"""GPT-2 SAE last-token programs, layer 2 -- features 21700 to 21799 (85 programs). One function per SAE feature. Grouped 100 to a file so the set stays browsable; the programs themselves are unchanged. """ def prog_L02F21700(input_tokens): """29 token families, 32 surface forms (train F1 of the uncapped optimum: 0.709). Fires at 3,335 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to stairs and staircases""" # --- end external annotation --- fire = { # step (291 firings) ' steps', # stair (248 firings) ' stairs', ' stair', 'stairs', # surrey (160 firings) ' Surrey', # riverside (160 firings) ' Riverside', # hallway (114 firings) ' hallway', # balcony (106 firings) ' balcony', # air (102 firings) 'airs', # esc (98 firings) ' escal', # hatch (95 firings) ' hatch', # stove (89 firings) ' stove', # slope (78 firings) ' slope', # slop (75 firings) ' slopes', # ramp (66 firings) ' ramps', # staircase (61 firings) ' staircase', # doorway (56 firings) ' doorway', # rail (50 firings) ' railing', # broccoli (49 firings) ' broccoli', # flo (46 firings) ' Flo', 'Flo', # rouch (37 firings) 'rouch', # add (36 firings) 'adders', # para (33 firings) ' paras', # broom (31 firings) ' broom', # diagon (27 firings) ' diagonal', # achieve (27 firings) ' Achievement', # balcon (26 firings) ' balcon', # slow (23 firings) 'slow', # annex (21 firings) ' Annex', # ivari (11 firings) 'ivari', # ascend (10 firings) ' ascending', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'step-family', 1 def prog_L02F21702(input_tokens): """47 token families, 60 surface forms (train F1 of the uncapped optimum: 0.846). Fires at 11,610 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: proper nouns and specific names, particularly related to individuals and organizations""" # --- end external annotation --- fire = { # lin (431 firings) 'LIN', 'liners', ' lin', 'Lin', ' LIN', # rodrigo (266 firings) ' Rodrigo', # nvidia (257 firings) ' NVIDIA', 'NVIDIA', # actor (196 firings) ' Actor', 'Actor', # social (193 firings) ' socially', # snip (190 firings) ' sniper', ' Sniper', # unsure (169 firings) ' unsure', # ld (160 firings) 'LD', ' LD', # jd (149 firings) ' JD', 'JD', # dustin (139 firings) ' Dustin', # lds (139 firings) ' LDS', # genr (136 firings) ' genres', # enrique (134 firings) ' Enrique', # scor (133 firings) ' scorer', # gren (127 firings) 'gren', # com (127 firings) ' comed', ' Comed', # alcohol (119 firings) ' alcoholic', # n (117 firings) 'én', # solo (114 firings) ' Solo', # jok (111 firings) ' joking', # orpg (109 firings) 'ORPG', # offline (108 firings) 'Offline', # strang (107 firings) ' Stranger', # suk (106 firings) ' Suk', # fac (104 firings) ' Fac', 'Fac', 'fac', # eleven (102 firings) ' Eleven', # accel (101 firings) ' acceler', # eng (98 firings) 'ENG', # lapd (96 firings) ' LAPD', # acre (92 firings) ' acre', # lectur (89 firings) ' lecturer', # garc (84 firings) ' Garc', # esson (81 firings) 'esson', # strength (75 firings) ' Strength', 'strength', # winn (74 firings) ' Winners', # gaard (74 firings) 'gaard', # age (72 firings) 'agement', # presidency (72 firings) ' Presidency', # coff (69 firings) ' Coff', # twent (69 firings) ' twenties', # oso (67 firings) 'oso', # eyel (65 firings) ' eyel', # neurosci (61 firings) ' Neuroscience', # synchron (59 firings) ' synchron', # sarcast (58 firings) ' sarcastic', # old (57 firings) ' Older', # tranquil (54 firings) ' tranquil', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'lin-family', 1 def prog_L02F21703(input_tokens): """11 token families, 15 surface forms (train F1 of the uncapped optimum: 0.749). Fires at 2,166 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases indicating intention or purpose""" # --- end external annotation --- fire = { # intend (766 firings) ' intends', ' intend', ' intending', 'intend', # expect (401 firings) ' expects', # contemplat (113 firings) ' contemplating', ' contemplated', # anticipate (66 firings) ' anticipate', # contemplate (31 firings) ' contemplate', # specialize (23 firings) ' specialize', # imperium (16 firings) ' Imperium', # >= (14 firings) ' >=', # iffe (14 firings) 'iffe', # recomm (12 firings) ' recomm', # mington (8 firings) 'mington', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'intend-family', 1 def prog_L02F21705(input_tokens): """7 token families, 11 surface forms (train F1 of the uncapped optimum: 0.802). Fires at 2,558 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to profit in various contexts""" # --- end external annotation --- fire = { # profit (1,470 firings) ' profit', ' profits', ' profitable', ' profitability', ' Profit', # through (158 firings) 'through', # fit (115 firings) 'fit', # orgasm (46 firings) ' orgasm', # ward (39 firings) 'WARD', # prosp (36 firings) ' prosper', # link (22 firings) ' LINK', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'profit-family', 1 def prog_L02F21706(input_tokens): """2 token families, 3 surface forms (train F1 of the uncapped optimum: 0.849). Fires at 2,326 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: dates, specifically focusing on the month of September""" # --- end external annotation --- fire = { # sept (1,670 firings) ' Sept', 'Sept', # thur (45 firings) ' Thurs', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'sept-family', 1 def prog_L02F21707(input_tokens): """38 token families, 38 surface forms (train F1 of the uncapped optimum: 0.825). Fires at 2,294 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to the concept of redistribution of wealth and resources""" # --- end external annotation --- fire = { # societ (123 firings) ' societal', # gerry (111 firings) ' Gerry', # redist (103 firings) ' redist', # wealth (93 firings) ' Wealth', # benef (84 firings) ' benef', # recapt (84 firings) ' recapt', # edu (81 firings) ' Edu', # confisc (79 firings) ' confisc', # ribute (73 firings) 'ribute', # reorgan (72 firings) ' reorgan', # rew (70 firings) ' Rew', # decentr (60 firings) ' decentral', # relativ (59 firings) ' relativity', # repatri (48 firings) ' repatri', # disp (46 firings) ' dispers', # scholarship (43 firings) ' Scholarship', # redistribu (35 firings) ' redistribution', # reprodu (35 firings) ' Reprodu', # redres (33 firings) ' redress', # delta (33 firings) ' delta', # generous (33 firings) ' generously', # rict (33 firings) 'ricting', # ugen (32 firings) 'ugen', # rac (31 firings) ' Racial', # rede (27 firings) ' rede', # yr (27 firings) 'YR', # sprit (26 firings) ' sprites', # sprite (24 firings) ' sprite', # displ (23 firings) ' displ', # insofar (19 firings) ' insofar', # recomp (19 firings) ' recomp', # timet (14 firings) ' timet', # idem (14 firings) 'idem', # distribut (13 firings) ' distribut', # emancipa (12 firings) ' emancipation', # antid (11 firings) ' antid', # emanc (10 firings) ' emanc', # statist (9 firings) ' statist', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'societ-family', 1 def prog_L02F21708(input_tokens): """28 token families, 32 surface forms (train F1 of the uncapped optimum: 0.903). Fires at 2,366 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the abbreviation "vi" and its variations""" # --- end external annotation --- fire = { # vi (673 firings) 'vi', 'VI', ' VI', ' vi', 'Vi', # wi (158 firings) ' WI', # vega (116 firings) ' Vega', # venth (93 firings) 'venth', # si (89 firings) ' si', # xi (83 firings) 'xi', # abbrevi (83 firings) ' abbrevi', # ovi (79 firings) 'ovi', # eka (71 firings) 'eka', # igne (69 firings) 'igne', # vid (60 firings) 'vid', # vir (56 firings) 'vir', # canc (54 firings) 'cancer', # illin (47 firings) 'illin', # viru (42 firings) ' Virus', # qv (37 firings) 'qv', # ivia (33 firings) 'ivia', # via (31 firings) 'viation', # eluc (27 firings) ' eluc', # vii (25 firings) 'VII', # vl (24 firings) 'VL', # krug (14 firings) ' Krug', # 601 (12 firings) ' 601', # ivari (11 firings) 'ivari', # ギ (9 firings) 'ギ', # indra (8 firings) ' Indra', # qiao (8 firings) ' Qiao', # ongev (6 firings) 'ongevity', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'vi-family', 1 def prog_L02F21709(input_tokens): """50 token families, 53 surface forms (train F1 of the uncapped optimum: 0.875). Fires at 10,109 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: proper nouns, particularly names""" # --- end external annotation --- fire = { # eva (202 firings) 'EVA', ' Eva', 'eva', 'Eva', # speedway (160 firings) ' Speedway', # alexa (151 firings) ' Alexa', # essa (141 firings) 'essa', # maggie (138 firings) ' Maggie', # nikki (130 firings) ' Nikki', # flor (130 firings) ' Florence', # yson (129 firings) 'yson', # sergei (126 firings) ' Sergei', # daytona (122 firings) ' Daytona', # luna (120 firings) ' Luna', # olivia (118 firings) ' Olivia', # ador (115 firings) ' adorable', # lisbon (107 firings) ' Lisbon', # axel (99 firings) ' Axel', # barbie (96 firings) ' Barbie', # wolfe (94 firings) ' Wolfe', # olsen (94 firings) ' Olsen', # nina (92 firings) ' Nina', # tiffany (92 firings) ' Tiffany', # ratif (89 firings) ' ratified', # valerie (87 firings) ' Valerie', # wardrobe (87 firings) ' wardrobe', # suitcase (86 firings) ' suitcase', # romeo (85 firings) ' Romeo', # lori (83 firings) ' Lori', # vanessa (82 firings) ' Vanessa', # argo (82 firings) 'argo', # siberia (81 firings) ' Siberia', # terra (80 firings) ' Terra', # peggy (79 firings) ' Peggy', # alicia (77 firings) ' Alicia', # elena (75 firings) ' Elena', # abella (74 firings) 'abella', # naomi (73 firings) ' Naomi', # juliet (73 firings) ' Juliet', # fiona (73 firings) ' Fiona', # olympia (71 firings) ' Olympia', # mia (69 firings) ' Mia', # vera (69 firings) ' Vera', # kimber (69 firings) ' Kimberly', # ozone (68 firings) ' ozone', # myr (68 firings) ' Myr', # reil (68 firings) ' Reilly', # veronica (66 firings) ' Veronica', # brittany (66 firings) ' Brittany', # paige (65 firings) ' Paige', # melanie (65 firings) ' Melanie', # siberian (64 firings) ' Siberian', # becky (64 firings) ' Becky', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'eva-family', 1 def prog_L02F21710(input_tokens): """43 token families, 43 surface forms (train F1 of the uncapped optimum: 0.905). Fires at 3,473 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: repetitively mentioned names and terms associated with Shelby vehicles""" # --- end external annotation --- fire = { # sega (201 firings) ' Sega', # shelby (163 firings) ' Shelby', # speedway (160 firings) ' Speedway', # gi (137 firings) 'gi', # wh (134 firings) ' WH', # furi (125 firings) ' Furious', # iven (125 firings) 'iven', # silent (116 firings) ' Silent', # mustang (109 firings) ' Mustang', # hy (103 firings) 'Hy', # rien (95 firings) 'rien', # asley (89 firings) 'asley', # southern (86 firings) 'Southern', # woo (84 firings) ' Woo', # spirit (84 firings) ' spirited', # msi (83 firings) ' MSI', # shim (83 firings) ' Shim', # pryor (79 firings) ' Pryor', # sere (77 firings) ' Sere', # shelley (76 firings) ' Shelley', # savannah (70 firings) ' Savannah', # whi (66 firings) ' Whis', # scarlett (62 firings) ' Scarlett', # cynthia (61 firings) ' Cynthia', # athi (60 firings) 'athi', # smy (50 firings) ' Smy', # rac (49 firings) 'racial', # cobra (47 firings) ' Cobra', # gry (43 firings) ' Gry', # gul (39 firings) ' gul', # vip (37 firings) ' Viper', # mi (33 firings) 'Mi', # midrange (26 firings) ' midrange', # 975 (21 firings) '975', # sakura (20 firings) ' Sakura', # soul (20 firings) 'Soul', # phe (19 firings) 'phe', # ween (19 firings) 'ween', # ruk (18 firings) ' Ruk', # fior (15 firings) ' Fior', # sin (13 firings) ' Sins', # qqa (12 firings) 'qqa', # 344 (9 firings) '344', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'sega-family', 1 def prog_L02F21711(input_tokens): """15 token families, 18 surface forms (train F1 of the uncapped optimum: 0.832). Fires at 4,156 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to liberal ideologies or individuals""" # --- end external annotation --- fire = { # liber (2,032 firings) ' liberal', ' Liberal', 'Liberal', 'liberal', # liberal (396 firings) ' liberals', # leftist (185 firings) ' leftist', # hipp (128 firings) ' hipp', # centrist (94 firings) ' centrist', # liberalism (91 firings) ' liberalism', # eclect (70 firings) ' eclectic', # lax (63 firings) ' lax', # mopolitan (52 firings) 'mopolitan', # tolerant (50 firings) ' tolerant', # enlighten (48 firings) ' enlightened', # indu (44 firings) 'indu', # democrat (40 firings) ' democrat', # tilt (25 firings) ' tilted', # iber (11 firings) 'iberal', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'liber-family', 1 def prog_L02F21712(input_tokens): """50 token families, 63 surface forms (train F1 of the uncapped optimum: 0.522). Fires at 80,223 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: linguistic elements related to specific types of nouns and their plural forms""" # --- end external annotation --- fire = { # es (5,367 firings) 'es', 'ES', 'Es', # ers (2,241 