"""GPT-2 SAE last-token programs, layer 2 -- features 21000 to 21099 (79 programs). One function per SAE feature. Grouped 100 to a file so the set stays browsable; the programs themselves are unchanged. """ def prog_L02F21001(input_tokens): """20 token families, 23 surface forms (train F1 of the uncapped optimum: 0.834). Fires at 1,608 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to neighborhoods undergoing gentrification""" # --- end external annotation --- fire = { # gent (424 firings) 'gent', ' gent', ' Gent', # bigotry (142 firings) ' bigotry', # nob (92 firings) ' Nob', ' nob', # gerard (91 firings) ' Gerard', # gart (88 firings) 'gart', # goddard (77 firings) ' Goddard', # saint (74 firings) ' saint', # kitt (56 firings) ' Kitt', # gpl (55 firings) ' GPL', # off (49 firings) ' offic', # bishop (47 firings) ' bishop', # bigot (34 firings) ' bigot', # utor (28 firings) 'utor', # nero (22 firings) ' Nero', # ceremon (14 firings) ' ceremon', # entropy (12 firings) ' entropy', # gad (11 firings) ' gad', # godd (8 firings) ' Godd', # brach (6 firings) ' Brach', # icago (5 firings) 'icago', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'gent-family', 1 def prog_L02F21002(input_tokens): """3 token families, 5 surface forms (train F1 of the uncapped optimum: 0.794). Fires at 24,476 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: conditional statements or phrases""" # --- end external annotation --- fire = { # if (15,906 firings) 'If', ' If', # should (142 firings) 'Should', # otherwise (96 firings) ' Otherwise', 'Otherwise', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'if-family', 1 def prog_L02F21003(input_tokens): """1 token families, 5 surface forms (train F1 of the uncapped optimum: 0.864). Fires at 84,024 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the word "you" in various contexts""" # --- end external annotation --- fire = { # you (83,021 firings) ' you', ' You', 'You', ' YOU', 'YOU', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'you-family', 1 def prog_L02F21004(input_tokens): """1 token families, 1 surface forms (train F1 of the uncapped optimum: 0.788). Fires at 222,801 of 36,786,566 positions. Fires at 0.61% of positions, and token rules do not serve features this dense: median test F1 0.086 across the 37,173 features above 0.39% of positions, against 0.763 for the 76,283 below 0.016%. Read this fire set as the best available approximation, not as what the feature does.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the phrase "this is" regardless of context""" # --- end external annotation --- fire = { # is (193,258 firings) ' is', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'is-family', 1 def prog_L02F21005(input_tokens): """45 token families, 50 surface forms (train F1 of the uncapped optimum: 0.856). Fires at 4,448 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the term "Fury." """ # --- end external annotation --- fire = { # fury (342 firings) ' Fury', ' fury', # victory (247 firings) ' Victory', # edgar (154 firings) ' Edgar', # spike (126 firings) ' Spike', # payne (120 firings) ' Payne', # laurie (117 firings) ' Laurie', # vega (116 firings) ' Vega', # fur (115 firings) ' Fur', # 290 (105 firings) ' 290', '290', # fiji (102 firings) ' Fiji', # yre (101 firings) 'yre', # yi (93 firings) ' Yi', 'yi', # iji (86 firings) 'iji', # bale (82 firings) ' Bale', # igor (80 firings) ' Igor', # ups (79 firings) ' Ups', # thr (76 firings) ' Thr', # fir (73 firings) ' Fir', # venge (73 firings) ' vengeance', ' Vengeance', # premiere (72 firings) ' Premiere', # thrott (66 firings) ' thrott', # displeasure (66 firings) ' displeasure', # 390 (66 firings) ' 390', '390', # spark (63 firings) ' Sparks', # spectator (59 firings) ' spectator', # thunderbolt (58 firings) ' Thunderbolt', # 980 (56 firings) ' 980', # finch (54 firings) ' Finch', # throttle (41 firings) ' throttle', # axe (40 firings) ' Axe', # rye (39 firings) ' Rye', # 333 (38 firings) '333', # 580 (35 firings) '580', # fee (35 firings) ' Fee', # 1899 (35 firings) ' 1899', # 295 (33 firings) ' 295', # fine (31 firings) 'Fine', # 395 (30 firings) '395', # 490 (29 firings) '490', # 590 (26 firings) '590', # 990 (25 firings) '990', # otine (25 firings) 'otine', # 444 (22 firings) '444', # voltage (20 firings) ' Voltage', # adeon (19 firings) 'adeon', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'fury-family', 1 def prog_L02F21006(input_tokens): """39 token families, 48 surface forms (train F1 of the uncapped optimum: 0.480). Fires at 81,093 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: city or town names and their references in context""" # --- end external annotation --- fire = { # city (1,839 firings) ' City', ' CITY', # ville (1,652 firings) 'ville', 'VILLE', # ., (1,473 firings) '.,', # photo (1,163 firings) ' Photo', 'photo', # ton (1,141 firings) 'ton', # vega (1,129 firings) ' Vegas', # island (877 firings) ' Island', # beach (852 firings) ' Beach', # ford (830 firings) 'ford', # bay (597 firings) ' Bay', # diego (582 firings) ' Diego', # antonio (576 firings) ' Antonio', # burg (560 firings) 'burg', # ston (520 firings) 'STON', 'ston', # port (425 firings) 'port', 'ports', # ham (406 firings) 'ham', # ney (403 firings) 'ney', # area (401 firings) ' Area', 'Area', # bury (393 firings) 'bury', # to (347 firings) 'TO', # wa (323 firings) 'WA', # today (321 firings) ' TODAY', # worth (308 firings) ' Worth', 'worth', # abad (307 firings) 'abad', # angel (289 firings) ' ANGEL', # hire (284 firings) 'hire', # co (284 firings) 'CO', # fall (281 firings) ' Falls', 'fall', # dame (278 firings) ' Dame', # land (278 firings) 'LAND', # orlean (264 firings) ' Orleans', # side (250 firings) ' Side', 'Side', # spr (249 firings) ' Springs', # awa (222 firings) 'awa', # aviv (220 firings) ' Aviv', # ila (216 firings) 'ILA', # ota (216 firings) 'ota', # rapid (211 firings) ' Rapids', # pton (205 firings) 'pton', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'city-family', 1 def prog_L02F21009(input_tokens): """14 token families, 16 surface forms (train F1 of the uncapped optimum: 0.783). Fires at 3,726 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the presence of the term "En" and its variations""" # --- end external annotation --- fire = { # en (1,813 firings) ' En', 'En', ' EN', # show (111 firings) 'Show', # oren (100 firings) 'oren', # mat (96 firings) 'Mat', # enic (85 firings) 'enic', # etern (78 firings) ' Eternal', # etsu (64 firings) 'etsu', # enzyme (61 firings) ' enzyme', # enzym (42 firings) ' enzymes', # ens (31 firings) ' Ens', # enchant (26 firings) ' Enchant', # verse (21 firings) ' Verse', # enable (10 firings) 'Enable', # サ (10 firings) 'サ', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'en-family', 1 def prog_L02F21010(input_tokens): """36 token families, 36 surface forms (train F1 of the uncapped optimum: 0.890). Fires at 3,784 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the name "Anna." """ # --- end external annotation --- fire = { # anna (722 firings) 'anna', # anne (249 firings) 'anne', # atta (180 firings) 'atta', # hannah (167 firings) ' Hannah', # wanna (122 firings) ' wanna', # danielle (114 firings) ' Danielle', # rika (105 firings) 'rika', # ahar (104 firings) 'ahar', # andra (95 firings) 'andra', # illian (90 firings) 'illian', # annah (87 firings) 'annah', # eni (87 firings) 'eni', # know (85 firings) 'know', # andromeda (68 firings) ' Andromeda', # arie (63 firings) 'arie', # aryn (63 firings) 'aryn', # kill (63 firings) 'killer', # mean (60 firings) ' Means', # atha (58 firings) 'atha', # hanna (57 firings) ' Hanna', # achy (57 firings) 'achy', # practition (56 firings) ' practitioner', # say (55 firings) 'say', # anye (52 firings) 'anye', # canopy (50 firings) ' canopy', # aina (48 firings) 'aina', # asta (47 firings) 'asta', # itta (43 firings) 'itta', # arya (42 firings) 'arya', # anni (39 firings) 'anni', # innie (34 firings) 'innie', # lear (27 firings) 'lear', # ounty (19 firings) 'ounty', # vari (17 firings) 'vari', # antha (12 firings) 'antha', # adle (10 firings) 'adle', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'anna-family', 1 def prog_L02F21011(input_tokens): """10 token families, 15 surface forms (train F1 of the uncapped optimum: 0.900). Fires at 5,014 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: words and phrases related to fear""" # --- end external annotation --- fire = { # fear (3,347 firings) ' fear', ' fears', ' Fear', 'Fear', ' fearing', ' fearful', # frighten (206 firings) ' frightening', # dread (194 firings) ' dread', # ophobia (106 firings) 'ophobia', # obia (97 firings) 'obia', # ear (80 firings) 'EAR', # unfound (64 firings) ' unfounded', # grit (50 firings) ' grit', # apprehen (37 firings) ' apprehension', # compul (14 firings) ' compulsion', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'fear-family', 1 def prog_L02F21012(input_tokens): """25 token families, 26 surface forms (train F1 of the uncapped optimum: 0.632). Fires at 1,584 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: special characters or symbols in the text""" # --- end external annotation --- fire = { # α (108 firings) 'α', ' α', # в (95 firings) 'в', # pave (89 firings) ' pavement', # ρ (72 firings) 'ρ', # crook (57 firings) ' crooked', # 中 (40 firings) '中', # cyborg (37 firings) ' Cyborg', # a (36 firings) 'ça', # oily (35 firings) ' oily', # ast (30 firings) ' aster', # kali (27 firings) ' Kali', # olid (26 firings) 'olid', # acryl (22 firings) ' acrylic', # β (21 firings) ' β', # ा (16 firings) 'ा', # ּ (16 firings) 'ּ', # チ (14 firings) 'チ', # 人 (14 firings) '人', # ω (11 firings) 'ω', # ズ (9 firings) 'ズ', # aoe (7 firings) ' AoE', # 王 (6 firings) '王', # amd (6 firings) 'amd', # 方 (5 firings) '方', # antar (5 firings) ' Antar', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'α-family', 1 def prog_L02F21014(input_tokens): """35 token families, 41 surface forms (train F1 of the uncapped optimum: 0.868). Fires at 2,780 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the name "Gra" or variations of it in different contexts""" # --- end external annotation --- fire = { # gra (486 firings) ' Gra', ' gra', 'Gra', 'gra', # ground (165 firings) ' Ground', 'Ground', # gram (164 firings) ' Gram', # gri (110 firings) ' Gri', ' gri', # hol (98 firings) ' Holly', # onte (95 firings) 'onte', # grav (89 firings) ' Graves', # gravel (89 firings) ' gravel', # ker (84 firings) ' Kers', # nou (84 firings) ' Nou', # goff (80 firings) ' Goff', # terra (79 firings) ' Terra', # souven (68 firings) ' souven', # gras (60 firings) ' Grass', # jiu (59 firings) ' Jiu', # scaff (54 firings) ' scaff', # stra (53 firings) 'Stra', # sandy (52 firings) ' sandy', # grave (44 firings) ' Grave', # hiro (41 firings) 'hiro', # grid (37 firings) ' grids', # restruct (33 firings) ' restruct', # gum (30 firings) ' Gum', # gn (28 firings) ' GN', # rele (27 firings) ' rele', # gou (26 firings) ' Gou', # histor (25 firings) ' histor', # gre (19 firings) ' GRE', # ravel (16 firings) 'ravel', # yug (15 firings) ' Yug', # 331 (13 firings) '331', # ロ (10 firings) 'ロ', # ギ (9 firings) 'ギ', # (& (9 firings) ' (&', '(&', # ク (8 firings) 'ク', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'gra-family', 1 def prog_L02F21018(input_tokens): """42 token families, 49 surface forms (train F1 of the uncapped optimum: 0.783). Fires at 2,969 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: