"""GPT-2 SAE last-token programs, layer 1 -- features 02400 to 02499 (82 programs). One function per SAE feature. Grouped 100 to a file so the set stays browsable; the programs themselves are unchanged. """ def prog_L01F02400(input_tokens): """1 token families, 1 surface forms (train F1 of the uncapped optimum: 0.322). Fires at 118,458 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases indicating relationships or connections between entities""" # --- end external annotation --- fire = { # and (112,969 firings) ' and', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'and-family', 1 def prog_L01F02401(input_tokens): """48 token families, 52 surface forms (train F1 of the uncapped optimum: 0.847). Fires at 8,592 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to anonymity and synonyms""" # --- end external annotation --- fire = { # platform (267 firings) ' Platform', # onym (264 firings) 'onymous', 'onym', 'onyms', # neutr (210 firings) 'neutral', ' Neutral', # nam (185 firings) 'named', # osexu (148 firings) 'osexual', # onom (139 firings) 'onomous', # discrimina (120 firings) 'discrimination', # pony (119 firings) ' Pony', # cca (110 firings) 'cca', # emark (101 firings) 'emark', # onson (98 firings) 'onson', # iker (94 firings) 'ikers', # aiman (93 firings) 'aiman', # ienne (90 firings) 'ienne', # namesake (89 firings) ' namesake', # pseudonym (87 firings) ' pseudonym', # laur (84 firings) ' Laur', # osur (83 firings) 'osures', # iku (81 firings) 'iku', # publish (81 firings) 'Publisher', # ophile (80 firings) 'ophile', # gustav (78 firings) ' Gustav', # lookout (78 firings) ' lookout', # standpoint (76 firings) ' standpoint', # outheastern (74 firings) 'outheastern', # idat (73 firings) 'idates', # rimina (72 firings) 'rimination', # otal (72 firings) 'otally', # ological (71 firings) 'ologically', # aunch (70 firings) 'aunch', # ς (66 firings) 'ς', # marku (65 firings) ' Markus', # sev (65 firings) 'sever', # hem (65 firings) 'hemer', # arie (63 firings) 'arie', # phal (61 firings) 'phal', # similar (60 firings) 'Similar', # bek (57 firings) 'bek', # ogene (57 firings) 'ogeneous', 'ogeneity', # ipple (56 firings) 'ipple', # sit (55 firings) ' Sites', # viewpoint (54 firings) ' viewpoint', # dickinson (54 firings) ' Dickinson', # ope (54 firings) 'OPE', # blank (53 firings) 'blank', # ctuary (53 firings) 'ctuary', # nost (52 firings) 'nostic', # pagan (51 firings) ' pagan', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'platform-family', 1 def prog_L01F02402(input_tokens): """21 token families, 24 surface forms (train F1 of the uncapped optimum: 0.932). Fires at 2,122 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the name "Chan." """ # --- end external annotation --- fire = { # chan (363 firings) ' Chan', 'Chan', # chat (255 firings) ' Chat', 'Chat', # jedi (211 firings) ' Jedi', # cham (126 firings) ' Cham', 'cham', # chow (118 firings) ' Chow', # ect (108 firings) 'ECT', # acha (73 firings) 'acha', # cooke (70 firings) ' Cooke', # chun (66 firings) ' Chun', # chung (65 firings) ' Chung', # salon (64 firings) ' salon', # commis (63 firings) 'Commission', # kok (57 firings) ' Kok', # lau (51 firings) ' Lau', # feast (49 firings) ' Feast', # ez (35 firings) ' Ez', # wiz (34 firings) ' Wiz', # coco (32 firings) ' Coco', # pair (28 firings) ' Pair', # bok (27 firings) ' Bok', # chi (16 firings) ' chi', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'chan-family', 1 def prog_L01F02403(input_tokens): """16 token families, 18 surface forms (train F1 of the uncapped optimum: 0.931). Fires at 2,058 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to high-definition (HD) technology and services""" # --- end external annotation --- fire = { # hd (992 firings) ' HD', 'HD', 'hd', # sd (194 firings) ' SD', # land (143 firings) ' Lands', # flat (97 firings) ' flats', # defini (78 firings) 'definition', # iland (71 firings) 'iland', # oto (66 firings) 'OTOS', # rel (49 firings) ' REL', # stream (48 firings) ' Streaming', # respect (44 firings) ' Respect', # ace (43 firings) 'aceous', # ride (30 firings) 'ride', # tain (29 firings) 'tains', # definit (26 firings) ' Definitive', # ers (11 firings) 'ersive', # metadata (8 firings) 'metadata', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'hd-family', 1 def