 1500 (183 firings) ' 1500', '1500', # 2050 (175 firings) ' 2050', # maur (165 firings) ' Maur', # act (163 firings) ' ACT', 'Act', # 1940 (152 firings) ' 1940', # 1600 (152 firings) ' 1600', '1600', # 1200 (150 firings) ' 1200', '1200', # noon (145 firings) ' noon', # 1920 (136 firings) ' 1920', '1920', # alth (132 firings) 'alth', 'ALTH', # mon (110 firings) ' Mons', # maxwell (100 firings) ' Maxwell', # 850 (100 firings) ' 850', '850', # 1910 (94 firings) ' 1910', # 1890 (93 firings) ' 1890', # mouth (93 firings) 'mouth', # popul (89 firings) ' populous', # aboli (85 firings) ' abolition', # mount (85 firings) 'mount', # 1700 (84 firings) ' 1700', # 1880 (83 firings) ' 1880', # und (83 firings) ' unders', # autobiography (82 firings) ' autobiography', # hust (74 firings) ' Hust', # midday (73 firings) ' midday', # nineteenth (72 firings) ' nineteenth', # ampunk (70 firings) 'ampunk', # measl (67 firings) ' measles', # mart (65 firings) ' Martial', # methamphetamine (65 firings) ' methamphetamine', # skirm (64 firings) ' skirm', # deforesta (63 firings) ' deforestation', # 1898 (62 firings) ' 1898', # 1860 (60 firings) ' 1860', # 1300 (57 firings) ' 1300', # 1870 (56 firings) ' 1870', # 1850 (56 firings) ' 1850', # 1905 (55 firings) ' 1905', # 1904 (54 firings) ' 1904', # landfall (54 firings) ' landfall', # 1899 (53 firings) ' 1899', # 1903 (53 firings) ' 1903', # 1830 (50 firings) ' 1830', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '1950-family', 1 def prog_L06F08094(input_tokens): """2 token families, 3 surface forms (train F1 of the uncapped optimum: 0.176). Fires at 156,772 of 36,786,566 positions. Fires at 0.43% of positions, and token rules do not serve features this dense: median test F1 0.086 across the 37,173 features above 0.39% of positions, against 0.763 for the 76,283 below 0.016%. Read this fire set as the best available approximation, not as what the feature does.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of commas in a text""" # --- end external annotation --- fire = { # , (127,734 firings) ',', # ", (402 firings) '",', ' ",', } token = input_tokens[-1] if token not in fire: return "no match", 0 return ',-family', 1 def prog_L06F08095(input_tokens): """14 token families, 20 surface forms (train F1 of the uncapped optimum: 0.650). Fires at 7,246 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of leadership positions or titles""" # --- end external annotation --- fire = { # chair (2,248 firings) ' chair', ' Chair', ' chairs', 'chair', ' chaired', 'Chair', 'chairs', # chairman (927 firings) ' chairman', # congres (248 firings) ' congress', # conven (128 firings) ' conven', # organ (107 firings) ' organ', # join (75 firings) 'Joined', # stair (71 firings) ' stair', # found (63 firings) 'found', # cha (60 firings) ' cha', # spoon (47 firings) ' spoon', # emer (37 firings) ' emer', # gentle (34 firings) ' Gentle', # spon (24 firings) 'spons', # cand (23 firings) 'cand', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'chair-family', 1 def prog_L06F08096(input_tokens): """12 token families, 22 surface forms (train F1 of the uncapped optimum: 0.167). Fires at 96,695 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: concepts related to trust, accountability, and emotional states in various contexts""" # --- end external annotation --- fire = { # support (477 firings) ' support', # develop (415 firings) ' development', ' Development', # secur (383 firings) ' security', # analysi (378 firings) ' analysis', ' Analysis', # pow (367 firings) ' power', # abil (349 firings) 'ability', ' ability', ' abilities', # technology (331 firings) ' technology', ' Technology', # culture (327 firings) ' culture', ' Culture', 'culture', # atten (268 firings) ' attention', # viol (266 firings) ' violence', 'violence', # abuse (250 firings) ' abuse', ' Abuse', # safety (247 firings) ' safety', 'safety', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'support-family', 1 def prog_L06F08097(input_tokens): """26 token families, 33 surface forms (train F1 of the uncapped optimum: 0.853). Fires at 15,992 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the word "am" in various contexts""" # --- end external annotation --- fire = { # am (8,803 firings) 'am', 'AM', 'Am', # ams (582 firings) 'ams', 'AMS', # noon (327 firings) ' noon', # sam (264 firings) 'Sam', 'sam', # nam (241 firings) ' Nam', # amin (205 firings) 'amin', # amy (168 firings) 'amy', # alam (140 firings) ' Alam', 'alam', # mam (132 firings) ' Mam', # cham (126 firings) ' Cham', 'cham', # tram (120 firings) ' tram', # amon (118 firings) 'amon', # pam (116 firings) ' Pam', # cam (115 firings) 'cam', # zam (108 firings) ' Zam', # pamela (90 firings) ' Pamela', # amaz (86 firings) 'amaz', # aram (81 firings) 'aram', # amel (76 firings) 'amel', # andel (73 firings) 'andel', # umar (71 firings) 'umar', # beam (65 firings) ' Beam', 'beam', # bam (61 firings) ' Bam', # ndum (51 firings) 'ndum', # salam (48 firings) ' Salam', # amu (48 firings) 'amus', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'am-family', 1 def prog_L06F08098(input_tokens): """19 token families, 32 surface forms (train F1 of the uncapped optimum: 0.703). Fires at 9,216 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the product "Windows" and its various versions""" # --- end external annotation --- fire = { # win (5,291 firings) ' win', ' Win', 'win', ' wins', 'Win', ' Wins', 'WIN', ' WIN', # won (284 firings) ' Won', 'won', # ko (249 firings) ' KO', 'KO', # winston (199 firings) ' Winston', # luck (181 firings) ' Luck', 'Luck', # winn (148 firings) ' Winn', ' Winning', 'Winner', # earn (140 firings) ' Earn', 'Earn', # wen (95 firings) ' Wen', # vin (93 firings) ' Vin', # lyn (88 firings) ' lyn', # oprah (83 firings) ' Oprah', # mae (76 firings) ' Mae', # kop (72 firings) ' Kop', # isa (60 firings) ' Isa', # joy (58 firings) 'Joy', # pow (46 firings) ' POW', # gre (29 firings) 'GRE', # dow (26 firings) ' dow', # yna (24 firings) 'yna', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'win-family', 1 def prog_L06F08099(input_tokens): """15 token families, 25 surface forms (train F1 of the uncapped optimum: 0.111). Fires at 54,216 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to ease of use or usability in various contexts""" # --- end external annotation --- fire = { # use (1,381 firings) ' use', 'use', ' Use', ' USE', # get (918 firings) ' get', # play (669 firings) ' play', 'play', # keep (523 firings) ' keep', # find (455 firings) ' find', 'find', # share (384 firings) ' share', # read (297 firings) ' read', # build (274 firings) ' build', ' Build', # understand (233 firings) ' understand', # watch (223 firings) ' watch', # learn (200 firings) ' learn', # buy (191 firings) ' buy', # write (172 firings) ' write', ' Write', # maintain (159 firings) ' maintain', ' maintaining', # install (137 firings) ' install', ' Install', 'install', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'use-family', 1