concepts related to incremental progress and improvements""" # --- end external annotation --- fire = { # incre (170 firings) 'Incre', ' increment', 'incre', ' increments', ' Incre', # boost (114 firings) ' booster', ' Booster', # init (113 firings) 'Initial', ' Initial', # gradu (105 firings) ' gradual', # clama (101 firings) 'clamation', # ora (101 firings) 'oration', # increment (85 firings) ' incremental', # atom (82 firings) ' Atom', # cosmet (74 firings) ' cosmetic', # underdog (73 firings) ' underdog', # pragmat (71 firings) ' pragmatic', # eph (63 firings) 'eph', # whichev (59 firings) ' whichever', # gener (57 firings) ' generational', # intermittent (57 firings) ' intermittent', # asynchron (52 firings) ' asynchronous', # aspir (52 firings) ' aspir', # hour (52 firings) ' hourly', # ment (49 firings) 'mental', # cartridge (49 firings) ' cartridge', # prag (45 firings) ' prag', # carrot (44 firings) ' carrot', # anecdot (43 firings) ' anecdotal', # amboo (41 firings) 'amboo', # otal (39 firings) 'otal', # inh (36 firings) ' inhal', # sequent (33 firings) ' sequential', # aspira (32 firings) ' aspiration', # piston (31 firings) ' piston', # ribbon (31 firings) ' Ribbon', # cartridg (30 firings) ' cartridges', # quota (29 firings) ' quotation', # achiev (29 firings) ' achievable', # criterion (24 firings) ' criterion', # altru (22 firings) ' altru', # sata (21 firings) ' SATA', # maxim (20 firings) ' maximal', # 10000 (20 firings) ' 10000', '10000', # regen (17 firings) ' Regener', # icat (14 firings) 'icative', # onent (13 firings) 'onential', # passive (13 firings) ' passively', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'incre-family', 1 def prog_L02F21019(input_tokens): """14 token families, 17 surface forms (train F1 of the uncapped optimum: 0.739). Fires at 2,507 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to cruises and the associated context""" # --- end external annotation --- fire = { # cruise (453 firings) ' cruise', ' Cruise', # sail (178 firings) ' sailing', ' sailed', # aval (152 firings) 'aval', # cru (124 firings) 'cru', 'Cru', # ling (117 firings) ' linger', # carniv (107 firings) ' Carnival', # cruis (86 firings) ' cruising', # casino (86 firings) ' Casino', # sea (70 firings) ' Seas', # buffet (61 firings) ' buffet', # fiesta (60 firings) ' Fiesta', # wand (57 firings) ' wander', # boutique (43 firings) ' boutique', # 993 (8 firings) '993', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'cruise-family', 1 def prog_L02F21020(input_tokens): """21 token families, 25 surface forms (train F1 of the uncapped optimum: 0.827). Fires at 4,741 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to the concept of delivery""" # --- end external annotation --- fire = { # deliver (1,703 firings) ' delivered', ' deliveries', # delivery (982 firings) ' delivery', ' Delivery', 'Delivery', # ground (152 firings) ' Ground', # couri (135 firings) ' Courier', ' courier', # freight (111 firings) ' freight', # fedex (79 firings) ' FedEx', # m (77 firings) ' Mé', # carriage (77 firings) ' carriage', # ery (66 firings) 'ERY', # iver (54 firings) 'ivered', # childbirth (48 firings) ' childbirth', # short (48 firings) ' shortest', # hert (42 firings) ' Hert', # frontline (41 firings) ' frontline', # deliv (40 firings) ' Deliver', # ivery (38 firings) 'ivery', # break (28 firings) ' Breaker', # fulfill (28 firings) ' fulfillment', # inser (17 firings) ' insertion', # retriev (17 firings) ' retrieval', # response (12 firings) 'Response', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'deliver-family', 1 def prog_L02F21021(input_tokens): """50 token families, 51 surface forms (train F1 of the uncapped optimum: 0.831). Fires at 5,921 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to a specific individual, particularly in a context of competition or notable activities""" # --- end external annotation --- fire = { # chin (129 firings) 'chin', # n (117 firings) 'ín', # witch (115 firings) ' Witcher', # avin (107 firings) 'avin', # ensen (107 firings) 'ensen', # dan (102 firings) 'dan', # oin (98 firings) 'oin', # recon (95 firings) ' Recon', # opa (91 firings) 'OPA', # rator (87 firings) 'rator', # thin (86 firings) 'thin', # olin (85 firings) 'olin', # win (85 firings) 'WIN', # imedia (84 firings) 'imedia', # bps (81 firings) 'bps', # ulin (74 firings) 'ulin', # tcp (73 firings) ' TCP', ' tcp', # ini (72 firings) 'inis', # elin (70 firings) 'elin', # cox (68 firings) 'cox', # otin (66 firings) 'otin', # eni (66 firings) 'eni', # azaki (65 firings) 'azaki', # owicz (64 firings) 'owicz', # izu (63 firings) 'izu', # enn (63 firings) 'ennes', # din (62 firings) 'din', # zin (59 firings) 'zin', # iban (59 firings) 'iban', # circa (59 firings) ' circa', # nin (57 firings) 'nin', # eport (57 firings) 'eport', # remini (56 firings) ' reminis', # iner (56 firings) 'ineries', # eton (55 firings) 'eton', # illin (53 firings) 'illin', # arkin (53 firings) 'arkin', # alin (52 firings) 'alin', # inka (50 firings) 'inka', # uckl (48 firings) 'uckles', # llan (48 firings) 'llan', # sin (45 firings) 'sin', # itone (42 firings) 'itone', # revers (41 firings) ' reversible', # hirt (41 firings) 'hirt', # wi (40 firings) 'wi', # tin (40 firings) 'tin', # toxin (39 firings) ' toxin', # valiant (39 firings) ' valiant', # wikipedia (38 firings) 'wikipedia', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'chin-family', 1 def prog_L02F21022(input_tokens): """11 token families, 15 surface forms (train F1 of the uncapped optimum: 0.701). Fires at 1,837 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "rock" in various contexts""" # --- end external annotation --- fire = { # rock (602 firings) 'rock', 'Rock', ' ROCK', # ock (189 firings) 'OCK', # brock (119 firings) ' Brock', # jack (90 firings) 'jack', # rocket (73 firings) 'rocket', 'Rocket', # buck (58 firings) 'buck', # broad (40 firings) 'broad', # construct (39 firings) 'construct', 'Construct', # 215 (21 firings) '215', # steam (11 firings) 'steam', # れ (8 firings) 'れ', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'rock-family', 1 def prog_L02F21023(input_tokens): """35 token families, 37 surface forms (train F1 of the uncapped optimum: 0.806). Fires at 3,646 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the Mozilla brand or related products""" # --- end external annotation --- fire = { # mozilla (264 firings) ' Mozilla', # firefox (262 firings) ' Firefox', # monsanto (195 firings) ' Monsanto', # nike (184 firings) ' Nike', # maverick (145 firings) ' Mavericks', # gnu (136 firings) ' GNU', 'gnu', # brows (129 firings) ' browsers', # kde (128 firings) ' KDE', # equal (105 firings) ' Equality', # nc (101 firings) 'nc', # transgend (100 firings) ' Transgender', # pixar (92 firings) ' Pixar', # furry (81 firings) ' furry', # ant (78 firings) 'antic', # raz (77 firings) ' Razer', # ermott (75 firings) 'ermott', # debian (73 firings) ' Debian', # ecology (71 firings) ' Ecology', # melanie (65 firings) ' Melanie', # zilla (64 firings) 'zilla', # noaa (64 firings) ' NOAA', # vg (61 firings) ' VG', 'VG', # emac (49 firings) ' Emacs', # mang (48 firings) ' mang', # cko (43 firings) 'cko', # svg (39 firings) ' SVG', # wegian (38 firings) 'wegian', # wi (35 firings) 'wi', # ylene (34 firings) 'ylene', # 172 (30 firings) ' 172', # oppo (27 firings) ' oppos', # ns (25 firings) ' ns', # elist (15 firings) 'elist', # pli (15 firings) 'PLIED', # iannopoulo (13 firings) 'iannopoulos', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'mozilla-family', 1 def prog_L02F21024(input_tokens): """34 token families, 120 surface forms (train F1 of the uncapped optimum: 0.334). Fires at 299,061 of 36,786,566 positions. Fires at 0.81% of positions, and token rules do not serve features this dense: median test F1 0.086 across the 37,173 features above 0.39% of positions, against 0.763 for the 76,283 below 0.016%. Read this fire set as the best available approximation, not as what the feature does.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to urban infrastructure and development""" # --- end external annotation --- fire = { # city (6,349 firings) ' city', ' City', 'City', 'city', # area (4,091 firings) ' area', ' areas', ' Area', 'area', 'Area', # park (3,831 firings) ' Park', ' parking', ' park', ' parks', ' PARK', ' parked', 'park', ' Parking', 'Park', # street (3,813 firings) ' Street', ' street', ' streets', ' Streets', 'street', # open (2,878 firings) ' open', ' opening', ' opened', 'open', 'opening', ' Opening', ' openings', 'opened', ' OPEN', # near (2,500 firings) ' near', # publ (2,270 firings) ' public', ' Public', ' PUBLIC', # commun (1,893 firings) ' community', ' Community', ' communities', # town (1,802 firings) ' town', 'town', ' towns', 'Town', # district (1,726 firings) ' district', ' District', ' districts', ' DISTRICT', # resident (1,666 firings) ' residents', ' residential', ' resident', 'Residents', ' Residents', ' Residential', # east (1,566 firings) ' East', ' east', 'east', 'East', # cent (1,543 firings) ' Center', ' center', # council (1,409 firings) ' Council', ' council', ' councils', 'Council', # build (1,369 firings) ' building', ' buildings', ' Building', # road (1,357 firings) ' Road', ' road', ' roads', ' Roads', # block (1,302 firings) ' block', ' blocks', ' Block', 'blocks', # loc (1,293 firings) ' local', ' Local', ' Loc', # downtown (1,287 firings) ' downtown', ' Downtown', # square (1,239 firings) ' Square', ' square', 'square', # sta (1,203 firings) ' station', ' Station', # avenue (1,128 firings) ' Avenue', ' avenue', # bay (1,124 firings) ' Bay', ' bay', 'bay', # store (1,043 firings) ' store', 'store', # site (1,029 firings) ' site', # riv (1,025 firings) ' River', ' river', ' rivers', # walk (1,009 firings) ' walk', ' walking', 'walk', ' Walk', 'Walk', # neighborhood (949 firings) ' neighborhood', ' neighborhoods', ' Neighborhood', # clos (918 firings) ' closed', ' closing', ' closes', ' Closed', # apart (875 firings) ' apartment', ' apartments', ' Apart', # london (852 firings) ' London', # bus (849 firings) ' bus', ' buses', ' Bus', # restaurant (848 firings) ' restaurant', ' restaurants', ' Restaurant', # locat (785 firings) ' located', 'Located', ' Located', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'city-family', 1 def prog_L02F21025(input_tokens): """40 token families, 51 surface forms (train F1 of the uncapped optimum: 0.772). Fires at 4,753 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: expressions related to widening or narrowing gaps or differences""" # --- end external annotation --- fire = { # blaze (248 firings) ' blaze', # widen (242 firings) ' widening', ' widened', ' widen', # reopen (222 firings) ' reopen', ' reopened', # enlarge (158 firings) ' enlarge', # worsen (152 firings) ' worsening', ' worsen', # narrow (132 firings) ' narrowed', ' narrowing', # deepen (131 firings) ' deepening', ' deepen', # wid (128 firings) ' wid', ' widest', # swell (124 firings) ' swelling', ' swell', # shorten (123 firings) ' shortened', ' shorten', # xavi (89 firings) ' Xavier', # splitt (89 firings) ' splitting', # enlarg (77 firings) ' enlarged', ' enlarg', # curv (69 firings) ' curved', # gap (68 firings) ' gaping', # shar (66 firings) ' shar', # blurr (65 firings) ' blurred', # broaden (63 firings) ' broaden', # crook (58 firings) ' crooked', # yawn (54 firings) ' yawn', # grinn (53 firings) ' grinning', ' grinned', # darken (51 