firings) 'ers', # as (2,062 firings) 'as', # ies (1,863 firings) 'ies', 'IES', # ons (1,265 firings) 'ons', # les (1,216 firings) 'les', 'LES', # ans (1,045 firings) 'ans', # ins (1,043 firings) 'ins', 'INS', # ation (999 firings) 'ations', # ors (938 firings) 'ors', # als (891 firings) 'als', # ets (783 firings) 'ets', 'ETS', # ts (716 firings) 'ts', # ate (677 firings) 'ates', # rie (660 firings) 'ries', # ive (655 firings) 'ives', # ks (636 firings) 'ks', # els (631 firings) 'els', # che (610 firings) 'ches', # ps (569 firings) 'ps', 'Ps', # ter (523 firings) 'ters', # ari (510 firings) 'aries', 'aris', # ine (501 firings) 'ines', # ment (500 firings) 'ments', # ure (493 firings) 'ures', 'URES', # ves (490 firings) 'ves', # ues (486 firings) 'ues', # its (484 firings) 'its', # ars (479 firings) 'ars', # iti (477 firings) 'ities', # ade (468 firings) 'ades', # ant (427 firings) 'ants', # bs (399 firings) 'bs', 'Bs', # hip (377 firings) 'hips', # ver (375 firings) 'vers', # age (373 firings) 'ages', 'agements', # let (370 firings) 'lets', # ms (367 firings) 'ms', # ges (344 firings) 'ges', 'GES', # cher (309 firings) 'chers', # way (304 firings) 'ways', # est (301 firings) 'ests', # our (297 firings) 'ours', # ake (288 firings) 'akes', # use (285 firings) 'uses', # ice (274 firings) 'ices', # ls (268 firings) 'ls', # ids (261 firings) 'ids', 'IDs', # oms (260 firings) 'oms', # oes (230 firings) 'oes', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'es-family', 1 def prog_L02F21713(input_tokens): """34 token families, 95 surface forms (train F1 of the uncapped optimum: 0.382). Fires at 99,942 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to television programs and networks""" # --- end external annotation --- fire = { # show (6,025 firings) ' show', ' shows', ' Show', ' Shows', 'show', 'shows', ' SHOW', # ser (3,023 firings) ' series', 'series', ' Serial', 'serial', # season (2,964 firings) ' season', ' Season', ' seasons', 'Season', # network (2,444 firings) ' network', ' Network', ' networks', ' Networks', ' NETWORK', 'Network', # host (1,812 firings) ' host', 'host', ' hosts', ' Host', # tv (1,500 firings) ' TV', # program (1,430 firings) ' program', 'program', # televi (1,237 firings) ' television', ' Television', # view (1,123 firings) ' viewers', ' View', ' viewing', ' viewer', # broadcast (969 firings) ' broadcast', ' broadcasters', ' broadcaster', ' broadcasts', ' Broadcasting', ' Broadcast', # episode (927 firings) ' episode', 'episode', # screen (924 firings) ' screen', ' screens', ' Screen', 'screen', ' screened', # produc (888 firings) ' producer', ' producers', ' Production', ' Producer', 'production', 'Production', # channel (815 firings) ' channel', ' Channel', ' channels', # cable (795 firings) ' cable', ' Cable', # fox (761 firings) ' Fox', ' FOX', # air (723 firings) ' aired', ' airing', ' airs', 'aired', # episod (712 firings) ' episodes', # abc (640 firings) ' ABC', 'ABC', # nbc (570 firings) ' NBC', 'NBC', # drama (547 firings) ' drama', ' dramas', ' Drama', # sta (518 firings) ' station', # stream (466 firings) ' streaming', ' Streaming', # morn (458 firings) ' mornings', # coverage (422 firings) ' coverage', # programm (417 firings) ' programming', ' programmes', # seg (385 firings) ' segment', ' segments', # rat (381 firings) ' ratings', ' Ratings', # cast (343 firings) 'cast', 'casts', 'caster', 'casters', 'CAST', # anchor (336 firings) ' anchor', ' anchors', ' anchored', # premiere (315 firings) ' premiere', # adapta (311 firings) ' adaptation', # programme (296 firings) ' programme', # report (276 firings) ' Reporter', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'show-family', 1 def prog_L02F21714(input_tokens): """5 token families, 13 surface forms (train F1 of the uncapped optimum: 0.852). Fires at 6,897 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "join." """ # --- end external annotation --- fire = { # join (4,827 firings) ' join', ' joining', ' joins', 'Join', ' Join', 'join', 'joining', # jo (132 firings) ' jo', ' JO', 'JO', # unite (121 firings) ' unite', # collaborate (76 firings) ' collaborate', # enlist (59 firings) ' enlist', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'join-family', 1 def prog_L02F21715(input_tokens): """44 token families, 45 surface forms (train F1 of the uncapped optimum: 0.810). Fires at 2,712 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: symbols and indicators related to ratings or assessments of products""" # --- end external annotation --- fire = { # kimmel (138 firings) ' Kimmel', # ual (125 firings) 'UAL', # [+ (118 firings) ' [+', # mediate (116 firings) 'mediate', # vernight (104 firings) 'vernight', # ultron (94 firings) ' Ultron', # (+ (91 firings) ' (+', # izen (86 firings) 'izens', # buk (80 firings) ' Buk', # iston (79 firings) 'iston', # ㅋㅋ (61 firings) 'ㅋㅋ', # aub (55 firings) ' Aub', # brain (55 firings) 'brainer', # recommend (49 firings) ' Recommend', 'Recommend', # anon (47 firings) 'anon', # ilic (47 firings) 'ilic', # receiv (46 firings) ' Received', # wer (43 firings) 'wered', # what (34 firings) ' whats', # [[ (33 firings) ' [[', # ategor (27 firings) 'ategor', # rat (26 firings) ' Rated', # lr (26 firings) 'LR', # help (25 firings) ' Helpful', # ► (24 firings) '►', # ------ (24 firings) ' ------', # !!!!! (24 firings) '!!!!!', # mal (23 firings) 'MAL', # inel (23 firings) 'inel', # pov (22 firings) ' POV', # review (21 firings) 'Reviewer', # bought (19 firings) ' Bought', # utr (16 firings) 'utral', # ipolar (16 firings) 'ipolar', # entert (13 firings) ' entert', # ㅋ (12 firings) 'ㅋ', # avor (12 firings) 'avorable', # airl (12 firings) ' Airl', # delete (11 firings) ' Delete', # =- (10 firings) '=-', # rep (8 firings) 'reply', # 不 (8 firings) '不', # [- (7 firings) ' [-', # iatu (7 firings) 'iatus', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'kimmel-family', 1 def prog_L02F21716(input_tokens): """16 token families, 23 surface forms (train F1 of the uncapped optimum: 0.961). Fires at 10,115 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: numerical data, specifically values related to the number 25""" # --- end external annotation --- fire = { # 25 (7,518 firings) ' 25', '25', # 250 (604 firings) ' 250', # 125 (239 firings) ' 125', # rl (135 firings) 'RL', # 2025 (123 firings) ' 2025', # 325 (102 firings) ' 325', '325', # 225 (92 firings) ' 225', # 2500 (91 firings) ' 2500', '2500', # 425 (80 firings) '425', ' 425', # 1925 (73 firings) ' 1925', # 950 (70 firings) ' 950', # 525 (50 firings) '525', ' 525', # 625 (43 firings) '625', ' 625', # 259 (38 firings) ' 259', '259', # principal (33 firings) ' principals', # 2600 (30 firings) ' 2600', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '25-family', 1 def prog_L02F21717(input_tokens): """26 token families, 29 surface forms (train F1 of the uncapped optimum: 0.760). Fires at 3,092 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the pattern of the suffix "ader" in various contexts""" # --- end external annotation --- fire = { # ader (681 firings) 'ader', 'aders', # avi (176 firings) 'avis', 'avier', # uman (127 firings) 'uman', # raid (122 firings) ' Raider', # aper (94 firings) 'aper', # adow (87 firings) 'adows', 'adow', # hatt (81 firings) 'hatt', # weston (69 firings) ' Weston', # trad (61 firings) ' Trader', # rentice (56 firings) 'rentice', # adem (49 firings) 'adem', # ash (48 firings) 'asher', # abu (44 firings) 'abus', # fman (41 firings) 'fman', # ascist (38 firings) 'ascist', # ortunate (35 firings) 'ortunate', # uth (34 firings) 'uther', # gger (33 firings) 'gger', # shad (31 firings) ' shader', # kurd (30 firings) ' Kurd', # assemb (25 firings) 'Assembly', # addin (24 firings) 'addin', # idi (22 firings) 'idious', # aud (18 firings) 'auder', # load (10 firings) 'Loader', # 993 (8 firings) '993', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ader-family', 1 def prog_L02F21718(input_tokens): """10 token families, 10 surface forms (train F1 of the uncapped optimum: 0.848). Fires at 928 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the location "Beverly Hills." """ # --- end external annotation --- fire = { # bever (196 firings) ' Beverly', # baylor (174 firings) ' Baylor', # night (95 firings) ' nightly', # babylon (72 firings) ' Babylon', # › (68 firings) ' ›', # nee (56 firings) 'nee', # esley (36 firings) 'esley', # █ (21 firings) ' █', # nott (12 firings) ' Notting', # crush (11 firings) ' Crusher', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'bever-family', 1 def prog_L02F21719(input_tokens): """29 token families, 33 surface forms (train F1 of the uncapped optimum: 0.795). Fires at 3,548 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to the concept of derivation or origin""" # --- end external annotation --- fire = { # deriv (364 firings) ' derived', 'derived', ' deriv', # ans (340 firings) 'ANS', # adapt (268 firings) ' adapted', # der (252 firings) 'Der', ' derives', ' derive', # borrow (131 firings) ' borrowed', # sourc (112 firings) ' sourced', # orean (92 firings) 'orean', # ded (90 firings) ' ded', # ived (81 firings) 'ived', # atto (79 firings) 'atto', # glean (76 firings) ' glean', # derivat (75 firings) ' derivative', # emanat (71 firings) ' emanating', # iland (68 firings) 'iland', # ancestr (66 firings) ' ancestral', # ancestry (63 firings) ' ancestry', # insepar (40 firings) ' insepar', # extrap (39 firings) ' extrap', # infer (37 firings) ' inference', # gil (36 firings) 'gil', # inf (35 firings) ' infer', # infus (30 firings) ' infused', # tymology (28 firings) 'tymology', # descendant (26 firings) ' descendant', # alogy (25 firings) 'alogy', # aird (21 firings) 'aird', # ive (18 firings) 'IVES', # intrinsical (15 firings) ' intrinsically', # inferr (13 firings) ' inferred', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'deriv-family', 1 def prog_L02F21722(input_tokens): """3 token families, 6 surface forms (train F1 of the uncapped optimum: 0.932). Fires at 11,643 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to places""" # --- end external annotation --- fire = { # place (10,657 firings) ' place', ' Place', 'place', 'Place', # plac (359 firings) ' placing', # ace (114 firings) 'ACE', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'place-family', 1 def prog_L02F21723(input_tokens): """32 token families, 40 surface forms (train F1 of the uncapped optimum: 0.839). Fires at 3,441 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to graphs""" # --- end external annotation --- fire = { # graph (665 firings) ' graph', ' graphical', ' graphs', ' Graph', 'Graph', 'graph', # abstract (334 firings) 'Abstract', # plot (241 firings) 'Plot', 'plot', ' Plot', # diagram (156 firings) ' diagram', ' diagrams', # graphene (153 firings) ' graphene', # nod (126 firings) ' nodes', # quizz (79 firings) ' quizz', # plott (69 firings) ' plotted', # -, (60 firings) '-,', # min (60 firings) ' mined', # electrod (57 firings) ' electrodes', # neurolog (50 firings) ' Neurolog', # socialism (47 firings) ' Socialism', # pessimist (45 firings) ' pessimistic', # omorph (43 firings) 'omorphic', # latt (40 firings) ' latt', # inou (40 firings) 'inous', # quartz (37 firings) ' Quartz', # gaz (36 firings) ' gazing', # column (35 firings) ' Column', # grid (31 firings) 'Grid', # dynam (30 firings) ' Dynam', # electrode (26 firings) ' electrode', # sarcast (23 firings) ' sarcast', # stat (21 firings) 'stats', # comput (18 firings) ' computed', # all (17 firings) 'allic', # electrom (16 firings) ' electrom', # matical (15 firings) 'matically', # grap (14 firings) ' grap', # statist (9 firings) ' statist', # odynam (9 firings) 'odynam', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'graph-family', 1 def prog_L02F21725(input_tokens): """8 token families, 13 surface forms (train F1 of the uncapped optimum: 0.957). Fires at 9,303 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the term "San" in relation to geographical locations""" # --- end external annotation --- fire = { # san (7,825 firings) ' San', 'SAN', 'San', 'san', ' san', ' SAN', # shark (234 firings) ' Sharks', # sanford (131 firings) ' Sanford', # apan (97 firings) 'apan', # sao (83 firings) ' Sao', # den (77 firings) ' dens', # sanita (66 firings) ' sanitation', # sara (58 firings) ' Saras', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'san-family', 1 def prog_L02F21726(input_tokens): """47 token families, 50 surface forms (train F1 of the uncapped optimum: 0.814). Fires at 20,793 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to voting and ballots""" # --- end external annotation --- fire = { # villag (513 firings) ' villages', ' villagers', # neighborhood (479 firings) ' neighborhoods', # count (474 firings) ' counties', # ston (341 firings) ' stones', 'stones', # ballot (335 firings) ' ballots', # councillor (311 firings) ' councillors', ' councillor', # button (260 firings) ' buttons', # bonus (246 