firings) ' darkened', # arter (49 firings) ' arteries', # enlight (47 firings) ' enlight', # redd (47 firings) ' redd', # palate (44 firings) ' palate', # lessen (43 firings) ' lessen', # grin (43 firings) ' grin', # canyon (40 firings) ' canyon', # brid (39 firings) ' brid', # elong (36 firings) ' elong', # sharp (33 firings) ' sharper', # ning (29 firings) ' Ning', # leng (28 firings) ' leng', # larg (26 firings) 'larg', # fraz (24 firings) ' Fraz', # coronary (24 firings) ' coronary', # aston (23 firings) ' aston', # indent (22 firings) ' indent', # clerosi (17 firings) 'clerosis', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'blaze-family', 1 def prog_L02F21026(input_tokens): """50 token families, 53 surface forms (train F1 of the uncapped optimum: 0.817). Fires at 16,941 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the name "Ritchie" along with various locations""" # --- end external annotation --- fire = { # ondon (516 firings) 'ONDON', 'ondon', # anne (258 firings) 'anne', # ston (247 firings) 'STON', # utterstock (204 firings) 'utterstock', # ustra (204 firings) 'ustration', # associate (160 firings) ' Associate', # lake (154 firings) 'lake', # brexit (154 firings) 'Brexit', # neil (148 firings) 'Neil', # hate (137 firings) 'hate', # kingston (135 firings) ' Kingston', # illard (132 firings) 'illard', # roud (126 firings) 'roud', # ooky (126 firings) 'ooky', # respect (117 firings) 'respect', ' Respect', 'respective', # bruno (116 firings) ' Bruno', # angu (113 firings) ' Angus', # cience (111 firings) 'cience', # onge (110 firings) 'onge', # ancouv (110 firings) 'ancouver', # uter (106 firings) 'UTERS', # pour (105 firings) 'pour', # cliffe (104 firings) 'cliffe', # arlane (101 firings) 'arlane', # ovo (99 firings) 'ovo', # ivers (99 firings) 'iversity', # madonna (97 firings) ' Madonna', # ilda (96 firings) 'ilda', # rozen (94 firings) 'rozen', # urst (94 firings) 'urst', # asley (94 firings) 'asley', # aston (92 firings) 'aston', # illian (91 firings) 'illian', # apple (90 firings) 'apple', # ause (90 firings) 'ause', # enary (89 firings) 'enary', # ourke (87 firings) 'ourke', # macdonald (87 firings) ' MacDonald', # leary (86 firings) 'Leary', # celona (85 firings) 'celona', # innon (85 firings) 'innon', # hiba (83 firings) 'hiba', # irl (82 firings) 'irling', # incent (82 firings) 'incent', # ichael (80 firings) 'ichael', # itizen (80 firings) 'itizen', # iston (79 firings) 'iston', # mond (78 firings) 'monds', # atherine (78 firings) 'atherine', # ansson (78 firings) 'ansson', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ondon-family', 1 def prog_L02F21027(input_tokens): """6 token families, 10 surface forms (train F1 of the uncapped optimum: 0.835). Fires at 1,834 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances and variations of the word "mad." """ # --- end external annotation --- fire = { # mad (1,281 firings) ' mad', ' Mad', 'Mad', 'mad', ' MAD', # misguid (119 firings) ' misguided', # paranoid (96 firings) ' paranoid', # jeal (79 firings) ' jealous', # perverse (51 firings) ' perverse', # merry (43 firings) ' merry', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'mad-family', 1 def prog_L02F21030(input_tokens): """50 token families, 54 surface forms (train F1 of the uncapped optimum: 0.885). Fires at 6,861 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of specific locations and brands, particularly in relation to events or entities associated with them""" # --- end external annotation --- fire = { # judic (169 firings) ' Judicial', # mythology (169 firings) ' mythology', # prem (161 firings) 'Prem', # mat (160 firings) ' Mats', ' mats', # mazda (134 firings) ' Mazda', # cholesterol (134 firings) ' cholesterol', # mask (134 firings) ' Mask', 'Mask', # monst (132 firings) ' Monsters', # dream (124 firings) ' Dreams', # mx (118 firings) ' MX', # middl (114 firings) ' Middles', # maz (114 firings) ' Maz', # cumm (113 firings) ' Cummings', # mgm (110 firings) ' MGM', # 1937 (105 firings) ' 1937', # macdonald (105 firings) ' MacDonald', # mant (101 firings) ' Mant', ' mant', # symphony (100 firings) ' Symphony', # 1934 (98 firings) ' 1934', # manny (90 firings) ' Manny', # maritime (87 firings) ' Maritime', # amaz (86 firings) 'amaz', # majesty (82 firings) ' Majesty', # mania (80 firings) 'Mania', # minst (78 firings) 'minster', # mamm (78 firings) ' mamm', ' Mamm', # ping (77 firings) ' Ping', # ludwig (76 firings) ' Ludwig', # moose (76 firings) ' Moose', # mush (76 firings) ' Mush', # gazette (75 firings) ' Gazette', # olympia (71 firings) ' Olympia', # ozone (67 firings) ' ozone', # m (67 firings) ' Mé', # tec (63 firings) ' Tec', # jiang (61 firings) ' Jiang', # manufact (60 firings) ' Manufact', # mailbox (60 firings) ' mailbox', # guild (60 firings) ' guild', # iti (58 firings) 'itious', # microphon (57 firings) ' microphones', # 151 (54 firings) ' 151', # jeanne (52 firings) ' Jeanne', # ambo (50 firings) 'ambo', # babe (50 firings) ' Babe', # jou (49 firings) ' Jou', # mirage (49 firings) ' Mirage', # migraine (46 firings) ' migraine', # wax (45 firings) ' Wax', # cabrera (44 firings) ' Cabrera', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'judic-family', 1 def prog_L02F21031(input_tokens): """14 token families, 21 surface forms (train F1 of the uncapped optimum: 0.824). Fires at 7,732 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "developing" in various contexts""" # --- end external annotation --- fire = { # develop (5,465 firings) ' developed', ' developing', ' develop', 'Develop', ' Develop', ' develops', 'develop', # design (285 firings) ' designing', # progress (156 firings) ' progressing', ' progresses', # redevelop (64 firings) ' redevelop', # formulate (43 firings) ' formulate', # concoct (41 firings) ' concoct', # subdiv (39 firings) ' subdiv', # cultivat (38 firings) ' cultivating', # devise (34 firings) ' devise', # velop (33 firings) 'velop', # pir (29 firings) 'pires', # nvidia (29 firings) 'NVIDIA', # project (24 firings) 'projects', # cultivate (21 firings) ' cultivate', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'develop-family', 1 def prog_L02F21032(input_tokens): """6 token families, 6 surface forms (train F1 of the uncapped optimum: 0.804). Fires at 2,610 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases indicating potentiality or possibility""" # --- end external annotation --- fire = { # potential (1,500 firings) ' potentially', # theoretical (101 firings) ' theoretically', # aska (82 firings) 'aska', # ential (77 firings) 'entially', # risk (43 firings) ' risked', # ivab (32 firings) 'ivably', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'potential-family', 1 def prog_L02F21033(input_tokens): """39 token families, 62 surface forms (train F1 of the uncapped optimum: 0.918). Fires at 16,298 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: numerical values, particularly ones that appear frequently like "69" """ # --- end external annotation --- fire = { # 39 (1,511 firings) ' 39', '39', # 59 (1,092 firings) '59', ' 59', # 09 (919 firings) '09', ' 09', # 1999 (815 firings) ' 1999', '1999', # 49 (779 firings) '49', # 69 (728 firings) ' 69', '69', # 79 (627 firings) '79', ' 79', # 99 (556 firings) ' 99', # 1979 (406 firings) ' 1979', '1979', # 68 (331 firings) '68', # 1969 (323 firings) ' 1969', '1969', # 559 (291 firings) '559', # shap (285 firings) ' shapes', # 89 (276 firings) ' 89', # nine (184 firings) 'nine', 'Nine', # 1959 (165 firings) ' 1959', '1959', # 119 (162 firings) ' 119', '119', # 1939 (160 firings) ' 1939', # 109 (145 firings) ' 109', '109', # 999 (135 firings) '999', ' 999', # 129 (132 firings) ' 129', '129', # 149 (131 firings) ' 149', '149', # 199 (121 firings) '199', ' 199', # 114 (118 firings) ' 114', '114', # 1949 (106 firings) ' 1949', # 159 (92 firings) ' 159', '159', # 139 (92 firings) ' 139', '139', # 299 (91 firings) '299', ' 299', # 1919 (89 firings) ' 1919', # 169 (84 firings) ' 169', '169', # 249 (83 firings) '249', ' 249', # gh (82 firings) ' gh', # 399 (72 firings) '399', ' 399', # kidn (70 firings) ' kidn', # achy (57 firings) 'achy', # inj (52 firings) ' inj', # 1899 (51 firings) ' 1899', # broch (46 firings) ' broch', # frequ (46 firings) ' frequ', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '39-family', 1 def prog_L02F21034(input_tokens): """15 token families, 21 surface forms (train F1 of the uncapped optimum: 0.915). Fires at 2,589 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to different types of gameplay modes in a gaming context""" # --- end external annotation --- fire = { # mode (1,484 firings) ' mode', ' Mode', 'mode', 'Mode', 'MODE', # mod (282 firings) ' modes', ' Modes', # ode (164 firings) 'odes', 'ODE', # captain (76 firings) ' captains', # denomina (48 firings) ' denomination', # aperture (42 firings) ' aperture', # rite (38 firings) ' rite', # livion (35 firings) 'livion', # simul (31 firings) ' simul', # pane (30 firings) ' pane', # preset (29 firings) ' preset', # wm (21 firings) 'wm', # denomination (21 firings) ' denominations', # trl (12 firings) 'trl', # bm (8 firings) 'bm', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'mode-family', 1 def prog_L02F21035(input_tokens): """12 token families, 14 surface forms (train F1 of the uncapped optimum: 0.793). Fires at 2,471 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "firing" in various contexts""" # --- end external annotation --- fire = { # fir (890 firings) ' firing', ' FIR', ' fir', # iring (201 firings) 'iring', # dismiss (161 firings) ' dismissal', # glow (147 firings) ' glowing', # shell (118 firings) ' shelling', # termina (61 firings) ' termination', # sight (60 firings) ' sighting', # sig (59 firings) ' SIG', # stock (54 firings) ' stocking', # charg (42 firings) 'charging', # dodg (40 firings) ' dodging', # uracy (21 firings) 'uracy', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'fir-family', 1 def prog_L02F21036(input_tokens): """30 token families, 32 surface forms (train F1 of the uncapped optimum: 0.845). Fires at 2,206 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the individual "Pompeo." """ # --- end external annotation --- fire = { # curios (146 firings) ' Curiosity', # bolton (133 firings) ' Bolton', # impe (125 firings) ' impe', # pizz (116 firings) ' pizz', # atell (107 firings) 'atell', # conserv (98 firings) ' Conserv', 'conserv', # pompe (95 firings) ' Pompe', # unfinish (89 firings) ' unfinished', # pave (85 firings) ' pave', # vall (81 firings) ' Vall', # uebl (69 firings) 'uebl', # antip (63 firings) ' antip', # parad (61 firings) ' Parad', ' parad', # thin (47 firings) ' Thin', # pf (41 firings) ' PF', # mis (41 firings) ' MISS', # microbiota (41 firings) ' microbiota', # plast (37 firings) ' plaster', # pis (35 firings) ' Pis', # emp (34 firings) ' EMP', # mod (32 firings) ' Modest', # vii (27 firings) 'VII', # ios (25 firings) 'iosity', # patri (23 firings) ' patri', # reconstruct (18 firings) ' reconstructed', # treach (16 firings) ' treacher', # propri (15 firings) ' propri', # ippery (12 firings) 'ippery', # append (9 firings) 'append', # comple (8 firings) ' COMPLE', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'curios-family', 1 def prog_L02F21037(input_tokens): """26 token families, 27 surface forms (train F1 of the uncapped optimum: 0.822). Fires at 2,752 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: expressions of urgent need or desperation""" # --- end external annotation --- fire = { # desperate (315 firings) ' desperately', # genuine (184 firings) ' genuinely', # cling (127 firings) ' clinging', ' cling', # besieg (122 firings) ' besieged', # visib (103 firings) ' visibly', # angri (101 firings) ' angrily', # sincere (85 firings) ' sincerely', # understandab (85 firings) ' understandably', # unsuccessful (82 firings) ' unsuccessfully', # ish (80 firings) 'ishly', # eful (79 firings) 'efully', # frantical (77 firings) ' frantically', # urgent (77 firings) ' urgently', # furious (67 firings) ' furiously', # sore (63 firings) ' sorely', # sure (61 firings) ' Surely', # cherish (54 firings) ' cherish', # clutch (52 firings) ' clutching', # dear (51 firings) ' dearly', # long (50 firings) ' longing', # anx (45 firings) ' anx', # nervous (43 firings) ' nervously', # cher (35 firings) ' cher', # instinctive (23 firings) ' instinctively', # ggle (14 firings) 'ggle', # カ (8 firings) 'カ', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'desperate-family', 1 def prog_L02F21038(input_tokens): """24 token families, 33 surface forms (train F1 of the uncapped optimum: 0.906). Fires at 11,591 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: numerical representations of the year 1779""" # --- end external annotation --- fire = { # 17 (7,594 firings) ' 17', '17', # 18 (942 firings) '18', # 170 (294 firings) ' 170', '170', # 1800 (198 firings) ' 1800', '1800', # 175 (181 firings) ' 175', '175', # share (151 firings) 'SHARE', # 1917 (147 firings) ' 1917', # thirteen (105 firings) ' thirteen', # 1918 (97 firings) ' 1918', # в (95 firings) 'в', # 1700 (84 firings) ' 1700', # 217 (83 firings) ' 217', '217', # 173 (69 firings) ' 173', '173', # 179 (64 firings) ' 179', '179', # 171 (55 firings) '171', ' 171', # seventeen (52 firings) ' seventeen', # 178 (50 firings) ' 178', # 169 (45 firings) ' 169', # eenth (41 firings) 'eenth', # 172 (41 firings) ' 172', # eteen (40 firings) 'eteen', # 417 (36 firings) '417', ' 417', # eighteenth (32 firings) ' eighteenth', # 174 (29 firings) '174', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '17-family', 1 def prog_L02F21039(input_tokens): """1 token families, 5 surface forms (train F1 of the uncapped optimum: 0.963). Fires at 22,108 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the term "during" in various contexts""" # --- end external annotation --- fire = { # dur (21,663 firings) ' during', 'During', ' During', 'during', ' dur', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'dur-family', 1 def prog_L02F21040(input_tokens): """20 token families, 26 surface forms (train F1 of the uncapped optimum: 0.795). Fires at 3,478 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the term "expression" in various contexts related to communication and representation""" # --- end external annotation --- fire = { # expres (781 firings) ' expression', 'Express', 'express', ' Expression', 'expression', # express (406 firings) ' expressing', ' expresses', ' expressive', # illustra (248 firings) ' illustration', # expression (213 firings) ' expressions', # compila (162 firings) ' compilation', # exp (108 firings) 'Exp', # res (86 firings) 'ression', # com (79 firings) 'Comments', # ani (64 firings) 'ANI', # lyr (59 firings) ' lyric', # word (57 firings) 'Words', # abbey (53 firings) ' Abbey', # comprehen (47 firings) ' comprehension', # transcrip (47 firings) ' transcription', # ribu (43 firings) 'ribution', # nota (42 firings) ' notation', # ite (42 firings) 'itement', # accumula (37 firings) ' accumulation', # manifestation (27 firings) ' manifestations', # symbol (16 firings) ' Symbol', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'expres-family', 1 def prog_L02F21041(input_tokens): """30 token families, 47 surface forms (train F1 of the uncapped optimum: 0.391). Fires at 37,194 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the Secret Service and Border Patrol""" # --- end external annotation --- fire = { # agency (1,926 firings) ' agency', ' Agency', # intellig (1,595 firings) ' intelligence', ' Intelligence', 'intelligence', # agent (1,563 firings) ' agents', ' agent', ' Agent', ' Agents', 'agents', # secur (1,084 firings) ' Security', 'security', # guard (1,018 firings) ' Guard', ' guard', ' guards', 'guard', 'guards', ' Guards', # forc (937 firings) ' forces', ' Forces', # service (922 firings) ' Service', # agenc (586 firings) ' agencies', # director (482 firings) ' Director', # administra (436 firings) ' Administration', # servic (399 firings) ' Services', 'Services', # enforce (306 firings) ' Enforcement', 'enforcement', # affair (304 firings) ' Affairs', # patrol (284 firings) ' Patrol', # investiga (277 firings) ' Investigation', # amend (270 firings) ' Amendment', # safety (234 firings) ' Safety', # corp (231 firings) ' Corps', # check (192 firings) ' checks', # custom (132 firings) ' Customs', # contractor (130 firings) ' contractor', # revenue (129 firings) ' Revenue', # alien (125 firings) ' aliens', # yard (118 firings) ' Yard', # cov (117 firings) 'cover', # bord (113 firings) ' Border', # hunt (111 firings) 'hunt', # oper (109 firings) 'opers', # info (109 firings) 'info', # detector (104 firings) ' detector', ' detectors', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'agency-family', 1 def prog_L02F21042(input_tokens): """15 token families, 65 surface forms (train F1 of the uncapped optimum: 0.188). Fires at 802,470 of 36,786,566 positions. Fires at 2.18% of positions, and token rules do not serve features this dense: median test F1 0.086 across the 37,173 features above 0.39% of positions, against 0.763 for the 76,283 below 0.016%. Read this fire set as the best available approximation, not as what the feature does.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to cognitive concepts or discussions related to mental processes""" # --- end external annotation --- fire = { # � (7,158 firings) '�', # year (6,545 firings) ' years', ' year', 'year', ' Year', ' Years', ' YEAR', # police (4,240 firings) ' police', ' Police', 'police', # people (3,074 firings) ' people', ' People', 'people', ' PEOPLE', # 2017 (2,619 firings) ' 2017', '2017', # nation (2,618 firings) ' national', ' National', ' nation', ' Nations', ' Nation', ' nations', 'national', 'nation', 'Nation', # donald (2,551 firings) ' Donald', 'Donald', # old (2,550 firings) 'old', ' Old', 'OLD', 'olds', 'older', ' Older', ' olds', # game (2,369 firings) ' game', ' Game', 'game', 'Game', ' GAME', # recent (2,356 firings) ' recently', ' Recently', ' Recent', # cap (2,195 firings) ' caption', ' Caption', ' cap', 'caps', ' Caps', # week (2,186 firings) ' week', ' weeks', 'week', 'weekly', # president (2,095 firings) ' President', ' president', ' presidential', ' Presidential', # city (2,039 firings) ' City', ' city', ' CITY', 'city', # season (2,038 firings) ' season', ' seasons', ' Season', ' seasoned', ' seasonal', ' Seasons', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '�-family', 1 def prog_L02F21043(input_tokens): """6 token families, 11 surface forms (train F1 of the uncapped optimum: 0.864). Fires at 7,653 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "continued." """ # --- end external annotation --- fire = { # continu (5,745 firings) ' continues', ' continued', ' continuing', ' continual', ' continu', # resum (138 firings) ' resumed', # continua (98 firings) ' continuation', # prolong (95 firings) ' prolonged', # contin (89 firings) 'contin', ' CONTIN', # persist (30 firings) ' persisted', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'continu-family', 1 def prog_L02F21044(input_tokens): """6 token families, 7 surface forms (train F1 of the uncapped optimum: 0.885). Fires at 1,141 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases that emphasize a lack of significance or diminishment of an idea""" # --- end external annotation --- fire = { # hard (653 firings) ' hardly', # bare (91 firings) ' Bare', 'bare', # nob (58 firings) 'nob', # scarce (42 firings) ' scarcely', # indi (38 firings) ' indis', # neglig (29 firings) ' negligible', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'hard-family', 1 def prog_L02F21046(input_tokens): """25 token families, 39 surface forms (train F1 of the uncapped optimum: 0.240). Fires at 36,558 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: words related to deception or appearance""" # --- end external annotation --- fire = { # ing (2,499 firings) 'ing', 'ingly', # ed (1,947 firings) 'ed', # ation (666 firings) 'ations', 'ation', # ated (557 firings) 'ated', # ating (453 firings) 'ating', # ize (391 firings) 'ize', 'izes', # ity (385 firings) 'ity', # izing (291 firings) 'izing', # nes (277 firings) 'ness', # ical (259 firings) 'ically', # ist (203 firings) 'istic', 'isters', 'istical', # ifi (194 firings) 'ified', 'ifiable', # ician (191 firings) 'icians', 'ician', # ious (154 firings) 'iously', # pretend (153 firings) ' pretending', ' pretend', ' pretended', # ulat (147 firings) 'ulating', 'ulates', 'ulated', # ned (141 firings) 'ned', # lying (141 firings) ' lying', # lied (139 firings) ' lied', # uat (135 firings) 'uating', 'uated', 'uates', # ise (113 firings) 'ises', # oric (107 firings) 'orical', 'oric', # aced (102 firings) 'aced', # inent (98 firings) 'inent', # iat (96 firings) 'iated', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ing-family', 1 def prog_L02F21047(input_tokens): """49 token families, 51 surface forms (train F1 of the uncapped optimum: 0.777). Fires at 7,783 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to imprinting or marking processes""" # --- end external annotation --- fire = { # impact (196 firings) ' Impact', # impression (167 firings) ' impressions', # insight (160 firings) ' insights', # satisfac (155 firings) ' satisfaction', # innovation (152 firings) ' innovations', # iz (150 firings) 'IZ', ' Iz', # illustrat (138 firings) ' Illustrated', # digital (135 firings) ' digitally', # personal (128 firings) ' personalized', # publish (122 firings) ' Publishing', # monik (122 firings) ' moniker', # implant (116 firings) ' implants', ' implanted', # imprint (108 firings) ' imprint', # inflamma (107 firings) ' inflammation', # consultancy (95 firings) ' consultancy', # azon (94 firings) 'azon', # son (92 firings) ' Sons', # handheld (90 firings) ' handheld', # ingram (89 firings) ' Ingram', # holog (87 firings) ' holog', # outpost (87 firings) ' outpost', # repercussion (84 firings) ' repercussions', # millennium (83 firings) ' millennium', # royalt (82 firings) ' royalties', # fingerprint (82 firings) ' fingerprints', # scrib (76 firings) ' scrib', # oled (76 firings) ' OLED', # oxide (74 firings) ' oxide', # overs (74 firings) ' oversized', # etch (71 firings) ' etched', # print (70 firings) 'printed', # hallmark (68 firings) ' hallmark', # ing (67 firings) 'Ing', # ramification (67 firings) ' ramifications', # acion (66 firings) 'acion', # oblit (64 firings) ' obliter', # scar (63 firings) ' scars', # retribu (63 firings) ' retribution', # transformat (62 firings) ' transformative', # pict (58 firings) ' pict', # engrav (55 firings) ' engraved', # mable (53 firings) 'mable', # infus (53 firings) ' infused', # ippl (48 firings) 'ipples', # mark (47 firings) ' markings', # initial (45 firings) ' initials', # influ (44 firings) ' influ', # ingrain (43 firings) ' ingrained', # inscrip (41 firings) ' inscription', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'impact-family', 