firings) ' bonuses', # vegetabl (243 firings) ' vegetables', # helicopt (238 firings) ' helicopters', # galax (221 firings) ' galaxies', # airport (202 firings) ' airports', # american (188 firings) 'Americans', # variabl (180 firings) ' variables', # tvs (170 firings) ' TVs', # off (161 firings) 'offs', # databas (157 firings) ' databases', # instruct (151 firings) ' instructed', # astronaut (148 firings) ' astronauts', # jersey (145 firings) ' jerseys', # artifact (143 firings) ' artifacts', # beverag (142 firings) ' beverages', # municipal (137 firings) ' municipalities', # rook (136 firings) ' rookies', # workout (136 firings) ' workouts', # classroom (135 firings) ' classrooms', # superhero (129 firings) ' superheroes', # tomato (126 firings) ' tomatoes', # juror (122 firings) ' jurors', # demographic (121 firings) ' demographics', # oscar (121 firings) ' Oscars', # fishermen (119 firings) ' fishermen', # textbook (119 firings) ' textbooks', # awatt (115 firings) 'awatts', # balloon (111 firings) ' balloons', # submarin (108 firings) ' submarines', # subscription (108 firings) ' subscriptions', # selection (107 firings) ' selections', # rost (106 firings) ' rosters', # candl (105 firings) ' candles', # reef (104 firings) ' reefs', # grocer (102 firings) ' groceries', # assistant (102 firings) ' assistants', # warship (102 firings) ' warships', # airplan (99 firings) ' airplanes', # scholarship (97 firings) ' scholarships', # scann (94 firings) ' scanners', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'villag-family', 1 def prog_L02F21727(input_tokens): """43 token families, 52 surface forms (train F1 of the uncapped optimum: 0.833). Fires at 4,745 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to various types of codes, particularly barcodes and QR codes""" # --- end external annotation --- fire = { # code (1,000 firings) ' code', 'code', 'Code', ' CODE', # cod (552 firings) ' codes', ' coded', 'cod', 'coded', 'codes', ' Codes', # 559 (289 firings) '559', # tale (164 firings) 'tale', # rome (156 firings) 'rome', # gam (100 firings) 'games', # tick (98 firings) ' ticking', # cpr (89 firings) ' CPR', # icia (85 firings) 'icia', # cia (77 firings) 'cia', # morse (75 firings) ' Morse', # numer (73 firings) ' numerical', ' numeric', # cil (71 firings) 'cil', # konami (69 firings) ' Konami', # macarthur (68 firings) ' MacArthur', # tec (63 firings) ' Tec', # creen (62 firings) 'creen', # predict (60 firings) ' predictive', # pict (58 firings) ' pict', # qr (57 firings) ' QR', # deciph (53 firings) ' decipher', # oded (52 firings) 'oded', # phrase (51 firings) 'phrase', # mable (49 firings) 'mable', # cyru (45 firings) ' Cyrus', # burgh (42 firings) 'burgh', # encod (42 firings) ' encoded', # eem (40 firings) 'eem', # explo (39 firings) ' explo', # isbn (34 firings) ' ISBN', # load (32 firings) 'loader', # decrypt (29 firings) ' decrypt', # decode (29 firings) ' decode', # encode (28 firings) ' encode', # decod (27 firings) ' decoding', # 411 (25 firings) '411', # 509 (21 firings) '509', # cpc (21 firings) ' CPC', # 608 (21 firings) '608', # 607 (20 firings) '607', # cele (17 firings) ' Cele', # 518 (16 firings) '518', # モ (13 firings) 'モ', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'code-family', 1 def prog_L02F21728(input_tokens): """27 token families, 30 surface forms (train F1 of the uncapped optimum: 0.865). Fires at 2,038 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to palm-related contexts and their implications""" # --- end external annotation --- fire = { # palm (219 firings) ' palm', ' palms', # for (132 firings) 'forest', # translat (110 firings) ' translates', # cultiva (107 firings) ' cultivation', # crescent (82 firings) ' Crescent', # rae (76 firings) ' Rae', # paw (73 firings) ' paws', ' paw', # cane (72 firings) ' cane', # chop (69 firings) ' chop', # pell (66 firings) ' Pell', # fingertip (60 firings) ' fingertips', # rag (59 firings) 'rag', # erg (57 firings) ' erg', # flar (56 firings) ' flared', # forearm (51 firings) ' forearm', # fam (47 firings) 'fam', # gly (45 firings) ' Gly', # plantation (45 firings) ' plantations', # curl (44 firings) ' curled', # fing (43 firings) 'finger', ' Finger', # nud (36 firings) ' nud', # fold (35 firings) ' folds', # rescent (34 firings) 'rescent', # stretch (34 firings) 'stretched', # acl (33 firings) 'acl', # pez (29 firings) 'pez', # sorcery (21 firings) ' sorcery', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'palm-family', 1 def prog_L02F21729(input_tokens): """40 token families, 44 surface forms (train F1 of the uncapped optimum: 0.764). Fires at 3,671 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "swift" and its variations""" # --- end external annotation --- fire = { # swift (320 firings) ' swift', ' swiftly', # accelerate (151 firings) ' accelerate', # fury (148 firings) ' fury', # savage (138 firings) ' savage', # gw (98 firings) ' Gw', # abrupt (94 firings) ' abrupt', # sluggish (91 firings) ' sluggish', # speedy (90 firings) ' speedy', # protract (86 firings) ' protracted', # strid (83 firings) ' strides', # await (83 firings) ' await', # hast (71 firings) ' hast', ' Hast', # steadfast (67 firings) ' steadfast', # prowes (67 firings) ' prowess', # comprehen (65 firings) ' comprehens', # lish (61 firings) 'lishing', # akable (60 firings) 'akable', # ift (59 firings) 'ifter', # agile (57 firings) ' agile', # vig (54 firings) ' vig', # deft (50 firings) ' deft', # graci (49 firings) ' gracious', # quick (48 firings) ' quickest', # sylv (46 firings) ' Sylv', # rawl (46 firings) 'rawler', # sword (43 firings) ' Swords', 'Sword', # craw (41 firings) ' Craw', # wb (39 firings) 'WB', # ruthles (39 firings) ' ruthless', # ocity (35 firings) 'ocity', # haste (29 firings) ' haste', ' Haste', # merciles (24 firings) ' merciless', # instantane (20 firings) ' instantaneous', # sorcery (20 firings) ' sorcery', # whel (19 firings) 'whel', # perman (17 firings) ' perman', # ouble (16 firings) 'ouble', # grace (15 firings) ' graceful', # js (14 firings) 'Js', # razen (12 firings) 'razen', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'swift-family', 1 def prog_L02F21730(input_tokens): """37 token families, 39 surface forms (train F1 of the uncapped optimum: 0.807). Fires at 3,667 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to Bitcoin in various contexts""" # --- end external annotation --- fire = { # bitcoin (319 firings) ' bitcoins', ' Bitcoins', # bit (224 firings) 'Bit', # cryptocurrenc (204 firings) ' cryptocurrencies', # ike (156 firings) 'ikes', # ord (131 firings) 'orders', # narcotic (130 firings) ' narcotics', # horizon (116 firings) ' Horizons', # offline (113 firings) 'Offline', # las (105 firings) 'Las', # crystal (98 firings) ' crystals', # kilogram (97 firings) ' kilograms', # coin (93 firings) 'coins', # psychedel (77 firings) ' psychedelic', # millionair (75 firings) ' millionaires', # emb (66 firings) 'emb', # enterpris (65 firings) ' Enterprises', # trademark (61 firings) ' trademarks', # ounc (61 firings) ' ounces', # phrase (51 firings) 'phrase', # bust (50 firings) 'busters', # abyt (45 firings) 'abytes', # initial (44 firings) ' initials', # top (42 firings) 'topic', # integ (38 firings) ' integers', # onym (34 firings) 'onyms', # 000000 (32 firings) '000000', # myster (27 firings) ' Mysteries', # ------- (26 firings) '-------', # 395 (25 firings) '395', # mod (25 firings) ' Mods', 'Mods', # volt (17 firings) ' volts', # zos (15 firings) 'zos', # hardcore (15 firings) ' Hardcore', # goblin (14 firings) ' goblins', # stal (13 firings) 'stals', # 4096 (12 firings) ' 4096', # vk (12 firings) 'VK', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'bitcoin-family', 1 def prog_L02F21731(input_tokens): """15 token families, 17 surface forms (train F1 of the uncapped optimum: 0.916). Fires at 2,826 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the Ford motor company""" # --- end external annotation --- fire = { # ford (1,586 firings) ' Ford', 'Ford', # carrie (133 firings) ' Carrie', # farrell (123 firings) ' Farrell', # ttc (110 firings) ' TTC', # mustang (109 firings) ' Mustang', # holden (109 firings) ' Holden', # ware (90 firings) 'Ware', # bethesda (89 firings) ' Bethesda', # automak (70 firings) ' automakers', # apple (54 firings) 'apple', # aft (46 firings) 'aft', # oblivion (31 firings) ' Oblivion', # avanaugh (21 firings) 'avanaugh', # endow (18 firings) ' endowed', # /// (9 firings) ' ///', '///', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ford-family', 1 def prog_L02F21732(input_tokens): """23 token families, 26 surface forms (train F1 of the uncapped optimum: 0.759). Fires at 3,001 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to desks or desk-related contexts""" # --- end external annotation --- fire = { # desk (790 firings) ' desk', ' Desk', ' desks', 'Desk', # chair (167 firings) ' Chair', # enrique (138 firings) ' Enrique', # lect (114 firings) ' lect', # senate (92 firings) ' senate', # stove (89 firings) ' stove', # top (86 firings) 'tops', # scrib (76 firings) ' scrib', # count (68 firings) ' counters', # sta (64 firings) 'station', # handwrit (58 firings) ' handwriting', # typew (57 firings) ' typew', # coron (38 firings) ' coron', # rit (35 firings) 'riter', # ー� (32 firings) 'ー�', # clerk (32 firings) ' clerks', # precinct (32 firings) ' precinct', # frown (30 firings) ' frowned', # workspace (26 firings) ' workspace', # eyed (26 firings) ' eyed', # ocard (18 firings) 'ocard', # 0100 (12 firings) '0100', # epad (10 firings) 'epad', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'desk-family', 1 def prog_L02F21733(input_tokens): """17 token families, 24 surface forms (train F1 of the uncapped optimum: 0.857). Fires at 1,974 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the term "Kid" in various contexts""" # --- end external annotation --- fire = { # kid (777 firings) ' Kids', ' Kid', 'Kids', 'Kid', 'kids', 'kid', # soul (191 firings) ' Soul', 'Soul', # everybody (159 firings) 'Everybody', ' Everybody', # kidn (85 firings) ' kidn', # tut (79 firings) ' Tut', # kenn (78 firings) ' Kenn', # ster (67 firings) 'STER', # phan (61 firings) 'phan', # sevent (43 firings) ' sevent', # kc (36 firings) 'KC', # fing (29 firings) ' Finger', # iddl (29 firings) 'iddled', # kis (26 firings) ' Kis', # fun (13 firings) 'FUN', # person (12 firings) ' PERSON', # emanc (10 firings) ' emanc', # amph (5 firings) 'amph', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'kid-family', 1 def prog_L02F21734(input_tokens): """16 token families, 25 surface forms (train F1 of the uncapped optimum: 0.856). Fires at 3,230 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the term "plot" indicative of narrative structure in various contexts""" # --- end external annotation --- fire = { # plot (1,272 firings) ' plot', ' plots', 'Plot', ' Plot', 'plot', # summary (314 firings) 'Summary', ' Summary', # plott (268 firings) ' plotting', ' plotted', # charact (145 firings) ' Character', 'Characters', # fig (115 firings) ' fig', 'fig', # sequ (90 firings) ' Sequ', ' Sequence', # simpson (89 firings) ' Simpsons', # anima (76 firings) ' Animation', # riv (61 firings) 'rived', # picard (39 firings) ' Picard', # throne (32 firings) ' Throne', # prelude (26 firings) ' Prelude', # prol (25 firings) ' Prol', # scare (22 firings) ' Scare', # plan (17 firings) ' PLAN', # ------ (15 firings) '------', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'plot-family', 1 def prog_L02F21736(input_tokens): """23 token families, 53 surface forms (train F1 of the uncapped optimum: 0.373). Fires at 124,074 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: names of actors and actresses in Hollywood""" # --- end external annotation --- fire = { # screen (1,112 firings) ' screen', ' Screen', 'screen', ' screening', ' screenings', 'Screen', ' screened', # park (1,072 firings) ' Park', ' Parker', ' Parks', # man (991 firings) 'man', 'Man', ' Mansion', # actor (886 firings) ' actor', ' actors', ' Actor', # direct (819 firings) ' directed', ' directing', ' Direct', 'directed', 'Direct', # movie (694 firings) ' movie', ' Movie', 'Movie', 'movie', # studio (595 firings) ' Studios', ' studio', ' studios', 'Studio', # bro (552 firings) ' Bros', 'bro', # award (518 firings) ' Awards', ' Award', # oscar (448 firings) ' Oscar', ' Oscars', # pictur (446 firings) ' Pictures', # cast (434 firings) ' cast', ' casting', ' Casting', # hollywood (423 firings) ' Hollywood', # fi (415 firings) 'fi', # adapta (412 firings) ' adaptation', # who (406 firings) ' Who', # con (404 firings) 'Con', ' Con', # fox (401 firings) ' Fox', # trek (400 firings) ' Trek', # festiv (392 firings) ' Festival', # ring (348 firings) 'ring', ' Rings', # univers (345 firings) ' Universal', 'Universal', # academy (319 firings) ' Academy', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'screen-family', 1 def prog_L02F21737(input_tokens): """50 