1 def prog_L02F21048(input_tokens): """9 token families, 13 surface forms (train F1 of the uncapped optimum: 0.957). Fires at 2,015 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the concept of "tomorrow." """ # --- end external annotation --- fire = { # tomorrow (1,265 firings) ' tomorrow', ' Tomorrow', 'Tomorrow', # day (263 firings) 'DAY', ' DAY', # someday (127 firings) ' someday', # tom (77 firings) 'tom', ' TOM', # chopp (55 firings) ' chopping', # today (47 firings) 'today', # terday (13 firings) 'terday', # onday (12 firings) 'onday', # eday (10 firings) 'eday', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'tomorrow-family', 1 def prog_L02F21049(input_tokens): """18 token families, 24 surface forms (train F1 of the uncapped optimum: 0.668). Fires at 4,077 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: words related to injuries or limitations""" # --- end external annotation --- fire = { # ain (1,438 firings) 'ained', 'aining', 'ains', 'ainer', # uss (127 firings) 'ussed', # rain (124 firings) 'rained', 'raining', ' raining', # aint (105 firings) 'aints', # join (92 firings) 'join', 'joined', # umb (65 firings) 'umbing', # sustain (63 firings) ' sustaining', # attain (59 firings) ' attained', # hunt (58 firings) ' Hunters', # alys (51 firings) 'alysed', # aintain (36 firings) 'aintain', # aml (27 firings) 'aml', # urse (26 firings) 'urse', # ruc (25 firings) 'ruction', # ten (24 firings) 'tenance', # assemb (23 firings) 'assembly', # abee (22 firings) 'abee', # tend (17 firings) ' tending', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ain-family', 1 def prog_L02F21050(input_tokens): """46 token families, 52 surface forms (train F1 of the uncapped optimum: 0.829). Fires at 4,047 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: words related to logic and reasoning""" # --- end external annotation --- fire = { # olog (502 firings) 'olog', 'ologies', 'ologic', 'OLOG', # tic (232 firings) 'tic', 'tical', # refurb (113 firings) ' refurb', # norm (108 firings) 'normal', # acular (96 firings) 'acular', # ologue (95 firings) 'ologue', # alog (94 firings) 'alog', # ograph (92 firings) 'ograph', # holog (87 firings) ' holog', # oem (86 firings) ' OEM', # ο (83 firings) 'ο', # edu (81 firings) ' Edu', # chem (79 firings) ' Chem', # loc (76 firings) 'local', # theolog (71 firings) ' theolog', # apolog (67 firings) 'apolog', # pell (66 firings) 'pell', # mbudsman (65 firings) 'mbudsman', # tac (61 firings) ' Tac', # educ (58 firings) ' Educ', 'Educ', # eval (55 firings) 'eval', # center (55 firings) 'centered', # orient (53 firings) ' Oriental', # omal (52 firings) 'omal', # agog (50 firings) 'agog', # rel (49 firings) ' REL', # specializ (47 firings) ' specializing', # nik (47 firings) 'Nik', # rolog (45 firings) 'rolog', # stigmat (43 firings) ' stigmat', # ted (35 firings) 'TED', # nerg (33 firings) 'nerg', # itent (31 firings) 'itent', # prophe (31 firings) ' Prophe', # okin (31 firings) 'okin', # oral (30 firings) ' Oral', # imila (29 firings) 'imilation', # linear (24 firings) 'linear', # catalog (23 firings) ' Catalog', 'Catalog', # ω (21 firings) 'ω', # aceut (18 firings) 'aceutical', # repro (17 firings) ' repro', # oxid (16 firings) ' oxid', # 899 (13 firings) '899', # ital (12 firings) ' Ital', # dev (12 firings) 'DEV', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'olog-family', 1 def prog_L02F21051(input_tokens): """50 token families, 50 surface forms (train F1 of the uncapped optimum: 0.859). Fires at 4,200 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: adjectives describing qualities or characteristics""" # --- end external annotation --- fire = { # rugg (155 firings) ' rugged', # lean (153 firings) ' lean', # sleek (141 firings) ' sleek', # slick (140 firings) ' slick', # pristine (118 firings) ' pristine', # brazen (109 firings) ' brazen', # muscular (105 firings) ' muscular', # rigid (102 firings) ' rigid', # frant (101 firings) ' frantic', # coy (93 firings) ' coy', # sluggish (91 firings) ' sluggish', # lush (89 firings) ' lush', # plush (86 firings) ' plush', # brisk (79 firings) ' brisk', # reassur (75 firings) ' reassuring', # rout (74 firings) ' rout', # streamlin (72 firings) ' streamlined', # bland (70 firings) ' bland', # compliant (70 firings) ' compliant', # glossy (69 firings) ' glossy', # bloat (69 firings) ' bloated', # sloppy (68 firings) ' sloppy', # smug (62 firings) ' smug', # bulky (59 firings) ' bulky', # lifeles (57 firings) ' lifeless', # dull (56 firings) ' Dull', # limp (54 firings) ' limp', # deft (50 firings) ' deft', # ubby (50 firings) 'ubby', # cumbersome (49 firings) ' cumbersome', # rabid (49 firings) ' rabid', # avatar (46 firings) ' avatar', # ooz (44 firings) ' ooz', # sterile (43 firings) ' sterile', # professionalism (43 firings) ' professionalism', # numb (41 firings) ' numb', # neoliber (41 firings) ' neoliberal', # floppy (40 firings) ' floppy', # frail (39 firings) ' frail', # inert (39 firings) ' inert', # warp (37 firings) ' warped', # translucent (36 firings) ' translucent', # snug (33 firings) ' snug', # mush (33 firings) ' mush', # cas (33 firings) ' cass', # manipulat (31 firings) ' manipulative', # obedient (19 firings) ' obedient', # uggish (18 firings) 'uggish', # respons (13 firings) ' responsiveness', # rador (12 firings) 'rador', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'rugg-family', 1 def prog_L02F21053(input_tokens): """22 token families, 24 surface forms (train F1 of the uncapped optimum: 0.878). Fires at 2,130 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: themes related to agriculture and farming practices""" # --- end external annotation --- fire = { # agricultur (401 firings) ' agricultural', ' Agricultural', # agriculture (355 firings) ' agriculture', # volcan (130 firings) ' volcanic', # aic (105 firings) 'aic', # cere (89 firings) ' cereal', # farmland (86 firings) ' farmland', # mountain (76 firings) ' mountainous', # cooperat (63 firings) ' Cooperative', # pastor (59 firings) ' pastoral', # administrat (59 firings) ' Administrative', # hort (51 firings) ' Hort', # bean (49 firings) 'bean', # ultur (46 firings) 'ultural', # peasant (43 firings) ' peasant', # icultur (42 firings) 'icultural', # chem (37 firings) 'chemical', # conglom (28 firings) ' conglomer', # irrig (20 firings) ' irrig', # agr (14 firings) ' Agric', ' agric', # misc (11 firings) 'misc', # ination (9 firings) 'inational', # 748 (6 firings) '748', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'agricultur-family', 1 def prog_L02F21054(input_tokens): """37 token families, 40 surface forms (train F1 of the uncapped optimum: 0.873). Fires at 2,157 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to critical assessment or critique""" # --- end external annotation --- fire = { # prem (187 firings) ' prem', # crit (175 firings) ' crit', 'crit', # pract (96 firings) ' pract', # quant (91 firings) ' quant', # carc (89 firings) ' carc', # ping (71 firings) ' ping', # approx (66 firings) ' approx', # dispo (66 firings) ' dispos', # scaven (65 firings) ' scaven', # misc (62 firings) ' misc', 'misc', # repr (61 firings) ' repr', # pi (59 firings) ' pi', # inv (58 firings) ' inver', # goof (54 firings) ' goof', # debug (50 firings) ' debug', # reneg (49 firings) ' reneg', # extr (45 firings) ' extr', # phy (38 firings) ' phys', # mun (30 firings) ' mun', # graz (29 firings) ' graz', # pred (29 firings) 'pred', # ategor (28 firings) 'ategor', # inhab (28 firings) ' inhab', # proto (22 firings) ' proto', # subsystem (21 firings) ' subsystem', # tou (20 firings) ' tou', # corro (20 firings) ' corro', # part (20 firings) 'parts', # -------------------- (18 firings) '--------------------', # what (18 firings) ' whats', # eger (17 firings) 'eger', # rl (15 firings) ' RL', # viz (13 firings) ' viz', # ok (10 firings) 'oké', # crc (8 firings) ' CRC', # somet (7 firings) ' somet', # expr (6 firings) 'expr', ' expr', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'prem-family', 1 def prog_L02F21056(input_tokens): """1 token families, 1 surface forms (train F1 of the uncapped optimum: 0.104). Fires at 15 of 36,786,566 positions.""" fire = { # ime (15 firings) 'imes', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ime-family', 1 def prog_L02F21057(input_tokens): """21 token families, 29 surface forms (train F1 of the uncapped optimum: 0.876). Fires at 1,791 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the name "Doc" in various contexts""" # --- end external annotation --- fire = { # doc (542 firings) ' Doc', ' doc', ' docs', 'doc', 'Doc', ' DOC', 'DOC', 'docs', # dag (104 firings) ' Dag', # glob (86 firings) ' Glob', # ggy (83 firings) 'ggy', # deng (71 firings) ' Deng', # jam (65 firings) ' Jamal', # dani (57 firings) ' Dani', # off (54 firings) ' Offic', # disp (51 firings) ' Disp', # ilic (46 firings) 'ilic', # doct (44 firings) ' doct', ' Doct', # vitamin (39 firings) ' Vitamin', # kind (39 firings) 'Kind', # inert (37 firings) ' inert', # minute (36 firings) ' Minute', # stub (32 firings) ' stub', # phase (21 firings) 'Phase', # cou (17 firings) ' Cous', # sect (17 firings) ' Sect', # codec (7 firings) ' Codec', # cig (7 firings) ' cig', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'doc-family', 1 def prog_L02F21058(input_tokens): """36 token families, 36 surface forms (train F1 of the uncapped optimum: 0.538). Fires at 2,543 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of a specific character or letter""" # --- end external annotation --- fire = { # uki (172 firings) 'uki', # rang (120 firings) ' Ranger', # rowe (73 firings) ' Rowe', # minor (64 firings) ' Minor', # mag (51 firings) ' MAG', # 275 (43 firings) '275', # 325 (38 firings) ' 325', # comfort (32 firings) 'comfort', # 102 (30 firings) '102', # 269 (26 firings) '269', # fema (26 firings) ' FEMA', # ef (26 firings) 'EF', # puff (25 firings) 'puff', # 1100 (25 firings) ' 1100', # zhao (24 firings) ' Zhao', # help (24 firings) ' helper', # pcie (21 firings) ' PCIe', # 206 (21 firings) '206', # rf (20 firings) 'rf', # 226 (19 firings) '226', # rr (19 firings) 'RR', # 551 (18 firings) '551', # 332 (17 firings) '332', # 251 (17 firings) '251', # 254 (15 firings) '254', # princip (13 firings) ' princip', # 人 (12 firings) '人', # 025 (9 firings) '025', # 331 (9 firings) '331', # qiao (8 firings) ' Qiao', # 武 (8 firings) '武', # 026 (8 firings) '026', # エ (7 firings) 'エ', # オ (7 firings) 'オ', # 326 (7 firings) ' 326', # 268 (7 firings) '268', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'uki-family', 1 def prog_L02F21059(input_tokens): """39 token families, 50 surface forms (train F1 of the uncapped optimum: 0.784). Fires at 3,847 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to e-cigarettes and nicotine products""" # --- end external annotation --- fire = { # cigarett (343 firings) ' cigarettes', 'cigarettes', # smok (148 firings) ' smokers', ' smoker', # 650 (144 firings) '650', # nicotine (124 firings) ' nicotine', ' Nicotine', # vibr (111 firings) ' vibr', # liquid (109 firings) 'Liquid', 'liquid', # march (108 firings) ' marches', # mech (105 firings) ' Mech', ' mech', # ju (100 firings) 'Ju', # vap (100 firings) ' vaping', ' vap', # enc (99 firings) 'encers', 'encer', # ape (97 firings) 'apes', 'APE', # rave (85 firings) ' rave', # yre (85 firings) 'yre', # firef (79 firings) ' Firefly', # 510 (77 firings) ' 510', '510', # ixtape (73 