token families, 52 surface forms (train F1 of the uncapped optimum: 0.856). Fires at 6,700 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to carcinogenic substances and asbestos""" # --- end external annotation --- fire = { # parody (147 firings) ' parody', # canc (139 firings) ' cancers', # mazda (131 firings) ' Mazda', # unhealthy (124 firings) ' unhealthy', # oxic (124 firings) 'oxic', 'oxicity', # marin (123 firings) ' Marin', # amit (111 firings) ' Amit', # snapdragon (108 firings) ' Snapdragon', # cav (96 firings) ' cavity', ' cav', # carc (89 firings) ' carc', # cis (88 firings) ' cis', # zionist (88 firings) ' Zionist', # cecil (86 firings) ' Cecil', # thal (83 firings) 'thal', # hpv (82 firings) ' HPV', # brisk (78 firings) ' brisk', # incit (76 firings) ' inciting', # masturb (75 firings) ' masturb', # tox (74 firings) ' Toxic', # carcin (73 firings) ' carcin', # zac (73 firings) ' Zac', # itic (73 firings) 'itic', # landfill (72 firings) ' landfill', # exon (71 firings) ' exoner', # stacy (65 firings) ' Stacy', # excise (62 firings) ' excise', # ic (61 firings) ' Ic', # melan (60 firings) ' melan', # pornograph (60 firings) ' pornographic', # jarvi (59 firings) ' Jarvis', # escent (58 firings) 'escent', # qr (57 firings) ' QR', # cheap (57 firings) ' Cheap', # hs (55 firings) ' HS', # undet (55 firings) ' undet', # flirt (54 firings) ' flirt', # iop (53 firings) 'iop', # cel (52 firings) ' Celest', # gross (51 firings) ' grossly', # ilic (50 firings) 'ilic', # veget (50 firings) ' Veget', # melvin (50 firings) ' Melvin', # cas (46 firings) ' casing', # herp (44 firings) ' herpes', # flav (43 firings) ' Flav', # jc (42 firings) ' JC', # shad (41 firings) ' Shad', # extrap (39 firings) ' extrap', # icest (38 firings) 'icester', # yl (38 firings) 'YL', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'parody-family', 1 def prog_L02F21738(input_tokens): """22 token families, 25 surface forms (train F1 of the uncapped optimum: 0.818). Fires at 4,822 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to political parties""" # --- end external annotation --- fire = { # part (2,091 firings) ' parties', ' Parties', # rac (450 firings) ' races', # faction (161 firings) ' factions', # personal (141 firings) ' personalities', # mod (136 firings) ' mods', ' Mods', 'Mods', # militia (109 firings) ' militias', # extrem (76 firings) ' extremes', # hous (72 firings) ' Houses', # administration (71 firings) ' administrations', # desir (70 firings) ' desires', # asion (58 firings) 'asions', # evil (52 firings) ' evils', # ianc (45 firings) 'iances', # combatant (44 firings) ' combatants', # aking (41 firings) 'akings', # bord (39 firings) ' Bord', # app (38 firings) 'appings', # sex (37 firings) ' sexes', # oppo (29 firings) ' oppos', # lict (27 firings) 'licts', # agree (23 firings) ' agreeable', # moderate (13 firings) ' Moderate', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'part-family', 1 def prog_L02F21739(input_tokens): """40 token families, 43 surface forms (train F1 of the uncapped optimum: 0.724). Fires at 3,881 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to statistical analysis and significance""" # --- end external annotation --- fire = { # statist (531 firings) ' statistical', ' statistic', ' Statistical', # mathemat (184 firings) ' mathematical', # quarter (108 firings) ' quarterly', # etr (98 firings) 'etric', # ifi (96 firings) 'ifiable', # statistical (92 firings) ' statistically', # microscop (83 firings) ' microscopic', # empir (81 firings) ' empirical', # quantitat (80 firings) ' quantitative', # numer (78 firings) ' numerical', ' numeric', # round (73 firings) ' rounding', # comparat (70 firings) ' comparative', # borderline (61 firings) ' borderline', # bakr (60 firings) ' Bakr', # predict (60 firings) ' predictive', # acket (57 firings) 'acket', # extermin (53 firings) ' extermin', # scor (52 firings) 'scoring', # outl (50 firings) ' outl', # galact (50 firings) ' galactic', # tail (50 firings) 'tailed', # sas (49 firings) ' SAS', # ulia (47 firings) 'ulia', # geograph (43 firings) ' geographical', # hematical (37 firings) 'hematically', # stant (37 firings) 'stantial', # stat (36 firings) 'Stat', # marginal (34 firings) ' marginally', # riz (31 firings) 'riz', # ist (23 firings) 'istical', # ast (23 firings) ' aster', # microbi (19 firings) ' microbi', # methodolog (18 firings) ' methodological', # itative (18 firings) 'itatively', # ographical (18 firings) 'ographically', # actu (18 firings) ' actu', # ificant (16 firings) 'ificant', # umer (15 firings) 'umeric', # orsi (12 firings) 'orsi', # predictor (12 firings) ' predictor', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'statist-family', 1 def prog_L02F21741(input_tokens): """23 token families, 24 surface forms (train F1 of the uncapped optimum: 0.817). Fires at 2,124 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the name "Johns" """ # --- end external annotation --- fire = { # northeastern (197 firings) ' northeastern', # john (195 firings) ' Johns', # johann (171 firings) ' Johannes', # reel (142 firings) ' reeling', # hick (91 firings) ' Hick', # jed (73 firings) ' Jed', # bay (71 firings) ' Bayer', # keye (68 firings) 'keye', # redd (66 firings) ' Redd', # nyu (61 firings) ' NYU', # moon (61 firings) ' moons', # philo (56 firings) ' Philos', # plom (46 firings) 'plom', # ohl (40 firings) 'ohl', # 343 (39 firings) ' 343', # apiece (34 firings) ' apiece', # proc (31 firings) ' Proc', # sys (27 firings) 'Sys', # herm (27 firings) ' Herm', # ubl (27 firings) 'ublic', # jm (27 firings) ' JM', 'JM', # amb (17 firings) 'ambers', # arch (15 firings) 'arching', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'northeastern-family', 1 def prog_L02F21742(input_tokens): """11 token families, 12 surface forms (train F1 of the uncapped optimum: 0.825). Fires at 2,823 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to "Northern" locations or entities""" # --- end external annotation --- fire = { # northern (1,372 firings) ' Northern', 'Northern', # milky (154 firings) ' Milky', # orthern (101 firings) 'orthern', # astern (97 firings) 'astern', # ulst (92 firings) ' Ulster', # dominion (78 firings) ' Dominion', # ni (49 firings) ' NI', # aith (48 firings) 'aith', # monteneg (21 firings) ' Monteneg', # sylv (16 firings) 'sylv', # eneg (10 firings) 'eneg', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'northern-family', 1 def prog_L02F21743(input_tokens): """37 token families, 39 surface forms (train F1 of the uncapped optimum: 0.762). Fires at 3,150 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to accuracy""" # --- end external annotation --- fire = { # accuracy (334 firings) ' accuracy', ' Accuracy', # detec (210 firings) ' detection', ' Detection', # reli (163 firings) ' reliability', # certainty (154 firings) ' certainty', # preci (117 firings) ' precision', # authentic (116 firings) ' authenticity', # align (93 firings) ' alignment', # bright (81 firings) ' brightness', # realism (75 firings) ' realism', # idel (65 firings) 'idelity', # consistency (63 firings) ' consistency', # perjury (56 firings) ' perjury', # inaccur (51 firings) ' inaccur', # compet (50 firings) ' competence', # fidel (49 firings) ' fidelity', # atism (48 firings) 'atism', # honesty (48 firings) ' honesty', # proficiency (45 firings) ' proficiency', # opathy (45 firings) 'opathy', # chery (41 firings) 'chery', # worthi (33 firings) 'worthiness', # /? (33 firings) '/?', # calib (31 firings) ' calib', # malice (23 firings) ' malice', # sincer (22 firings) ' sincerity', # approxima (22 firings) ' approximation', # uracy (21 firings) 'uracy', # end (21 firings) 'endment', # acu (21 firings) 'acus', # redita (19 firings) 'reditation', # error (17 firings) ' Errors', # rity (17 firings) 'rity', # calibra (16 firings) ' calibration', # dexter (15 firings) ' dexterity', # specific (14 firings) ' specificity', # amplitude (11 firings) ' amplitude', # inacc (9 firings) ' inacc', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'accuracy-family', 1 def prog_L02F21745(input_tokens): """36 token families, 36 surface forms (train F1 of the uncapped optimum: 0.918). Fires at 3,542 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the name "Lawrence." """ # --- end external annotation --- fire = { # lawr (582 firings) ' Lawrence', # law (525 firings) 'Law', # clarkson (156 firings) ' Clarkson', # rence (139 firings) 'rence', # norri (122 firings) ' Norris', # lancast (114 firings) ' Lancaster', # hung (112 firings) ' Hunger', # lawson (106 firings) ' Lawson', # willi (105 firings) ' Willis', # morton (87 firings) ' Morton', # liv (84 firings) ' Liver', # yellowstone (80 firings) ' Yellowstone', # pratt (77 firings) ' Pratt', # feldman (66 firings) ' Feldman', # loi (63 firings) ' Lois', # revenge (58 firings) ' Revenge', # uke (58 firings) 'ukes', # ideo (52 firings) 'ideo', # arkin (51 firings) 'arkin', # mil (50 firings) ' MIL', # akira (48 firings) ' Akira', # violent (48 firings) ' Violent', # desolate (47 firings) ' desolate', # ppard (39 firings) 'ppard', # 1886 (38 firings) ' 1886', # ******** (35 firings) '********', # 580 (32 firings) ' 580', # argon (32 firings) ' Argon', # loe (31 firings) 'loe', # acs (29 firings) ' ACS', # ode (26 firings) 'ODE', # mechanic (23 firings) ' Mechanics', # minent (23 firings) 'minent', # _______ (20 firings) '_______', # 562 (15 firings) '562', # anyon (14 firings) 'anyon', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'lawr-family', 1 def prog_L02F21746(input_tokens): """40 token families, 42 surface forms (train F1 of the uncapped optimum: 0.767). Fires at 3,956 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to online activities and ratings""" # --- end external annotation --- fire = { # bitcoin (213 firings) 'Bitcoin', 'bitcoin', # subject (212 firings) ' Subject', 'Subject', # merit (201 firings) 'Merit', # activ (201 firings) 'Activity', # spread (182 firings) 'Spread', # 001 (179 firings) '001', # daq (132 firings) 'DAQ', # level (114 firings) 'Level', # offline (113 firings) 'Offline', # hra (111 firings) 'hra', # grate (108 firings) ' Grateful', # legendary (102 firings) 'Legendary', # post (88 firings) 'Posts', # amd (83 firings) 'AMD', # taboola (79 firings) 'taboola', # brance (70 firings) 'brance', # pinnacle (55 firings) ' pinnacle', # pmwiki (52 firings) 'pmwiki', # ----- (45 firings) '-----', # ventu (44 firings) 'ventus', # width (43 firings) 'width', # fee (35 firings) 'fee', # np (35 firings) 'np', # pci (34 firings) ' PCI', # display (22 firings) 'display', # review (20 firings) 'Reviewer', # 255 (20 firings) '255', # ohm (19 firings) 'ohm', # ership (18 firings) 'ership', # hesda (18 firings) 'hesda', # token (16 firings) 'Token', # perature (15 firings) 'perature', # icka (15 firings) 'icka', # psu (14 firings) ' PSU', # -------------------- (14 firings) '--------------------', # 的 (13 firings) '的', # mbol (13 firings) 'mbol', # aaaa (10 firings) 'AAAA', # ottesville (10 firings) 'ottesville', # divin (10 firings) ' Divinity', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'bitcoin-family', 1 def prog_L02F21748(input_tokens): """7 token families, 10 surface forms (train F1 of the uncapped optimum: 0.562). Fires at 3,662 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the presence of the substring "le" in various contexts""" # --- end external annotation --- fire = { # le (2,538 firings) 'le', ' le', ' LE', # unle (118 firings) ' unle', # ce (84 firings) ' ce', # leash (64 firings) ' leash', # cre (62 firings) ' CRE', 'CRE', # lep (49 firings) ' Lep', # dile (29 firings) ' dile', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'le-family', 1 def prog_L02F21749(input_tokens): """4 token families, 6 surface forms (train F1 of the uncapped optimum: 0.815). Fires at 8,366 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "offered." """ # --- end external annotation --- fire = { # off (3,853 firings) ' offers', ' offer', # offer (3,694 firings) ' offered', ' offering', # yield (116 firings) ' yielded', # volunteer (90 firings) ' volunteered', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'off-family', 1 def prog_L02F21750(input_tokens): """49 token families, 53 surface forms (train F1 of the uncapped optimum: 0.853). Fires at 6,291 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to containers for pets, specifically crates""" # --- end external annotation --- fire = { # ore (297 firings) 'ORE', # stown (216 firings) 'stown', # congo (213 firings) ' Congo', # crat (159 firings) ' crater', ' crates', # regina (155 firings) ' Regina', # crash (139 firings) ' Crash', 'Crash', # utra (130 firings) 'utra', # rw (110 firings) ' RW', 'RW', # reggie (109 firings) ' Reggie', # lorenzo (94 firings) ' Lorenzo', # pil (91 firings) ' piled', # crate (90 firings) ' crate', ' Crate', # breed (86 firings) ' breeds', # acio (86 firings) 'acio', # cle (84 