firings) 'ixtape', # coil (72 firings) ' coil', ' coils', # cigarette (69 firings) 'cigarette', # ringe (64 firings) 'ringe', # ratom (58 firings) 'ratom', # lynn (52 firings) 'lynn', # 420 (46 firings) '420', # vapor (43 firings) ' Vapor', # dab (42 firings) ' dab', # cessa (36 firings) ' cessation', # mah (35 firings) 'mAh', # arette (31 firings) 'arette', # vape (31 firings) ' vape', # iggin (31 firings) 'iggins', # refill (29 firings) ' refill', # ildo (23 firings) 'ildo', # entanyl (20 firings) 'entanyl', # iasco (20 firings) 'iasco', # arett (18 firings) 'arettes', # tube (16 firings) 'tube', # cig (16 firings) 'cig', ' cig', # resistor (10 firings) ' resistor', # rx (10 firings) 'rx', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'cigarett-family', 1 def prog_L02F21060(input_tokens): """14 token families, 18 surface forms (train F1 of the uncapped optimum: 0.772). Fires at 5,142 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to "buyer" or related terms in a market context""" # --- end external annotation --- fire = { # buy (2,174 firings) ' buying', ' buyers', ' Buy', ' buyer', 'buy', # shopp (235 firings) ' shoppers', # bride (144 firings) ' bride', # bu (136 firings) 'bu', # borrow (127 firings) ' borrowers', # sell (127 firings) ' seller', # afford (103 firings) ' affordability', # adop (95 firings) ' adop', # bidd (76 firings) ' bidder', # salesman (73 firings) ' salesman', # £ (68 firings) '£', # prohib (42 firings) ' prohib', # purch (35 firings) ' purch', # purchas (15 firings) ' purchaser', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'buy-family', 1 def prog_L02F21061(input_tokens): """16 token families, 17 surface forms (train F1 of the uncapped optimum: 0.693). Fires at 1,031 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: percentage symbols and related numerical values""" # --- end external annotation --- fire = { # % (187 firings) ' %', # ^ (84 firings) ' ^', # dont (75 firings) ' dont', # percent (57 firings) ' Percent', 'Percent', # alot (36 firings) ' alot', # hk (36 firings) ' HK', # **** (30 firings) ' ****', # ± (22 firings) ' ±', # unsure (19 firings) ' Unsure', # vl (10 firings) 'vl', # \\ (9 firings) ' \\\\', # didnt (6 firings) ' didnt', # (% (5 firings) ' (%', # verty (5 firings) 'verty', # "% (4 firings) ' "%', # <+ (4 firings) ' <+', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '%-family', 1 def prog_L02F21062(input_tokens): """27 token families, 32 surface forms (train F1 of the uncapped optimum: 0.771). Fires at 3,077 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the substring "hy" """ # --- end external annotation --- fire = { # hy (643 firings) 'hy', ' Hy', 'Hy', 'HY', ' HY', # sy (171 firings) 'SY', ' SY', # fy (145 firings) 'fy', # thy (116 firings) 'thy', # yth (107 firings) 'yth', # hyde (105 firings) ' Hyde', # phy (83 firings) 'phy', # heon (74 firings) 'heon', # hybrid (73 firings) ' Hybrid', # omorph (71 firings) 'omorph', # slippery (71 firings) ' slippery', # ja (61 firings) 'Ja', # hyd (61 firings) 'hyd', # eton (58 firings) 'eton', # achy (57 firings) 'achy', # yn (46 firings) 'YN', # iru (46 firings) 'iru', # n (43 firings) 'ön', # emy (43 firings) 'emy', # xy (30 firings) 'XY', # hyp (28 firings) 'hyper', # ethy (25 firings) 'ethy', # fet (25 firings) 'fet', # ropy (22 firings) 'ropy', # nir (18 firings) 'nir', # 035 (17 firings) '035', # vl (10 firings) 'VL', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'hy-family', 1 def prog_L02F21063(input_tokens): """17 token families, 43 surface forms (train F1 of the uncapped optimum: 0.174). Fires at 149,800 of 36,786,566 positions. Fires at 0.41% 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: themes related to class struggle and political movements""" # --- end external annotation --- fire = { # world (1,795 firings) ' world', ' World', # ist (1,537 firings) 'ist', 'ists', # polit (1,254 firings) ' political', ' Political', # soc (1,049 firings) ' social', ' Social', 'social', 'Social', ' soc', # ism (823 firings) 'ism', 'isms', # move (815 firings) ' movement', ' movements', ' Movement', # human (790 firings) ' human', ' Human', ' humanity', # work (770 firings) ' workers', ' Workers', ' worker', ' Worker', 'workers', # lead (693 firings) ' leaders', ' leader', 'leaders', # party (658 firings) ' Party', # clas (622 firings) ' class', 'class', # centr (600 firings) ' Central', ' central', ' centr', # develop (549 firings) ' development', ' Development', # revolu (547 firings) ' revolution', ' Revolution', 'revolution', 'Revolution', # right (473 firings) ' rights', # common (441 firings) ' common', # struggle (417 firings) ' struggle', ' Struggle', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'world-family', 1 def prog_L02F21064(input_tokens): """10 token families, 14 surface forms (train F1 of the uncapped optimum: 0.568). Fires at 4,199 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the Bay Area""" # --- end external annotation --- fire = { # area (2,669 firings) ' area', ' Area', 'area', ' Areas', 'Area', # final (233 firings) ' Finals', # agree (147 firings) ' Agreement', # scape (84 firings) 'scape', # za (64 firings) 'ZA', # unit (53 firings) ' Units', # iu (44 firings) 'IU', # escape (35 firings) ' Escape', # contra (25 firings) ' Contra', # scene (21 firings) 'Scene', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'area-family', 1 def prog_L02F21067(input_tokens): """24 token families, 29 surface forms (train F1 of the uncapped optimum: 0.827). Fires at 5,395 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: repeated mentions of the word "use." """ # --- end external annotation --- fire = { # use (2,246 firings) 'use', ' Use', 'uses', 'Use', 'USE', ' USE', # used (483 firings) 'used', # using (291 firings) 'using', # us (189 firings) 'Us', # mus (179 firings) 'mus', # usion (143 firings) 'usion', # aste (142 firings) 'aste', # assort (77 firings) ' assortment', # abuse (68 firings) 'abuse', # reuse (62 firings) ' reuse', # heat (56 firings) 'heat', # enable (54 firings) 'enable', # mix (51 firings) 'mix', # fuse (49 firings) ' fuse', # fitt (49 firings) 'fitting', # usal (40 firings) 'usal', # nice (35 firings) 'nice', # util (35 firings) ' utilization', # ulse (34 firings) 'ulse', # osh (30 firings) 'OSH', # useum (24 firings) 'useum', # usable (19 firings) 'usable', # require (17 firings) 'require', # usage (15 firings) 'usage', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'use-family', 1 def prog_L02F21068(input_tokens): """18 token families, 21 surface forms (train F1 of the uncapped optimum: 0.872). Fires at 2,497 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of Richard Nixon and related historical contexts, especially concerning Watergate""" # --- end external annotation --- fire = { # 1972 (323 firings) ' 1972', '1972', # 1971 (265 firings) ' 1971', '1971', # nixon (264 firings) ' Nixon', # gaal (199 firings) ' Gaal', # politic (180 firings) ' Politics', # infeld (133 firings) 'infeld', # nieto (114 firings) ' Nieto', # kissing (104 firings) ' Kissinger', # woodward (103 firings) ' Woodward', # unix (76 firings) ' Unix', 'Unix', # watergate (74 firings) ' Watergate', # ixon (71 firings) 'ixon', # glas (60 firings) 'glass', # nak (53 firings) ' Naked', # mey (45 firings) 'meyer', # sulf (39 firings) ' sulf', # hume (37 firings) ' Hume', # socrat (33 firings) ' Socrates', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '1972-family', 1 def prog_L02F21069(input_tokens): """29 token families, 38 surface forms (train F1 of the uncapped optimum: 0.637). Fires at 4,905 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to instructions for tasks or processes""" # --- end external annotation --- fire = { # instruction (534 firings) ' instructions', ' instructional', ' Instructions', # direct (264 firings) 'Direct', ' directive', ' directives', # command (262 firings) ' commands', ' commandments', # instruct (225 firings) ' instructed', 'Instruct', # instruc (220 firings) ' instruction', ' Instruction', # ert (156 firings) 'ERT', # direction (148 firings) ' directions', ' Directions', # ord (120 firings) 'orders', # teach (116 firings) ' teachings', # inst (78 firings) 'Inst', # old (67 firings) 'olded', 'olding', # message (60 firings) ' Message', # ruc (59 firings) 'ruction', # esi (54 firings) 'esis', # atum (53 firings) 'atum', # manual (52 firings) ' manuals', # enzym (43 firings) ' enzymes', # encourage (39 firings) ' encouragement', # installa (34 firings) ' Installation', # rul (30 firings) 'Rules', # isal (30 firings) 'isal', # visory (27 firings) 'visory', # guide (26 firings) 'Guide', # assemb (25 firings) 'assembly', # nota (22 firings) ' notation', # express (21 firings) ' expressly', # ution (14 firings) 'UTION', # struct (13 firings) 'STRUCT', # opsi (13 firings) 'opsis', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'instruction-family', 1 def prog_L02F21070(input_tokens): """17 token families, 29 surface forms (train F1 of the uncapped optimum: 0.793). Fires at 14,246 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of increases across various contexts""" # --- end external annotation --- fire = { # increas (4,455 firings) ' increased', ' increasing', ' increases', 'increasing', ' Increases', 'Increased', 'Increases', # increase (3,527 firings) ' increase', ' Increase', 'Increase', # reduce (692 firings) ' reduce', # decrease (285 firings) ' decrease', # hike (222 firings) ' hike', # reduc (205 firings) ' reduction', # spike (155 firings) ' spike', # hik (140 firings) ' hikes', # ris (139 firings) ' rises', # inc (136 firings) 'INC', ' INC', # incre (110 firings) ' increment', 'incre', ' increments', ' incre', # skyrocket (100 firings) ' skyrocket', # escala (95 firings) ' escalation', # uptick (89 firings) ' uptick', # decreas (58 firings) ' decreases', # esc (58 firings) ' escal', # swell (37 firings) ' swell', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'increas-family', 1 def prog_L02F21073(input_tokens): """4 token families, 9 surface forms (train F1 of the uncapped optimum: 0.935). Fires at 13,182 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "members." """ # --- end external annotation --- fire = { # memb (12,335 firings) ' members', ' member', 'Members', ' Members', 'member', 'members', # gay (192 firings) ' gays', # excerpt (90 firings) ' excerpts', # disband (45 firings) ' disband', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'memb-family', 1 def prog_L02F21074(input_tokens): """29 token families, 30 surface forms (train F1 of the uncapped optimum: 0.784). Fires at 3,445 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to hedge funds and related financial terminology""" # --- end external annotation --- fire = { # hedge (424 firings) ' hedge', ' Hedge', # trad (224 firings) ' trades', # mask (164 firings) ' masked', # coon (138 firings) 'coon', # edge (114 firings) 'edge', # mit (97 firings) ' mit', # hog (86 firings) 'hog', # trillion (85 firings) ' trillions', # cary (82 firings) ' Cary', # esche (80 firings) ' esche', # edg (79 firings) ' edged', # bermuda (74 firings) ' Bermuda', # advi (72 firings) ' Advis', # arbit (69 firings) ' arbit', # harden (66 firings) ' hardened', # mitigate (61 firings) ' mitigate', # sweat (55 firings) ' sweats', # hend (52 firings) 'hend', # shrugg (51 firings) ' shrugged', # itch (47 firings) 'ITCH', # neoc (45 firings) ' neoc', # bush (42 firings) 'bush', # hed (39 firings) ' hed', # pent (38 firings) 'penter', # woodland (36 firings) ' woodland', # berm (22 firings) ' Berm', # crop (22 firings) 'crop', # ル (16 firings) 'ル', # illion (14 firings) 'illions', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'hedge-family', 1 def prog_L02F21075(input_tokens): """19 token families, 21 surface forms (train F1 of the uncapped optimum: 0.825). Fires at 2,809 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to space technology and satellites""" # --- end external annotation --- fire = { # satellite (704 firings) ' satellite', ' Satellite', # satellit (305 firings) ' satellites', # moon (137 firings) ' moons', ' Moons', # orbit (115 firings) ' orbiting', # balloon (108 firings) ' balloons', # constella (104 firings) ' constellation', # cube (92 firings) ' Cube', # atell (88 firings) 'atell', # ust (84 firings) 'usters', # acon (78 firings) 'acons', # celest (77 firings) ' celestial', # ramid (67 firings) 'ramids', # stephenson (61 firings) ' Stephenson', # galileo (49 firings) ' Galileo', # ati (49 firings) 'atial', # castl (43 firings) ' castles', # ixel (34 firings) 'ixels', # ads (25 firings) 'ADS', # sov (18 firings) ' Sov', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'satellite-family', 1 def prog_L02F21076(input_tokens): """9 token families, 15 surface forms (train F1 of the uncapped optimum: 0.696). Fires at 3,819 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to numeric scores associated with various contexts""" # --- end external annotation --- fire = { # scor (1,734 firings) ' scores', ' scored', ' scoring', 'scoring', ' Scores', # score (943 firings) ' score', ' Score', 'score', # shor (115 firings) ' shores', # unn (101 firings) 'unning', # read (79 firings) ' readings', # card (50 firings) 'cards', # ard (23 firings) 'ARDS', # als (20 firings) ' ALS', # medal (18 firings) ' Medals', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'scor-family', 1 def prog_L02F21077(input_tokens): """24 token families, 28 surface forms (train F1 of the uncapped optimum: 0.691). Fires at 4,430 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms associated with high quality""" # --- end external annotation --- fire = { # qual (1,554 firings) ' quality', 'quality', ' Quality', 'Quality', # spe (303 firings) 'speed', # rat (270 firings) 'rated', # perform (214 firings) 'performance', 'performing', # pric (131 firings) 'priced', # uds (113 firings) 'uds', # bett (102 firings) 'better', # equ (82 firings) 'equ', # oddy (74 firings) 'oddy', # format (68 firings) 'format', # verif (67 firings) 'verified', # sold (60 firings) 'sold', # idel (57 firings) 'idelity', # calib (55 firings) 'caliber', # equal (53 firings) 'equality', # shop (53 firings) 'Shop', # democracy (52 firings) 'democracy', # cheap (44 firings) ' Cheap', # smanship (43 firings) 'smanship', # urity (39 firings) 'urity', # fficiency (17 firings) 'fficiency', # worthi (17 firings) 'worthiness', # strength (15 firings) 'strength', # ב (12 firings) 'ב', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'qual-family', 1 def prog_L02F21080(input_tokens): """30 token families, 32 surface forms (train F1 of the uncapped optimum: 0.805). Fires at 3,700 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to internet or data transmission speeds""" # --- end external annotation --- fire = { # speed (751 firings) ' speeds', ' speeding', # delay (412 firings) ' delays', # optim (94 firings) ' optimized', # slat (93 firings) ' Slater', # blaz (91 firings) ' blazing', # jerome (90 firings) ' Jerome', # upt (87 firings) ' upt', # cruis (86 firings) ' cruising', # tier (84 firings) ' tiers', # speedy (77 firings) ' speedy', # sped (64 firings) ' sped', # stunt (64 firings) ' stunts', # spe (61 firings) 'Speed', # propul (60 firings) ' propulsion', # lowell (60 firings) ' Lowell', # glitch (56 firings) ' glitches', # jam (46 firings) ' jams', # rpm (44 firings) ' RPM', 'rpm', # spin (37 firings) ' spins', # vibration (34 firings) ' vibrations', # eed (30 firings) 'EED', # maneuv (29 firings) ' maneuvers', # unim (27 firings) ' unim', # slow (27 firings) ' slows', # peed (25 firings) 'peed', # transmission (25 firings) ' transmissions', # imum (22 firings) 'imum', # instantane (20 firings) ' instantaneous', # pru (18 firings) ' Pru', # volt (17 firings) ' volts', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'speed-family', 1 def prog_L02F21082(input_tokens): """30 token families, 32 surface forms (train F1 of the uncapped optimum: 0.920). Fires at 2,005 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the name "Aren" and related variations""" # --- end external annotation --- fire = { # col (197 firings) 'COL', # aren (183 firings) ' Aren', 'Aren', # isn (172 firings) ' Isn', 'Isn', # doesn (95 firings) ' Doesn', # lorenzo (94 firings) ' Lorenzo', # didn (93 firings) ' Didn', # announc (93 firings) ' announcer', # arel (87 firings) 'arel', # corpor (71 firings) ' Corpor', # econom (70 firings) ' Econom', # ain (61 firings) ' Ain', # good (56 firings) ' Goods', # cam (55 firings) ' Camer', # roz (54 firings) ' Roz', # wouldn (49 firings) ' Wouldn', # orc (46 firings) ' orc', # eca (38 firings) 'ECA', # arena (37 firings) ' arenas', # associ (31 firings) ' Associ', # lobb (29 firings) ' lobb', # ourna (27 firings) 'ournaments', # cod (24 firings) 'Cod', # orn (24 firings) ' Orn', # dat (24 firings) 'dat', # razen (21 firings) 'razen', # utor (20 firings) 'utorial', # iox (19 firings) 'iox', # bec (15 firings) ' bec', # gor (12 firings) ' Gors', # 「 (10 firings) '「', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'col-family', 1 def prog_L02F21083(input_tokens): """48 token families, 49 surface forms (train F1 of the uncapped optimum: 0.876). Fires at 3,919 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: specific place names and locations""" # --- end external annotation --- fire = { # sioux (162 firings) ' Sioux', # isle (160 firings) ' Isle', # mount (157 firings) 'mount', # cumb (135 firings) ' Cumber', # lock (124 firings) ' Lock', # newport (121 firings) ' Newport', # rut (120 firings) ' Rut', # frig (115 firings) ' frig', # middl (114 firings) ' Middles', # irth (112 firings) 'irth', # quant (112 firings) ' Quant', 'Quant', # onge (110 firings) 'onge', # lak (110 firings) ' Lakes', # arat (104 firings) 'arat', # batch (79 firings) 'batch', # cup (78 firings) 'cup', # cest (77 firings) 'cester', # metall (77 firings) ' Metall', # upload (77 firings) 'Upload', # hamp (72 firings) ' Hamp', # opt (71 firings) 'Opt', # lect (69 firings) ' Lect', # cavern (67 firings) ' cavern', # clerk (65 firings) ' Clerk', # sync (60 firings) ' Sync', # optimu (56 firings) ' Optimus', # utt (53 firings) ' Utt', # ettle (53 firings) 'ettle', # por (52 firings) ' porous', # cull (52 firings) ' Cull', # pow (51 firings) ' Pow', # lve (50 firings) 'lves', # ion (42 firings) ' ions', # ococ (41 firings) 'ococ', # knob (40 firings) ' knob', # reserv (40 firings) ' Reserv', # prick (38 firings) ' prick', # neth (33 firings) ' Nether', # fresh (30 firings) 'fresh', # lich (27 firings) ' Lich', # rosc (27 firings) 'rosc', # eele (23 firings) 'eele', # orc (20 firings) ' orcs', # enable (20 firings) ' Enable', # nit (17 firings) 'nit', # ient (16 firings) 'IENT', # clark (16 firings) ' Clarks', # chloride (14 firings) ' chloride', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'sioux-family', 1 def prog_L02F21084(input_tokens): """25 token families, 26 surface forms (train F1 of the uncapped optimum: 0.815). Fires at 3,148 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the term "sidelines." """ # --- end external annotation --- fire = { # sidelin (579 firings) ' sidelines', ' sidelined', # hiatu (211 firings) ' hiatus', # chair (147 firings) 'chair', # sideline (143 firings) ' sideline', # shadow (122 firings) ' shadows', # rory (114 firings) ' Rory', # overshadow (105 firings) ' overshadowed', # sofa (86 firings) ' sofa', # hew (80 firings) 'hews', # stall (79 firings) ' stalls', # marginal (78 firings) ' marginalized', # bandwagon (73 firings) ' bandwagon', # stump (72 firings) ' stump', # casualty (70 firings) ' casualty', # kickoff (65 firings) ' kickoff', # yna (62 firings) 'yna', # spectator (54 firings) ' spectator', # complementary (49 firings) ' complementary', # participat (47 firings) ' participates', # seminar (47 firings) ' seminar', # substitut (37 firings) ' substitutes', # alla (31 firings) 'allas', # arya (30 firings) 'arya', # iannopoulo (15 firings) 'iannopoulos', # ane (10 firings) 'aneers', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'sidelin-family', 1 def prog_L02F21085(input_tokens): """4 token families, 10 surface forms (train F1 of the uncapped optimum: 0.958). Fires at 10,963 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the word "data" in various contexts related to data transfer and management""" # --- end external annotation --- fire = { # data (10,277 firings) ' data', ' Data', 'Data', 'data', ' DATA', 'DATA', # dataset (103 firings) ' dataset', ' datasets', # ー (59 firings) 'ー', # metry (44 firings) 'metry', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'data-family', 1 def prog_L02F21086(input_tokens): """21 token families, 21 surface forms (train F1 of the uncapped optimum: 0.884). Fires at 3,586 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the word "busy" in various contexts""" # --- end external annotation --- fire = { # busy (1,383 firings) ' busy', # lone (189 firings) ' lonely', # ctic (170 firings) 'ctic', # busi (162 firings) ' busiest', # distract (149 firings) ' distracted', # noisy (107 firings) ' noisy', # bustl (101 firings) ' bustling', # sleepy (81 firings) ' sleepy', # multit (78 firings) ' multit', # aky (77 firings) 'aky', # cong (67 firings) ' congest', # employ (64 firings) 'employed', # man (61 firings) ' mans', # ply (58 firings) ' ply', # multif (45 firings) ' multif', # overload (37 firings) ' overloaded', # bilingu (35 firings) ' bilingual', # ilingu (35 firings) 'ilingual', # restles (34 firings) ' restless', # ogg (33 firings) 'ogged', # bus (17 firings) ' BUS', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'busy-family', 1 def prog_L02F21087(input_tokens): """42 token families, 43 surface forms (train F1 of the uncapped optimum: 0.882). Fires at 2,872 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: proper names related to geographic locations and individuals""" # --- end external annotation --- fire = { # uki (238 firings) 'uki', # kun (171 firings) ' Kun', 'kun', # hun (146 firings) 'hun', # fuj (114 firings) ' Fuj', # auna (97 firings) 'auna', # yun (88 firings) ' Yun', # fuk (88 firings) ' Fuk', # kru (83 firings) ' Kru', # lunar (81 firings) ' Lunar', # lup (71 firings) ' Lup', # kubrick (69 firings) ' Kubrick', # lub (68 firings) ' Lub', # damien (65 firings) ' Damien', # jiang (62 firings) ' Jiang', # kuh (59 firings) ' Kuh', # ober (58 firings) 'ober', # kund (57 firings) ' Kund', # kung (56 firings) ' Kung', # yuan (55 firings) ' Yuan', # holm (52 firings) 'holm', # kuro (51 firings) ' Kuro', # kul (49 firings) ' Kul', # kag (47 firings) ' Kag', # klu (45 firings) ' Klu', # junk (44 firings) ' Junk', # krish (41 firings) ' Krish', # grun (37 firings) ' grun', # buk (37 firings) ' Buk', # schwar (36 firings) ' Schwar', # schwe (34 firings) ' Schwe', # tsu (33 firings) ' Tsu', # movie (33 firings) 'movie', # kash (31 firings) ' Kash', # puzzle (30 