firings) ' Clement', # freddy (83 firings) ' Freddy', # wagon (82 firings) ' wagon', # olv (80 firings) 'olver', # › (76 firings) ' ›', # colt (76 firings) ' Colt', # nafta (75 firings) ' NAFTA', # cj (74 firings) ' CJ', # kry (73 firings) ' Kry', # pound (70 firings) ' Pound', # cod (69 firings) ' coded', # reprim (68 firings) ' reprim', # chio (65 firings) 'chio', # mare (64 firings) ' Mare', # avia (64 firings) 'avia', # compart (61 firings) ' compartment', # struct (60 firings) ' struct', # zie (59 firings) 'zie', # emb (59 firings) ' Ember', # bark (56 firings) ' barking', # revolv (55 firings) ' revolver', # axe (53 firings) 'axe', # decomp (51 firings) ' decomp', # legitim (50 firings) ' legitim', # massac (49 firings) ' massac', # rais (45 firings) 'raised', # aure (45 firings) ' Aure', # condone (43 firings) ' condone', # map (43 firings) ' MAP', # macro (43 firings) ' macros', # lcs (42 firings) 'LCS', # denote (41 firings) ' denote', # crib (40 firings) ' crib', # bone (37 firings) 'Bone', # mq (34 firings) 'MQ', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ore-family', 1 def prog_L02F21753(input_tokens): """12 token families, 16 surface forms (train F1 of the uncapped optimum: 0.696). Fires at 3,592 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: words related to failure or poor performance""" # --- end external annotation --- fire = { # ail (1,657 firings) 'ail', 'ailing', 'ails', 'ailed', # knock (130 firings) ' knocking', # clos (112 firings) 'closed', # ear (97 firings) 'early', # tail (94 firings) 'tailed', 'tails', # oot (72 firings) 'ooting', # ils (47 firings) 'ILS', # air (36 firings) 'aired', # alk (35 firings) 'alking', # 888 (22 firings) '888', # failure (18 firings) 'Failure', # difficulty (11 firings) ' Difficulty', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ail-family', 1 def prog_L02F21754(input_tokens): """3 token families, 6 surface forms (train F1 of the uncapped optimum: 0.990). Fires at 12,956 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "same." """ # --- end external annotation --- fire = { # same (12,639 firings) ' same', ' Same', 'Same', 'same', # ame (50 firings) 'AME', # stery (35 firings) 'stery', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'same-family', 1 def prog_L02F21755(input_tokens): """4 token families, 11 surface forms (train F1 of the uncapped optimum: 0.900). Fires at 4,060 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: repetitive mentions of "tour." """ # --- end external annotation --- fire = { # tour (3,230 firings) ' tour', ' Tour', ' touring', ' tours', 'Tour', ' toured', ' Tours', ' TOUR', # quiz (143 firings) ' quiz', # gus (111 firings) ' Gus', # trou (93 firings) ' trou', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'tour-family', 1 def prog_L02F21756(input_tokens): """22 token families, 23 surface forms (train F1 of the uncapped optimum: 0.795). Fires at 1,898 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to intermittent fasting""" # --- end external annotation --- fire = { # omi (209 firings) 'omi', # meg (114 firings) 'meg', # ubb (102 firings) 'ubb', # rt (97 firings) 'rt', # hale (90 firings) ' Hale', # mitt (83 firings) 'mitt', # typh (77 firings) ' typh', ' Typh', # mass (75 firings) 'massive', # hep (74 firings) ' Hep', # imoto (64 firings) 'imoto', # mig (60 firings) ' Mig', # intermittent (60 firings) ' intermittent', # resurg (47 firings) ' resurg', # moth (39 firings) ' moth', # ryce (31 firings) 'ryce', # promulg (28 firings) ' promulg', # hea (27 firings) 'hea', # hma (26 firings) 'hma', # uln (21 firings) 'ulner', # imperium (16 firings) ' Imperium', # atio (16 firings) 'atio', # menstru (13 firings) ' menstru', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'omi-family', 1 def prog_L02F21757(input_tokens): """4 token families, 6 surface forms (train F1 of the uncapped optimum: 0.939). Fires at 6,568 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to Americans or the American population""" # --- end external annotation --- fire = { # american (5,307 firings) ' Americans', 'Americans', # texan (388 firings) ' Texans', # amer (84 firings) ' americ', ' AMER', # millennial (59 firings) ' Millennials', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'american-family', 1 def prog_L02F21758(input_tokens): """21 token families, 22 surface forms (train F1 of the uncapped optimum: 0.872). Fires at 3,360 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the city of Orlando""" # --- end external annotation --- fire = { # orlando (930 firings) ' Orlando', # or (722 firings) 'Or', # aurora (128 firings) ' Aurora', # oland (123 firings) 'oland', # cot (107 firings) 'cot', # pulse (100 firings) ' Pulse', # asley (94 firings) 'asley', # lando (90 firings) 'lando', # pari (81 firings) 'Paris', # irma (78 firings) ' Irma', # wt (54 firings) ' WT', # tobia (54 firings) ' Tobias', # wak (52 firings) ' Wak', # 407 (48 firings) '407', ' 407', # ope (45 firings) 'OPE', # interest (32 firings) 'Interested', # span (31 firings) ' Span', # inside (28 firings) 'inside', # nette (28 firings) 'nette', # retina (20 firings) ' retina', # org (12 firings) 'Org', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'orlando-family', 1 def prog_L02F21759(input_tokens): """18 token families, 25 surface forms (train F1 of the uncapped optimum: 0.926). Fires at 1,695 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "Mis" in various contexts""" # --- end external annotation --- fire = { # mis (475 firings) ' Mis', 'mis', 'Mis', ' MIS', # mish (150 firings) ' Mish', ' mish', # hyp (139 firings) 'hyp', 'Hyp', # misuse (98 firings) ' misuse', # might (93 firings) ' Might', 'might', # my (91 firings) 'MY', # mit (87 firings) ' Mits', # misogyny (87 firings) ' misogyny', # mischief (84 firings) ' mischief', # misc (61 firings) ' Misc', 'misc', # manip (51 firings) ' Manip', # hat (46 firings) ' Hats', # miz (39 firings) ' Miz', # mr (36 firings) 'mr', # mology (29 firings) 'mology', # miscellane (12 firings) ' Miscellaneous', # moil (8 firings) 'moil', # asuka (6 firings) ' Asuka', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'mis-family', 1 def prog_L02F21760(input_tokens): """14 token families, 16 surface forms (train F1 of the uncapped optimum: 0.837). Fires at 1,617 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of online marketplaces and platforms for buying and selling goods""" # --- end external annotation --- fire = { # ebay (298 firings) ' eBay', # bay (153 firings) 'Bay', 'bay', # list (140 firings) ' listings', # eb (138 firings) ' Eb', # craigslist (136 firings) ' Craigslist', # payp (123 firings) ' PayPal', # etsy (89 firings) ' Etsy', # opec (69 firings) ' OPEC', # forum (54 firings) 'forum', 'forums', # uction (45 firings) 'uctions', # rhino (30 firings) ' Rhino', # recon (27 firings) ' recons', # unbeat (22 firings) ' unbeat', # igslist (19 firings) 'igslist', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ebay-family', 1 def prog_L02F21761(input_tokens): """29 token families, 31 surface forms (train F1 of the uncapped optimum: 0.945). Fires at 2,882 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the name "Crawford" in various contexts throughout the document""" # --- end external annotation --- fire = { # crawford (201 firings) ' Crawford', # jenn (172 firings) ' Jennings', # crane (164 firings) ' crane', ' Crane', # clayton (162 firings) ' Clayton', # cle (142 firings) ' Clement', # sandra (140 firings) ' Sandra', # canva (132 firings) ' canvas', # cedar (127 firings) ' Cedar', # sutherland (122 firings) ' Sutherland', # caldwell (116 firings) ' Caldwell', # dawson (114 firings) ' Dawson', # sage (92 firings) ' Sage', ' sage', # faul (90 firings) ' Faul', # cec (87 firings) ' Cec', # anchorage (87 firings) ' Anchorage', # cindy (84 firings) ' Cindy', # hard (81 firings) ' Harding', # desmond (75 firings) ' Desmond', # bland (71 firings) ' Bland', # couch (66 firings) ' Couch', # cps (57 firings) ' CPS', # chok (55 firings) ' choking', # coupon (45 firings) ' coupons', # chandra (42 firings) ' Chandra', # cushion (35 firings) ' cushion', # bust (34 firings) ' Buster', # clev (33 firings) ' Clever', # canad (33 firings) ' Canad', # fernand (29 firings) ' Fernand', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'crawford-family', 1 def prog_L02F21762(input_tokens): """9 token families, 14 surface forms (train F1 of the uncapped optimum: 0.838). Fires at 11,176 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word 'moved'""" # --- end external annotation --- fire = { # mov (5,356 firings) ' moved', ' moving', ' moves', # move (4,455 firings) ' move', ' Move', 'Move', 'move', # shift (304 firings) ' shifted', # transferr (249 firings) ' transferred', # oved (235 firings) 'oved', # relocat (94 firings) ' relocated', # bump (80 firings) ' bumped', # igrat (68 firings) 'igrated', # migrat (65 firings) ' migrated', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'mov-family', 1 def prog_L02F21763(input_tokens): """6 token families, 9 surface forms (train F1 of the uncapped optimum: 0.850). Fires at 3,442 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "miss." """ # --- end external annotation --- fire = { # mis (1,562 firings) ' miss', 'miss', ' MISS', # miss (1,125 firings) ' missed', ' misses', # nick (86 firings) ' nick', # merry (60 firings) ' Merry', # enh (14 firings) ' enh', # +/- (12 firings) ' +/-', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'mis-family', 1 def prog_L02F21764(input_tokens): """26 token families, 28 surface forms (train F1 of the uncapped optimum: 0.909). Fires at 2,250 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the name "Mills" and related variations in context""" # --- end external annotation --- fire = { # mill (364 firings) ' Mills', ' MILL', ' mills', # uchi (156 firings) 'uchi', # chamb (136 firings) ' Chambers', # ieri (134 firings) 'ieri', # millennium (123 firings) ' Millennium', # cheryl (108 firings) ' Cheryl', # mob (106 firings) ' Mob', # mori (83 firings) ' Mori', # phelp (83 firings) ' Phelps', # tobacco (82 firings) ' Tobacco', # gap (81 firings) ' Gap', # morse (75 firings) ' Morse', # munition (72 firings) ' munitions', # textile (62 firings) ' textile', # mull (38 firings) ' Muller', # internet (37 firings) 'internet', # min (35 firings) ' Mines', # retard (27 firings) ' retarded', # twist (27 firings) ' Twist', # iri (27 firings) 'iris', # millisecond (24 firings) ' milliseconds', # militia (24 firings) ' Militia', # tps (24 firings) 'TPS', # millisec (19 firings) ' millisec', # effect (18 firings) ' effected', # mot (13 firings) ' MOT', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'mill-family', 1 def prog_L02F21765(input_tokens): """49 token families, 53 surface forms (train F1 of the uncapped optimum: 0.798). Fires at 4,568 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to regression analysis and statistical modeling""" # --- end external annotation --- fire = { # res (191 firings) 'ression', # renault (153 firings) ' Renault', # discount (122 firings) ' discounted', # tic (119 firings) 'tic', # ilda (113 firings) 'ilda', # reli (113 firings) ' reliability', # runoff (109 firings) ' runoff', # stat (88 firings) 'stat', # rosse (85 firings) 'rosse', # revert (85 firings) ' revert', ' reverted', # punt (82 firings) ' punt', # rc (78 firings) 'rc', # rap (76 firings) ' rapes', # ric (73 firings) 'rics', # rollin (70 firings) ' Rollins', # engel (69 firings) ' Engel', # lab (69 firings) 'lab', # regres (66 firings) ' regression', ' regress', # squ (64 firings) 'squ', # efficient (64 firings) 'efficient', 'efficients', # rina (57 firings) 'rina', # unrel (56 firings) ' unrel', # ρ (49 firings) 'ρ', # devia (46 firings) ' deviation', # roo (45 firings) 'roo', # slope (45 firings) ' slope', # outl (44 firings) ' outl', # rog (40 firings) ' rog', # unpublish (40 firings) ' unpublished', # df (40 firings) 'df', ' df', # acne (39 firings) ' acne', # scatt (39 firings) ' scatter', # forc (38 firings) ' forc', # fallacy (37 firings) ' fallacy', # lean (36 firings) ' Lean', # quarter (36 firings) ' Quarterly', # light (35 firings) 'lightly', # delinqu (34 firings) ' delinqu', # rec (31 firings) ' recal', # subtract (31 firings) ' subtract', # latent (31 firings) ' latent', # vari (30 firings) ' variance', # uninstall (27 firings) ' uninstall', # atten (27 firings) ' atten', # spectr (26 firings) ' spectral', # recurs (26 firings) ' recursive', # relapse (25 firings) ' relapse', # rebell (25 firings) ' rebell', # refine (25 firings) ' refinement', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'res-family', 1 def prog_L02F21766(input_tokens): """1 token families, 4 surface forms (train F1 of the uncapped optimum: 0.962). Fires at 4,885 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the word "quite" in various contexts""" # --- end external annotation --- fire = { # quite (4,539 firings) ' quite', ' Quite', 