firings) ' Puzzle', # kus (29 firings) ' Kus', # umo (25 firings) 'umo', # meow (16 firings) ' Meow', # kush (16 firings) ' Kush', # slime (11 firings) ' Slime', # ++ (11 firings) ' ++', # lump (9 firings) ' Lump', # aud (8 firings) 'auder', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'uki-family', 1 def prog_L02F21088(input_tokens): """41 token families, 43 surface forms (train F1 of the uncapped optimum: 0.844). Fires at 3,643 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to guiding principles or beliefs, specifically mottos and mantras""" # --- end external annotation --- fire = { # philosophy (319 firings) ' philosophy', # slogan (299 firings) ' slogan', # maharashtra (154 firings) ' Maharashtra', # motto (140 firings) ' motto', # mantra (135 firings) ' mantra', # cca (106 firings) 'cca', # mant (101 firings) ' Mant', ' mant', # andi (99 firings) 'andi', # greet (98 firings) ' greeting', # virtu (97 firings) ' virtues', # flourish (87 firings) ' flourish', # minimalist (85 firings) ' minimalist', # emerson (79 firings) ' Emerson', # mat (78 firings) 'matic', # maxim (77 firings) ' maxim', # iom (75 firings) 'iom', # andersen (74 firings) ' Andersen', # clich (72 firings) ' cliché', # salute (69 firings) ' salute', # cheer (68 firings) ' cheerful', # admon (60 firings) ' admon', # etho (56 firings) ' ethos', # bible (53 firings) ' bible', # augustine (51 firings) ' Augustine', # anca (49 firings) 'anca', # phrase (47 firings) 'phrase', # affirma (46 firings) ' affirmation', # behaviour (46 firings) ' behaviours', # inscrip (41 firings) ' inscription', # philosoph (39 firings) ' philosophies', # aph (35 firings) ' aph', # transla (34 firings) 'Translation', # inscrib (27 firings) ' inscribed', # cre (26 firings) ' creed', # lambda (26 firings) ' lambda', 'lambda', # urist (23 firings) 'uristic', # proverb (19 firings) ' proverb', # precept (18 firings) ' precept', # run (17 firings) ' runes', # command (14 firings) ' commandments', # gorithm (11 firings) 'gorithm', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'philosophy-family', 1 def prog_L02F21089(input_tokens): """28 token families, 29 surface forms (train F1 of the uncapped optimum: 0.897). Fires at 2,946 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the name "Raz" or related variations""" # --- end external annotation --- fire = { # raz (365 firings) 'raz', ' Raz', # craz (181 firings) ' craz', # cros (156 firings) 'cross', # 1977 (145 firings) ' 1977', # zurich (134 firings) ' Zurich', # cz (129 firings) 'cz', # maz (114 firings) ' Maz', # ruck (109 firings) 'ruck', # braz (105 firings) ' Braz', # rox (99 firings) 'rox', # rav (98 firings) ' Rav', # plung (95 firings) ' plung', # stad (92 firings) 'stad', # amaz (86 firings) 'amaz', # arras (69 firings) 'arrass', # rench (68 firings) 'renched', # rugg (63 firings) 'rugged', # zar (61 firings) 'zar', # addict (60 firings) ' addict', # bohem (59 firings) ' Bohem', # hoff (51 firings) 'hoff', # maul (49 firings) ' Maul', # bust (49 firings) ' Bust', # drill (49 firings) ' drilled', # ritz (46 firings) 'ritz', # hypnot (45 firings) ' hypnot', # hus (39 firings) ' Huss', # graz (28 firings) ' graz', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'raz-family', 1 def prog_L02F21090(input_tokens): """12 token families, 15 surface forms (train F1 of the uncapped optimum: 0.844). Fires at 2,159 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the prefix "gl" as part of various words""" # --- end external annotation --- fire = { # gl (1,233 firings) 'gl', 'Gl', 'GL', ' GL', # igl (82 firings) 'igl', # gly (76 firings) 'gly', # ogl (59 firings) 'ogl', # γ (55 firings) 'γ', # ν (48 firings) 'ν', # regn (35 firings) 'regn', # infall (23 firings) ' infall', # gm (18 firings) 'gm', # gru (17 firings) 'gru', # フ (7 firings) 'フ', # ェ (6 firings) 'ェ', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'gl-family', 1 def prog_L02F21092(input_tokens): """20 token families, 27 surface forms (train F1 of the uncapped optimum: 0.825). Fires at 3,123 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "disrupt" and its variations""" # --- end external annotation --- fire = { # disrupt (623 firings) ' disrupt', ' disrupted', ' disruptive', ' disrupting', # assault (330 firings) ' assaulted', # disrup (208 firings) ' disruption', # disturb (166 firings) ' disturbed', ' disturb', # rupt (148 firings) 'rupt', 'rupted', # obstruct (130 firings) ' obstruct', # interfer (110 firings) ' interfering', ' interfered', # interrupt (108 firings) ' interrupt', ' interrupts', # destabil (104 firings) ' destabil', # unct (91 firings) 'unct', # nab (86 firings) ' Nab', # toxin (73 firings) ' toxins', # disruption (71 firings) ' disruptions', # irrit (71 firings) ' irrit', # ruly (56 firings) 'ruly', # counter (52 firings) ' countering', # chall (51 firings) ' Chall', # overwhelm (42 firings) ' overwhelm', # break (21 firings) 'breakers', # overwhel (9 firings) ' overwhel', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'disrupt-family', 1 def prog_L02F21093(input_tokens): """26 token families, 31 surface forms (train F1 of the uncapped optimum: 0.832). Fires at 2,616 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to changes in direction or course""" # --- end external annotation --- fire = { # revers (492 firings) ' reversed', ' reversal', ' reversing', ' reversible', # reverse (327 firings) ' reverse', # turnaround (128 firings) ' turnaround', # flipp (123 firings) ' flipped', # repeal (101 firings) ' repealed', # affirm (88 firings) ' affirmed', # revert (85 firings) ' revert', ' reverted', # enz (69 firings) 'enz', # rev (64 firings) ' revers', ' rever', # irrevers (59 firings) ' irreversible', # inv (58 firings) ' inver', # sideway (57 firings) ' sideways', # mirror (50 firings) ' mirrored', # strip (44 firings) ' striped', # landsl (39 firings) ' landsl', # addin (38 firings) 'addin', # undone (38 firings) ' undone', # linear (37 firings) 'linear', # soften (35 firings) ' softened', # invert (28 firings) ' inverted', # stere (22 firings) ' stere', # uin (20 firings) 'uin', # direc (20 firings) 'direction', # vers (16 firings) 'versible', # modula (11 firings) ' modulation', # ド (10 firings) 'ド', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'revers-family', 1 def prog_L02F21094(input_tokens): """35 token families, 36 surface forms (train F1 of the uncapped optimum: 0.723). Fires at 3,894 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms associated with addiction and attachment""" # --- end external annotation --- fire = { # addict (275 firings) ' addicted', ' addictive', # obsess (268 firings) ' obsessed', # hook (175 firings) ' hooked', # ess (151 firings) 'essed', # ank (112 firings) 'anked', # aldo (107 firings) 'aldo', # eled (102 firings) 'eled', # wir (97 firings) ' wired', # ict (89 firings) 'icted', # wolfgang (85 firings) ' Wolfgang', # mad (85 firings) 'mad', # ronnie (81 firings) ' Ronnie', # plugg (77 firings) ' plugged', # boot (69 firings) ' booted', # ano (61 firings) 'anos', # tu (58 firings) 'tu', # screw (55 firings) ' screwed', # mable (53 firings) 'mable', # certif (50 firings) ' Certified', # ook (48 firings) 'ooked', # strap (47 firings) ' strap', # ber (46 firings) 'bered', # crazy (44 firings) 'crazy', # udo (41 firings) 'udos', # joint (39 firings) ' joints', # )] (31 firings) ')]', # iliat (31 firings) 'iliated', # crip (30 firings) 'CRIPTION', # rj (23 firings) ' RJ', # condition (23 firings) ' conditioned', # onica (20 firings) 'onica', # scrib (19 firings) 'scribed', # zos (15 firings) 'zos', # '] (15 firings) "']", # ril (14 firings) 'rils', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'addict-family', 1 def prog_L02F21095(input_tokens): """42 token families, 45 surface forms (train F1 of the uncapped optimum: 0.811). Fires at 6,056 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to consulting services""" # --- end external annotation --- fire = { # publish (831 firings) ' publishing', ' Publishing', # consult (484 firings) ' consulting', ' Consult', ' Consulting', # work (200 firings) ' Working', # car (186 firings) ' caring', # freel (186 firings) ' freelance', # advis (148 firings) ' advising', # associat (132 firings) ' Associates', # restructur (128 firings) ' restructuring', # model (116 firings) ' modeling', # tun (112 firings) ' tuning', # counsel (110 firings) ' counseling', # consultancy (95 firings) ' consultancy', # solution (95 firings) ' Solutions', # eer (90 firings) 'eering', # conglomerate (87 firings) ' conglomerate', # prof (86 firings) 'prof', # boutique (83 firings) ' boutique', # outsourc (82 firings) ' outsourcing', # comput (81 firings) ' Computing', # orporat (79 firings) 'orporated', # consultant (76 firings) ' consultants', # modell (75 firings) ' modelling', # staff (72 firings) ' staffing', # forecast (68 firings) ' forecasting', # surve (65 firings) ' surve', # adjunct (57 firings) ' adjunct', # master (56 firings) ' mastering', # cler (55 firings) ' cler', # iddl (55 firings) 'iddling', # cooperat (53 firings) ' cooperating', # servic (50 firings) ' servicing', # brokerage (49 firings) ' brokerage', # counsell (49 firings) ' counselling', # mercenary (47 firings) ' mercenary', # lodg (46 firings) ' lodging', # monitor (41 firings) ' Monitoring', # interpret (37 firings) ' interpreting', # refin (32 firings) ' refining', # lish (31 firings) 'lishing', # account (24 firings) ' Accounting', # udd (18 firings) 'udding', # compos (17 firings) ' composing', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'publish-family', 1 def prog_L02F21096(input_tokens): """22 token families, 23 surface forms (train F1 of the uncapped optimum: 0.828). Fires at 1,483 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the term "utt," indicating a specific focus on certain entities or locations""" # --- end external annotation --- fire = { # utt (289 firings) 'utt', # bett (106 firings) 'bett', # ubb (102 firings) 'ubb', # anz (78 firings) 'anz', # enda (77 firings) 'enda', 'endas', # uti (66 firings) 'uti', # uta (50 firings) 'uta', # ippl (48 firings) 'ipples', # ret (46 firings) 'rets', # ple (42 firings) 'plement', # nib (37 firings) ' nib', # mitt (36 firings) 'mitt', # regnancy (35 firings) 'regnancy', # uckland (26 firings) 'uckland', # dt (23 firings) 'dt', # iffe (23 firings) 'iffe', # etu (22 firings) 'etus', # udd (19 firings) 'udder', # τ (15 firings) ' τ', # timet (14 firings) ' timet', # td (14 firings) 'td', # pru (12 firings) 'prus', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'utt-family', 1 def prog_L02F21098(input_tokens): """4 token families, 6 surface forms (train F1 of the uncapped optimum: 0.805). Fires at 4,908 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "eventually." """ # --- end external annotation --- fire = { # eventual (1,885 firings) ' eventually', ' Eventually', 'Eventually', # ultimate (1,028 firings) ' ultimately', # inevitab (258 firings) ' inevitably', # someday (127 firings) ' someday', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'eventual-family', 1 def prog_L02F21099(input_tokens): """2 token families, 2 surface forms (train F1 of the uncapped optimum: 0.979). Fires at 96 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the entity "Baal." """ # --- end external annotation --- fire = { # tau (61 firings) ' Tau', # baal (31 firings) ' Baal', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'tau-family', 1