'Quite', 'quite', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'quite-family', 1 def prog_L02F21767(input_tokens): """20 token families, 24 surface forms (train F1 of the uncapped optimum: 0.866). Fires at 2,547 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to genetic engineering or agricultural biotechnology""" # --- end external annotation --- fire = { # ag (1,094 firings) 'AG', ' AG', # agree (158 firings) ' Agreement', # aca (128 firings) 'ACA', # fir (104 firings) ' FIR', 'FIR', # gg (90 firings) 'GG', # mag (78 firings) ' MAG', 'MAG', # ateg (60 firings) 'ateg', # ceo (57 firings) 'CEO', # tag (53 firings) ' TAG', 'TAG', # ey (52 firings) 'EY', # thi (51 firings) 'THIS', # gat (50 firings) 'gat', # aga (43 firings) ' AGA', # cy (33 firings) ' CY', # bos (33 firings) 'boss', # ger (29 firings) 'GER', # agall (28 firings) 'agall', # top (20 firings) 'TOP', # tg (12 firings) 'tg', # iti (12 firings) 'ITIES', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ag-family', 1 def prog_L02F21768(input_tokens): """50 token families, 58 surface forms (train F1 of the uncapped optimum: 0.840). Fires at 13,265 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of specific names and roles related to individuals""" # --- end external annotation --- fire = { # role (240 firings) ' Role', 'role', 'Role', # er (186 firings) 'Er', # peril (171 firings) ' peril', ' perilous', # ior (166 firings) 'iors', # erin (158 firings) ' Erin', # raleigh (155 firings) ' Raleigh', # friend (138 firings) 'Friend', ' Friendly', # jae (129 firings) ' Jae', # 170 (124 firings) '170', # conan (116 firings) ' Conan', # eagle (115 firings) ' eagle', # pristine (113 firings) ' pristine', # dire (107 firings) ' Dire', # dangerous (106 firings) ' dangerously', # anse (104 firings) 'anse', # anth (103 firings) 'anth', # cheng (102 firings) ' Cheng', # jeopardy (102 firings) ' jeopardy', # red (101 firings) ' RED', 'RED', # stainles (99 firings) ' stainless', ' Stainless', # bosnia (95 firings) ' Bosnia', # uddy (95 firings) 'uddy', # spartan (94 firings) ' Spartan', # sushi (92 firings) ' sushi', # polar (91 firings) ' Polar', # fatty (90 firings) ' fatty', # arat (90 firings) 'arat', # fac (90 firings) 'facing', # yus (87 firings) ' Yus', # tant (86 firings) ' tantal', # yok (86 firings) ' Yok', # cir (85 firings) ' Cir', # cadillac (84 firings) ' Cadillac', # greenwood (83 firings) ' Greenwood', # cinnamon (82 firings) ' cinnamon', # pir (81 firings) 'Pir', # omega (81 firings) ' Omega', # rs (80 firings) 'Rs', ' rs', # zin (79 firings) ' Zin', # out (78 firings) ' Outer', # wei (77 firings) ' Wei', # sere (77 firings) ' Sere', # cor (77 firings) ' Coral', # gly (76 firings) 'gly', # angan (76 firings) 'angan', # ori (76 firings) ' Ori', ' ori', # dere (72 firings) ' dere', # scaven (67 firings) ' scaven', # cynthia (67 firings) ' Cynthia', # deplet (66 firings) ' depleted', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'role-family', 1 def prog_L02F21769(input_tokens): """38 token families, 44 surface forms (train F1 of the uncapped optimum: 0.708). Fires at 4,920 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: words and phrases related to projective or injection actions""" # --- end external annotation --- fire = { # put (330 firings) 'put', # ject (315 firings) 'ject', 'JECT', 'jected', # instruct (176 firings) ' instruct', ' Instruct', # struct (162 firings) 'struct', 'structed', 'STRUCT', # clu (127 firings) 'clusion', 'clus', # ribe (113 firings) 'ribe', # ribut (107 firings) 'ribut', # rench (107 firings) 'rench', # herent (101 firings) 'herent', # atable (99 firings) 'atable', # connect (94 firings) 'connect', # ivo (91 firings) 'ivo', # clud (90 firings) 'cluded', # jec (84 firings) 'jection', # abol (82 firings) 'abol', # mount (82 firings) 'mount', # eject (81 firings) ' eject', # ceiv (79 firings) 'ceived', # inject (74 firings) ' inject', # gres (65 firings) 'gress', # oci (58 firings) 'oci', # distribut (51 firings) ' Distribut', # venient (50 firings) 'venient', # reserv (49 firings) ' Reserv', # ces (48 firings) 'cess', # abet (44 firings) 'abet', # escap (44 firings) 'escap', # enable (40 firings) 'enable', # endo (36 firings) 'endo', # loc (35 firings) 'loc', # iev (28 firings) 'iever', # enchant (25 firings) ' Enchant', # extract (25 firings) ' Extract', # chant (25 firings) 'chant', # vec (23 firings) 'vec', # ample (23 firings) 'ample', # join (14 firings) 'joined', # jac (13 firings) 'jac', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'put-family', 1 def prog_L02F21770(input_tokens): """22 token families, 25 surface forms (train F1 of the uncapped optimum: 0.677). Fires at 2,354 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "Giffords." """ # --- end external annotation --- fire = { # ord (743 firings) 'ords', 'ORD', 'ordable', 'ording', # ron (99 firings) 'ronic', # ong (95 firings) 'ongs', # ortion (86 firings) 'ortion', # button (44 firings) 'button', # tion (38 firings) 'tions', # ror (36 firings) 'rors', # urate (36 firings) 'urate', # ronic (33 firings) 'ronics', # ond (31 firings) 'onds', # yright (28 firings) 'yright', # ens (28 firings) 'ensed', # lic (23 firings) 'liction', # orney (21 firings) 'orney', # axe (21 firings) ' axes', # repair (20 firings) 'repair', # itl (19 firings) 'itles', # ridg (14 firings) 'ridges', # itar (13 firings) 'itars', # itle (12 firings) 'itle', # done (12 firings) 'Done', # ordan (9 firings) 'ordan', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ord-family', 1 def prog_L02F21771(input_tokens): """45 token families, 58 surface forms (train F1 of the uncapped optimum: 0.896). Fires at 5,794 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to executive actions and processes""" # --- end external annotation --- fire = { # exec (234 firings) 'exec', ' Exec', 'Exec', # boko (162 firings) ' Boko', # resp (153 firings) ' resp', ' Resp', 'resp', # pur (128 firings) ' purs', ' Purs', # instit (127 firings) ' Instit', ' instit', # grac (125 firings) ' Grac', # surv (123 firings) 'Surv', 'surv', ' surv', # cand (121 firings) 'Cand', 'cand', # kn (111 firings) 'Kn', # employe (105 firings) ' Employees', # vo (98 firings) 'VO', ' VO', # elim (96 firings) ' Elim', ' elim', # anim (95 firings) 'anim', # hawai (92 firings) ' Hawai', # faul (90 firings) ' Faul', # postp (79 firings) ' postp', # abl (78 firings) ' abl', # commem (77 firings) ' commem', # pre (77 firings) ' PRES', 'PRES', # aghd (76 firings) 'aghd', # itnes (73 firings) 'itness', 'ITNESS', # eloqu (71 firings) ' eloqu', # decap (71 firings) ' decap', # priv (70 firings) ' priv', # isa (69 firings) 'Isa', # vict (68 firings) ' vict', # baby (65 firings) ' babys', # eyel (65 firings) ' eyel', # cla (62 firings) ' Cla', # enshr (58 firings) ' enshr', # philo (56 firings) ' Philos', # disp (56 firings) ' Disp', # rote (56 firings) 'rote', # execu (53 firings) ' Execution', # gib (50 firings) ' gib', # aug (49 firings) ' aug', # appar (49 firings) ' appar', # dra (48 firings) ' dra', # fir (48 firings) 'FIR', # escap (46 firings) 'escap', # abel (45 firings) ' Abel', # undert (41 firings) ' undert', # parach (40 firings) ' parach', # pla (40 firings) 'PLA', # …… (40 firings) '……', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'exec-family', 1 def prog_L02F21773(input_tokens): """26 token families, 32 surface forms (train F1 of the uncapped optimum: 0.791). Fires at 2,001 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to directories or storage locations in a computer system""" # --- end external annotation --- fire = { # fold (266 firings) ' folder', ' folders', ' Fold', ' Folder', 'folder', 'Folder', # docu (115 firings) ' Documents', 'Documents', # dropbox (108 firings) ' Dropbox', # gu (107 firings) ' GU', # dragg (82 firings) ' dragging', # webpage (80 firings) ' webpage', # directory (74 firings) ' directory', # playlist (71 firings) ' playlist', # draw (69 firings) ' drawer', # heet (62 firings) 'heet', # persist (62 firings) ' persistence', # mailbox (60 firings) ' mailbox', # shov (56 firings) ' shoved', # booklet (50 firings) ' booklet', # forward (43 firings) ' forwarded', # ucket (40 firings) 'ucket', # includ (30 firings) ' Included', # enario (30 firings) 'enario', # gland (25 firings) ' gland', # tray (25 firings) ' tray', # spreadsheet (25 firings) ' spreadsheet', # parent (24 firings) 'Parent', # overw (18 firings) ' overw', # hdd (13 firings) ' HDD', # overwrite (9 firings) ' overwrite', # ibrary (7 firings) 'ibrary', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'fold-family', 1 def prog_L02F21775(input_tokens): """5 token families, 8 surface forms (train F1 of the uncapped optimum: 0.721). Fires at 4,907 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to specific substances or compounds""" # --- end external annotation --- fire = { # ana (2,615 firings) 'ana', 'ANA', 'anas', ' Ana', # content (75 firings) 'content', # vana (41 firings) 'vana', # avocado (35 firings) ' avocado', # mana (34 firings) ' Mana', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ana-family', 1 def prog_L02F21776(input_tokens): """24 token families, 26 surface forms (train F1 of the uncapped optimum: 0.778). Fires at 2,433 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: words conveying positive and negative sentiments""" # --- end external annotation --- fire = { # global (341 firings) ' globally', # positive (164 firings) ' positively', # prominent (122 firings) ' prominently', # negative (120 firings) ' negatively', # atical (96 firings) 'atically', # statistical (92 firings) ' statistically', # bright (89 firings) ' brightly', # posit (88 firings) 'positive', ' Positive', # criminal (81 firings) ' criminally', # unique (79 firings) ' uniquely', # enthusiastical (62 firings) ' enthusiastically', # favorab (57 firings) ' favorably', # orb (54 firings) ' orb', ' orbs', # active (50 firings) 'actively', # verse (45 firings) 'versely', # adverse (36 firings) ' adversely', # distinct (36 firings) ' distinctly', # strange (36 firings) ' strangely', # allah (33 firings) 'Allah', # antical (26 firings) 'antically', # inquir (22 firings) ' inquired', # ite (20 firings) 'itely', # material (15 firings) ' materially', # respondent (10 firings) ' respondent', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'global-family', 1 def prog_L02F21778(input_tokens): """47 token families, 51 surface forms (train F1 of the uncapped optimum: 0.915). Fires at 3,323 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to a specific actor or character named "Hod" in the context of various narratives""" # --- end external annotation --- fire = { # cub (181 firings) ' Cub', # rd (144 firings) ' Rd', # harold (135 firings) ' Harold', # hod (121 firings) ' Hod', # bold (114 firings) ' Bold', # bun (106 firings) ' Bun', # baird (101 firings) ' Baird', # heb (100 firings) ' Heb', # ident (94 firings) ' Ident', 'Ident', # )-- (92 firings) ')--', # hom (90 firings) ' Homes', # kear (87 firings) ' Kear', # bran (87 firings) ' Bran', # lod (84 firings) ' Lod', ' lod', # heidi (82 firings) ' Heidi', # hou (71 firings) ' Hou', # ord (69 firings) ' ord', # lob (63 firings) ' Lob', # kinn (58 firings) ' Kinn', # orbit (56 firings) ' Orbital', # timb (54 firings) ' Timber', # ou (53 firings) ' OU', # hond (51 firings) ' Hond', # descript (48 firings) ' descriptive', # ow (46 firings) ' OW', # rug (44 firings) ' rug', # knock (42 firings) ' Knock', # household (41 firings) ' Household', # bind (40 firings) ' Binding', ' Bind', 'Bind', # struct (39 firings) ' Struct', # determina (39 firings) 'determination', # oru (37 firings) 'oru', # robb (34 firings) ' Robb', # wind (33 firings) ' Winds', # next (33 firings) ' NEXT', # knot (32 firings) ' Knot', # ordain (30 firings) ' ordained', # riad (29 firings) 'riad', # bee (28 firings) ' Bees', # carib (27 firings) ' Carib', # deliv (27 firings) ' Deliver', # ud (24 firings) ' UD', # him (22 firings) ' HIM', # ake (21 firings) ' Ake', # hound (20 firings) ' Hound', # key (18 firings) ' KEY', # kard (14 firings) ' Kard', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'cub-family', 1 def prog_L02F21779(input_tokens): """26 token families, 27 surface forms (train F1 of the uncapped optimum: 0.832). Fires at 1,856 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to wholesale transactions and commerce""" # --- end external annotation --- fire = { # rooftop (161 firings) ' rooftop', # wholesale (126 firings) ' wholesale', # freight (118 firings) ' freight', # frank (114 firings) ' frank', # indecent (97 firings) ' indecent', # hour (90 firings) ' hourly', # capt (89 firings) ' captive', # tail (80 firings) 'tail', # indiscrim (73 firings) ' indiscrim', # gap (68 firings) ' gaping', # vend (66 firings) ' vend', ' Vend', # whol (61 firings) ' wholes', # roz (54 firings) ' Roz', # meal (43 firings) 'meal', # anni (34 firings) 'annis', # 435 (27 firings) ' 435', # stag (26 firings) ' stag', # poke (24 firings) 'poke', # anew (22 firings) ' anew', # outpatient (21 firings) ' outpatient', # trad (19 firings) ' trad', # schemat (19 firings) ' schematic', # 609 (15 firings) '609', # otide (12 firings) 'otide', # ware (10 firings) ' ware', # fg (9 firings) 'fg', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'rooftop-family', 1 def prog_L02F21780(input_tokens): """48 token families, 50 surface forms (train F1 of the uncapped optimum: 0.865). Fires at 7,338 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to airspace and its regulations""" # --- end external annotation --- fire = { # los (334 firings) 'LOS', # ski (312 firings) ' skies', ' Skies', # airport (294 firings) ' airports', # beach (263 firings) ' beaches', # gunfire (229 firings) ' gunfire', # trafford (192 firings) ' Trafford', # airway (171 firings) ' Airways', # air (155 firings) ' airs', ' AIR', # volcano (154 firings) ' volcano', # airspace (141 firings) ' airspace', # rock (139 firings) ' Rockies', # busi (133 firings) ' busiest', # altitude (131 firings) ' altitude', # sight (119 firings) ' sightings', # cosmo (118 firings) ' cosmos', # freedom (114 firings) ' freedoms', # vand (108 firings) ' Vand', # legal (101 firings) ' legality', # balcony (99 firings) ' balcony', # moj (92 firings) ' Moj', # airborne (90 firings) ' airborne', # swat (85 firings) ' swat', # goalt (84 firings) ' goalt', # roar (80 firings) ' roar', # soar (80 firings) ' soar', # majest (79 firings) ' majestic', # goggl (78 firings) ' goggles', # lofty (74 firings) ' lofty', # ozone (68 firings) ' ozone', # ista (65 firings) 'istas', # perch (64 firings) ' perched', # jung (63 firings) ' jung', # heaven (62 firings) ' heavens', # turbul (61 firings) ' turbulence', # fly (61 firings) 'flying', # farmland (61 firings) ' farmland', # haze (58 firings) ' haze', # orbit (58 firings) ' orbits', # snip (57 firings) ' snipers', # rooft (54 firings) ' rooft', # fum (54 firings) ' fumes', # canopy (52 firings) ' canopy', # kislyak (52 firings) ' Kislyak', # fisa (52 firings) ' FISA', # her (52 firings) 'heric', # brav (51 firings) ' brav', # dusk (50 firings) ' dusk', # twilight (40 firings) ' twilight', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'los-family', 1 def prog_L02F21781(input_tokens): """16 token families, 19 surface forms (train F1 of the uncapped optimum: 0.853). Fires at 2,467 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to time, specifically the term "ago" indicating past events""" # --- end external annotation --- fire = { # ago (565 firings) 'ago', 'agos', ' Ago', # 1975 (296 firings) ' 1975', '1975', # adv (168 firings) ' Advance', # forgiven (130 firings) ' forgiven', # agic (115 firings) 'agic', # alone (115 firings) 'alone', # ako (111 firings) 'ako', # anz (78 firings) 'anz', # apocalypse (67 firings) ' Apocalypse', # gone (63 firings) 'gone', # wag (56 firings) ' Wag', # 1898 (54 firings) ' 1898', # ipeg (52 firings) 'ipeg', # allo (39 firings) 'allo', # 1945 (16 firings) '1945', # ド (8 firings) 'ド', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ago-family', 1 def prog_L02F21782(input_tokens): """30 token families, 88 surface forms (train F1 of the uncapped optimum: 0.325). Fires at 129,830 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of military personnel and their deployments""" # --- end external annotation --- fire = { # war (2,541 firings) ' war', ' War', ' wars', # forc (2,048 firings) ' forces', ' Forces', # military (1,754 firings) ' military', ' Military', 'Military', # air (1,732 firings) ' Air', ' air', ' AIR', # us (1,472 firings) ' US', # fight (1,401 firings) ' fighting', ' fighters', ' fighter', ' Fighter', 'fighter', 'Fighting', # attack (1,313 firings) ' attack', ' attacked', # command (1,290 firings) ' command', ' commander', ' Command', ' commanders', ' commanding', ' Commander', ' commanded', 'Command', 'command', ' Commands', # base (1,085 firings) ' base', ' Base', 'base', ' BASE', # army (1,044 firings) ' Army', ' army', # soldi (1,030 firings) ' soldiers', ' soldier', ' Soldier', ' Soldiers', # battle (1,004 firings) ' battle', ' Battle', # operation (876 firings) ' operations', ' Operations', # force (859 firings) ' force', ' Force', # serv (850 firings) ' serving', ' served', ' servic', # troop (833 firings) ' troops', ' troop', # combat (824 firings) ' combat', ' Combat', 'combat', # opera (661 firings) ' operation', ' Operation', 'Operation', # deploy (640 firings) ' deployed', ' deployment', ' deploy', ' deploying', ' deployments', ' Deploy', # mis (626 firings) ' mission', 'mission', # ground (602 firings) ' ground', ' grounded', # ship (553 firings) ' ship', ' ships', ' Ships', # defense (459 firings) ' Defense', 'Defense', # aircraft (441 firings) ' aircraft', # duty (439 firings) ' duty', 'duty', # flag (411 firings) ' flag', ' Flag', 'flag', 'Flag', # corp (392 firings) ' Corps', ' corps', # personnel (386 firings) ' personnel', ' Personnel', # uniform (339 firings) ' uniform', ' uniforms', ' Uniform', # strateg (330 firings) ' strategic', ' Strategic', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'war-family', 1 def prog_L02F21783(input_tokens): """24 token families, 28 surface forms (train F1 of the uncapped optimum: 0.835). Fires at 2,533 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to nursing and healthcare facilities""" # --- end external annotation --- fire = { # nurs (475 firings) ' nursing', ' nurses', ' Nursing', # wi (175 firings) ' WI', # by (165 firings) ' BY', # dent (145 firings) ' dental', # vmware (97 firings) ' VMware', # nr (97 firings) 'NR', # breastfeed (92 firings) ' breastfeeding', # nur (86 firings) ' Nurs', ' nurs', # rock (75 firings) ' rocking', # caregiv (62 firings) ' caregivers', # drama (62 firings) ' Drama', # suck (61 firings) ' sucking', # rn (58 firings) ' RN', 'RN', # feed (56 firings) 'feeding', # umb (47 firings) 'umbing', # roast (41 firings) ' roasted', # deepen (37 firings) ' deepening', # careg (32 firings) ' careg', # vape (31 firings) ' vape', # new (31 firings) ' Newly', # osp (31 firings) 'OSP', # ysi (29 firings) 'ysis', # nic (26 firings) ' NIC', # pli (18 firings) 'PLIED', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'nurs-family', 1 def prog_L02F21784(input_tokens): """48 token families, 51 surface forms (train F1 of the uncapped optimum: 0.774). Fires at 6,052 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to the concept of existence or non-existence""" # --- end external annotation --- fire = { # exist (185 firings) 'existing', 'exist', 'existence', # occurr (133 firings) ' occurrence', # plethora (133 firings) ' plethora', # ineffect (132 firings) ' ineffective', # found (130 firings) 'Found', # bogu (128 firings) ' bogus', # alleviate (115 firings) ' alleviate', # imaginary (108 firings) ' imaginary', # develop (107 firings) 'developed', # asthma (102 firings) ' asthma', # mine (102 firings) 'mine', # myth (95 firings) ' mythical', # phony (94 firings) ' phony', # defunct (91 firings) ' defunct', # pir (90 firings) 'piring', # obile (82 firings) 'obile', # pesky (80 firings) ' pesky', # little (80 firings) 'little', # birthplace (79 firings) ' birthplace', # ent (76 firings) 'enting', # nonexistent (72 firings) ' nonexistent', # horrend (72 firings) ' horrendous', # fictiti (68 firings) ' fictitious', # existent (68 firings) 'existent', # upid (67 firings) 'upid', # pot (59 firings) 'pots', # itto (56 firings) 'itto', # ifl (55 firings) 'ifling', # laugh (50 firings) ' laughable', # indiffer (50 firings) ' indifference', # respons (50 firings) 'responsive', # typo (48 firings) ' typo', # function (48 firings) 'functional', # plumb (47 firings) ' plumbing', # caus (47 firings) ' causal', # ranean (47 firings) 'ranean', # ammad (46 firings) 'ammad', # ark (46 firings) 'arkable', # nonsens (45 firings) ' nonsensical', # nope (44 firings) ' Nope', # istant (44 firings) 'istant', # sporad (43 firings) ' sporadic', # rudimentary (43 firings) ' rudimentary', # phantom (38 firings) ' phantom', # neglig (36 firings) ' negligible', ' neglig', # occurrenc (32 firings) ' occurrences', # ,. (31 firings) ',.', # spuri (30 firings) ' spurious', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'exist-family', 1 def prog_L02F21785(input_tokens): """48 token families, 50 surface forms (train F1 of the uncapped optimum: 0.870). Fires at 4,044 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to individuals who lack health insurance""" # --- end external annotation --- fire = { # newborn (190 firings) ' newborn', # obese (171 firings) ' obese', # undecid (139 firings) ' undecided', # hospital (138 firings) ' hospitalized', # insur (136 firings) ' insurer', ' insured', 'insured', # impair (126 firings) ' impaired', # besieg (124 firings) ' besieged', # uninsur (121 firings) ' uninsured', # paralyz (97 firings) ' paralyzed', # rohingya (94 firings) ' Rohingya', # daredevil (88 firings) ' Daredevil', # subsid (80 firings) ' subsidized', # ridden (76 firings) 'ridden', # uncomp (72 firings) ' uncomp', # unregulat (70 firings) ' unregulated', # adjust (70 firings) 'adjusted', # abid (66 firings) 'abiding', # pocket (66 firings) 'pocket', # stabilize (65 firings) ' stabilize', # trustworthy (64 firings) ' trustworthy', # employ (60 firings) 'employed', # negligent (57 firings) ' negligent', # vaccinat (56 firings) ' vaccinated', # nationwide (53 firings) ' Nationwide', # ptroll (53 firings) 'ptroller', # needy (50 firings) ' needy', # upt (47 firings) 'upt', # unprepar (46 firings) ' unprepared', # ern (44 firings) 'erning', # verage (44 firings) 'verage', # onest (44 firings) 'onest', # unmarr (43 firings) ' unmarried', # ococ (41 firings) 'ococ', # 中 (40 firings) '中', # register (39 firings) ' Registered', # rus (39 firings) 'Russ', # amer (36 firings) ' AMER', # insure (36 firings) ' insure', # trust (36 firings) ' trusting', # obin (35 firings) 'obin', # stabil (35 firings) ' stabilized', # iles (34 firings) 'iless', # circumc (32 firings) ' circumcised', # premium (31 firings) 'Premium', # aredevil (21 firings) 'aredevil', # outpatient (21 firings) ' outpatient', # art (19 firings) ' arter', # auca (17 firings) 'aucas', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'newborn-family', 1 def prog_L02F21786(input_tokens): """26 token families, 27 surface forms (train F1 of the uncapped optimum: 0.812). Fires at 2,044 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "prescription." """ # --- end external annotation --- fire = { # prescrip (326 firings) ' prescription', # specialty (168 firings) ' specialty', # diagnosi (145 firings) ' diagnosis', # pharmacy (114 firings) ' pharmacy', # prescription (91 firings) ' prescriptions', # misuse (88 firings) ' misuse', # crip (79 firings) 'cription', # payday (70 firings) ' payday', # subpoena (65 firings) ' subpoena', # miracle (55 firings) ' Miracle', # diagnos (48 firings) ' diagnoses', # pharmac (41 firings) ' pharmacies', # nightmare (41 firings) ' Nightmare', # opath (38 firings) 'opathic', # prescrib (37 firings) ' prescribing', # pharma (36 firings) ' Pharma', # rite (35 firings) ' Rite', # rx (35 firings) ' Rx', 'rx', # prescribe (34 firings) ' prescribe', # cription (18 firings) 'criptions', # doctor (17 firings) 'doctor', # を (15 firings) 'を', # usage (14 firings) 'usage', # rune (10 firings) ' rune', # gener (9 firings) 'Generic', # presc (7 firings) ' presc', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'prescrip-family', 1 def prog_L02F21787(input_tokens): """39 token families, 41 surface forms (train F1 of the uncapped optimum: 0.748). Fires at 4,877 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to various exchanges, particularly financial or trading exchanges""" # --- end external annotation --- fire = { # exchange (1,050 firings) ' Exchange', ' exchange', # change (284 firings) 'change', 'Change', # are (188 firings) 'ARE', # exxon (159 firings) ' Exxon', # cent (148 firings) 'Center', # outlook (132 firings) ' Outlook', # combine (129 firings) ' Combine', # excel (105 firings) ' Excel', # decep (104 firings) ' deception', # negotia (94 firings) ' negotiation', # experi (88 firings) ' Experiment', # ilater (86 firings) 'ilateral', # exhibi (77 firings) ' Exhibition', # qb (67 firings) 'QB', # orce (62 firings) 'orce', # mailbox (60 firings) ' mailbox', # warehouse (53 firings) ' Warehouse', # cure (53 firings) ' Cure', # chang (52 firings) 'changes', # dolphin (50 firings) ' Dolphin', # oxy (50 firings) 'oxy', # ange (48 firings) 'ANGE', # 225 (47 firings) ' 225', # exile (45 firings) ' Exile', # shift (43 firings) 'Shift', # pear (42 firings) ' pear', # registry (38 firings) ' Registry', # hive (36 firings) ' Hive', # passage (36 firings) ' Passage', # exodu (29 firings) ' Exodus', # ward (26 firings) 'WARD', # duc (24 firings) 'duction', # ♦ (21 firings) '♦', # atil (20 firings) 'atility', # 198 (20 firings) ' 198', # mina (18 firings) 'mination', # etf (14 firings) 'ETF', # localhost (14 firings) 'localhost', # xue (13 firings) ' Xue', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'exchange-family', 1 def prog_L02F21788(input_tokens): """24 token families, 26 surface forms (train F1 of the uncapped optimum: 0.820). Fires at 5,820 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to airports""" # --- end external annotation --- fire = { # airport (2,534 firings) ' airport', ' Airport', ' airports', # speedway (160 firings) ' Speedway', # airspace (137 firings) ' airspace', # altitude (131 firings) ' altitude', # port (106 firings) ' ports', # infield (100 firings) ' infield', # armac (100 firings) 'armac', # arrival (97 firings) ' arrivals', # landmark (93 firings) ' landmarks', # jfk (87 firings) ' JFK', # air (79 firings) ' AIR', # glaci (78 firings) ' Glacier', # luggage (69 firings) ' luggage', # depot (63 firings) ' depot', # eport (55 firings) 'eport', # dull (53 firings) ' Dull', # incin (46 firings) ' inciner', # hangar (43 firings) ' hangar', # latitude (39 firings) ' latitude', # 214 (37 firings) ' 214', # hawk (37 firings) 'hawks', # airst (23 firings) ' airst', # teleport (21 firings) ' teleport', # identifi (16 firings) ' identifier', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'airport-family', 1 def prog_L02F21789(input_tokens): """18 token families, 20 surface forms (train F1 of the uncapped optimum: 0.699). Fires at 2,818 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the term "Mont" and its variations, indicating a focus on geographical references or locations""" # --- end external annotation --- fire = { # mont (609 firings) 'mont', 'Mont', ' mont', # ont (481 firings) 'ont', # southwestern (163 firings) ' southwestern', # mount (134 firings) 'mount', # fest (132 firings) 'fest', # posium (109 firings) 'posium', # enberg (86 firings) 'enberg', # mot (82 firings) 'mot', # enn (76 firings) 'ennial', # junc (61 firings) ' Junction', # percent (57 firings) 'percent', # veland (53 firings) 'veland', # patrick (43 firings) 'patrick', # endium (41 firings) 'endium', # concept (40 firings) 'concept', # ffen (35 firings) 'ffen', # num (28 firings) 'num', # ierrez (16 firings) 'ierrez', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'mont-family', 1 def prog_L02F21790(input_tokens): """26 token families, 31 surface forms (train F1 of the uncapped optimum: 0.799). Fires at 3,737 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of RPG (role-playing game) and related concepts""" # --- end external annotation --- fire = { # rpg (530 firings) ' RPG', ' RPGs', 'RPG', # role (214 firings) ' Role', 'Role', # mmo (203 firings) ' MMO', # play (197 firings) 'playing', # gun (180 firings) ' Guns', # strategy (154 firings) ' Strategy', # jr (136 firings) ' JR', 'JR', # thr (127 firings) ' Thr', # religion (120 firings) ' Religion', # tabletop (114 firings) ' tabletop', # orpg (109 firings) 'ORPG', # dungeon (107 firings) ' Dungeons', # arp (98 firings) 'ARP', # plot (67 firings) ' Plot', # rawl (58 firings) 'rawler', # 270 (57 firings) '270', # deduc (56 firings) ' deduction', # manga (52 firings) ' Manga', # 2600 (40 firings) ' 2600', # aus (37 firings) 'ausible', # puzzle (34 firings) ' Puzzle', # tact (29 firings) 'Tact', ' Tact', # def (19 firings) ' DEF', # adventure (16 firings) 'Adventure', # udic (12 firings) 'udic', # ied (12 firings) 'IED', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'rpg-family', 1 def prog_L02F21791(input_tokens): """28 token families, 32 surface forms (train F1 of the uncapped optimum: 0.790). Fires at 4,305 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the term "Standard" as it pertains to financial indexes and evaluations""" # --- end external annotation --- fire = { # standard (870 firings) ' Standard', ' Standards', 'standard', 'Standard', # support (345 firings) ' Support', # record (312 firings) ' Record', # work (235 firings) ' Working', # scientif (217 firings) ' Scientific', # large (199 firings) ' Large', # style (172 firings) ' Style', # acular (100 firings) 'acular', # domain (93 firings) ' Domain', # bas (79 firings) ' Basic', # extend (76 firings) ' Extended', # construct (59 firings) ' Construct', # slim (57 firings) ' Slim', # intermediate (51 firings) ' Intermediate', # import (48 firings) ' Import', 'Import', # tradition (44 firings) 'Traditional', # sheet (41 firings) ' Sheet', # 中 (40 firings) '中', # temp (34 firings) ' Temper', # structure (33 firings) ' Structure', # sina (32 firings) ' Sina', # format (29 firings) ' Format', # stand (26 firings) ' STAND', # recommend (22 firings) ' Recommended', # simpl (21 firings) ' Simpl', # tool (19 firings) 'Tools', # start (18 firings) ' Starts', # א (13 firings) 'א', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'standard-family', 1 def prog_L02F21792(input_tokens): """29 token families, 31 surface forms (train F1 of the uncapped optimum: 0.890). Fires at 2,328 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of a specific individual named Bouvet""" # --- end external annotation --- fire = { # bou (328 firings) ' Bou', ' bou', # bund (118 firings) ' Bund', # beav (107 firings) ' Beaver', # brid (102 firings) 'brid', # boil (95 firings) ' boiled', # blue (92 firings) 'blue', # hairst (85 firings) ' hairst', # buckingham (81 firings) ' Buckingham', # beard (77 firings) ' bearded', # kou (75 firings) ' Kou', # hou (73 firings) ' Hou', # bout (70 firings) ' Bout', # cance (69 firings) ' Cance', # cal (67 firings) ' CAL', # nug (61 firings) ' Nug', # fou (60 firings) ' Fou', # wedd (54 firings) ' Wedding', # bar (53 firings) ' BAR', # bie (49 firings) ' Bie', # basket (48 firings) ' baskets', # boe (46 firings) ' Boe', # schro (43 firings) ' Schro', # bg (37 firings) ' BG', 'bg', # garn (36 firings) ' Garn', # r (30 firings) ' Ré', # balcon (26 firings) ' balcon', # pour (20 firings) ' Pour', # pref (15 firings) 'Pref', # packag (9 firings) 'packages', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'bou-family', 1 def prog_L02F21793(input_tokens): """9 token families, 10 surface forms (train F1 of the uncapped optimum: 0.651). Fires at 62,346 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: closing parentheses in sentences""" # --- end external annotation --- fire = { # ) (43,022 firings) ')', ' )', # ), (6,124 firings) '),', # ). (4,784 firings) ').', # .) (2,051 firings) '.)', # !) (515 firings) '!)', # ") (311 firings) '")', # ?) (286 firings) '?)', # kb (204 firings) ' KB', # )[ (167 firings) ')[', } token = input_tokens[-1] if token not in fire: return "no match", 0 return ')-family', 1 def prog_L02F21795(input_tokens): """32 token families, 37 surface forms (train F1 of the uncapped optimum: 0.807). Fires at 3,527 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the substring "ape" in various contexts""" # --- end external annotation --- fire = { # ape (774 firings) 'ape', 'apes', ' apes', ' ape', 'APE', # blog (284 firings) 'blog', # aped (160 firings) 'aped', # scape (132 firings) 'scape', # rape (129 firings) 'rape', # aping (119 firings) 'aping', # apa (102 firings) 'apa', # otal (91 firings) 'otally', # agate (87 firings) 'agate', # massacre (78 firings) ' Massacre', # acco (76 firings) 'acco', # ney (76 firings) 'NEY', # aper (74 firings) 'apers', # prevent (69 firings) ' Prevent', # surveill (69 firings) ' Surveillance', # ecake (64 firings) 'ecake', # psycholog (62 firings) ' Psychological', # 377 (46 firings) ' 377', '377', # tape (45 firings) ' Tape', # abhor (42 firings) ' abhor', # amboo (41 firings) 'amboo', # apor (31 firings) 'apor', # 375 (23 firings) ' 375', # 376 (18 firings) ' 376', # 768 (16 firings) '768', # itnes (16 firings) 'ITNESS', # 399 (15 firings) ' 399', # pite (12 firings) 'pite', # aple (11 firings) 'aple', # rib (10 firings) 'ribly', # 373 (9 firings) ' 373', # 358 (9 firings) ' 358', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ape-family', 1 def prog_L02F21796(input_tokens): """24 token families, 30 surface forms (train F1 of the uncapped optimum: 0.796). Fires at 4,162 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "endorsed." """ # --- end external annotation --- fire = { # endorse (727 firings) ' endorsement', ' endorse', ' endorsements', # endors (583 firings) ' endorsed', ' endorsing', # support (398 firings) ' supports', ' Supports', # advocat (292 firings) ' advocating', ' advocated', # prais (147 firings) ' praising', # recommend (96 firings) ' recommending', # retweet (95 firings) ' retweet', # dk (91 firings) ' DK', 'DK', # ors (90 firings) 'orses', # ratif (88 firings) ' ratified', # congratulat (80 firings) ' congratulated', # reject (77 firings) ' rejecting', # trademark (61 firings) ' trademarks', # adida (60 firings) ' Adidas', # orse (58 firings) 'orse', # disav (56 firings) ' disav', # aye (53 firings) 'aye', # eli (48 firings) 'eli', # sign (47 firings) 'signed', # condone (43 firings) ' condone', # approv (40 firings) ' approves', # disclaim (21 firings) ' disclaim', # bf (20 firings) 'bf', # endor (12 firings) ' endors', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'endorse-family', 1 def prog_L02F21797(input_tokens): """20 token families, 23 surface forms (train F1 of the uncapped optimum: 0.738). Fires at 2,537 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the name "Ca." """ # --- end external annotation --- fire = { # ca (809 firings) 'ca', ' Ca', 'Ca', # car (182 firings) ' Cars', # caesar (99 firings) ' Caesar', # cause (95 firings) ' Cause', # caus (79 firings) ' causal', ' Causes', # ka (72 firings) 'Ka', # calcium (70 firings) ' calcium', # cla (62 firings) ' Cla', # limestone (58 firings) ' limestone', # camb (52 firings) ' Camb', # arg (46 firings) 'Arg', # addock (44 firings) 'addock', # prec (36 firings) ' Prec', # cavern (30 firings) ' Cavern', # cau (26 firings) ' caus', # bral (23 firings) 'bral', # correct (23 firings) ' Correct', # fa (20 firings) 'Fa', # causa (18 firings) ' causation', # cium (15 firings) 'cium', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ca-family', 1 def prog_L02F21798(input_tokens): """25 token families, 27 surface forms (train F1 of the uncapped optimum: 0.204). Fires at 109,841 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: URLs and web addresses""" # --- end external annotation --- fire = { # ap (840 firings) 'AP', # 11 (758 firings) '11', # c (702 firings) 'c', # k (689 firings) 'k', # f (610 firings) 'f', # b (599 firings) 'b', # n (578 firings) 'n', # uk (551 firings) 'uk', # v (543 firings) 'v', # new (541 firings) 'news', 'new', # q (541 firings) 'q', 'Q', # r (538 firings) 'r', # j (522 firings) 'j', # p (510 firings) 'p', # _ (487 firings) '_', # g (479 firings) 'g', # co (470 firings) 'co', # w (464 firings) 'w', # org (406 firings) 'org', # te (322 firings) 'te', # 68 (320 firings) '68', # ca (305 firings) 'ca', # bel (288 firings) 'bel', # 559 (281 firings) '559', # fast (281 firings) 'fast', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ap-family', 1 def prog_L02F21799(input_tokens): """48 token families, 48 surface forms (train F1 of the uncapped optimum: 0.776). Fires at 3,187 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to payloads in the context of space technology or related systems""" # --- end external annotation --- fire = { # object (172 firings) ' objectives', # payload (111 firings) ' payload', # reconnaiss (106 firings) ' reconnaissance', # frag (95 firings) ' fragments', # higgin (93 firings) ' Higgins', # six (92 firings) ' Sixers', # ingram (89 firings) ' Ingram', # shovel (84 firings) ' shovel', # payout (84 firings) ' payout', # withstand (80 firings) ' withstand', # out (76 firings) ' Outer', # ame (72 firings) ' Ames', # canaver (71 firings) ' Canaveral', # payton (64 firings) ' Payton', # wiggin (61 firings) ' Wiggins', # whe (53 firings) ' whe', # cve (51 firings) ' CVE', # emi (46 firings) 'Emily', # occupant (45 firings) ' occupant', # warhead (44 firings) ' warheads', # att (38 firings) 'atts', # ing (38 firings) 'Ing', # 2020 (37 firings) '2020', # orb (37 firings) 'orb', # payoff (33 firings) ' payoff', # 610 (32 firings) ' 610', # attach (32 firings) ' attachments', # usaf (28 firings) ' USAF', # hh (27 firings) ' HH', # bj (27 firings) 'bj', # propell (23 firings) ' propell', # ads (22 firings) ' ADS', # endpoint (18 firings) ' endpoint', # callback (16 firings) ' callback', # sar (15 firings) ' SAR', # ballist (14 firings) ' Ballistic', # ammuni (14 firings) ' Ammunition', # overw (14 firings) ' overw', # product (13 firings) 'Products', # therape (11 firings) ' therape', # osponsor (11 firings) 'osponsors', # arnaev (11 firings) 'arnaev', # dura (11 firings) 'duration', # oad (11 firings) 'OAD', # nozzle (10 firings) ' nozzle', # formulation (10 firings) ' formulations', # buff (9 firings) 'Buffer', # ム (8 firings) 'ム', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'object-family', 1