prog_L01F02404(input_tokens): """11 token families, 13 surface forms (train F1 of the uncapped optimum: 0.853). Fires at 3,456 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the concept of interest or being engaged in something""" # --- end external annotation --- fire = { # interest (1,826 firings) ' interested', 'interested', 'Interested', # fascinat (174 firings) ' fascinated', # inter (157 firings) ' Interest', # intrigu (124 firings) ' intrigued', # identif (114 firings) 'identified', # bidd (76 firings) ' bidder', # specializ (75 firings) ' specializing', # ecid (14 firings) 'ecided', # luent (12 firings) 'luent', # doi (11 firings) ' DOI', # igible (10 firings) 'igible', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'interest-family', 1 def prog_L01F02405(input_tokens): """31 token families, 32 surface forms (train F1 of the uncapped optimum: 0.890). Fires at 2,704 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to emotion and emotional experiences""" # --- end external annotation --- fire = { # emotion (415 firings) ' emotions', # otion (286 firings) 'otion', 'otions', # emo (260 firings) ' emotion', # sad (159 firings) ' sadness', # astro (146 firings) ' Astros', # emoji (92 firings) ' emoji', # sorrow (80 firings) ' sorrow', # passion (76 firings) ' passions', # climax (74 firings) ' climax', # stimuli (60 firings) ' stimuli', # deity (58 firings) ' deity', # end (50 firings) ' endings', # orgasm (46 firings) ' orgasm', # iov (46 firings) 'iov', # adject (44 firings) ' adjective', # emot (42 firings) ' emot', # gratifica (38 firings) ' gratification', # appear (36 firings) ' Appearance', # hugg (28 firings) ' hugged', # composure (27 firings) ' composure', # deit (26 firings) ' deities', # orld (25 firings) 'orld', # arous (23 firings) ' arousal', # agonist (21 firings) 'agonist', # amygdala (21 firings) ' amygdala', # dimen (15 firings) 'dimension', # renc (14 firings) 'rencies', # ord (12 firings) ' ORDER', # calm (12 firings) ' calmed', # ressor (12 firings) 'ressor', # belie (8 firings) ' belie', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'emotion-family', 1 def prog_L01F02406(input_tokens): """24 token families, 26 surface forms (train F1 of the uncapped optimum: 0.900). Fires at 3,124 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the term "Rosetta." """ # --- end external annotation --- fire = { # ros (977 firings) ' Ros', 'Ros', ' ROS', # rochest (223 firings) ' Rochester', # rosa (160 firings) ' Rosa', # oil (144 firings) ' oils', # ship (139 firings) ' Ship', # air (116 firings) ' airs', # sau (107 firings) ' Sau', # over (105 firings) 'overs', # lez (85 firings) 'lez', # afloat (79 firings) ' afloat', # n (74 firings) 'ön', # rosenth (72 firings) ' Rosenthal', # pol (67 firings) ' POL', # hus (65 firings) ' hus', # arro (60 firings) 'arro', # suz (59 firings) ' Suz', # pupp (59 firings) ' pupp', # congen (52 firings) ' congen', # yk (46 firings) 'yk', # alm (37 firings) ' Alm', # oppo (36 firings) ' oppos', # poly (29 firings) 'poly', # shield (20 firings) ' shielded', # osh (9 firings) 'osher', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ros-family', 1 def prog_L01F02408(input_tokens): """4 token families, 7 surface forms (train F1 of the uncapped optimum: 0.929). Fires at 22,575 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to age""" # --- end external annotation --- fire = { # year (18,919 firings) 'year', 'years', 'Year', ' YEAR', # month (755 firings) 'month', # col (188 firings) 'COL', # stat (91 firings) 'stated', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'year-family', 1 def prog_L01F02410(input_tokens): """48 token families, 58 surface forms (train F1 of the uncapped optimum: 0.854). Fires at 11,295 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: specific keywords related to institutions and substances in scientific contexts""" # --- end external annotation --- fire = { # lin (302 firings) 'LIN', 'lins', ' LIN', # random (246 firings) ' Random', 'Random', # one (198 firings) 'ONE', # green (186 firings) 'GREEN', ' greens', ' GREEN', # sci (178 firings) ' Sci', # rad (166 firings) ' Radical', 'radical', ' radial', # edia (150 firings) 'edia', # emb (149 firings) 'EMBER', # amy (133 firings) 'AMY', # sunny (122 firings) ' Sunny', # iral (118 firings) 'iral', # nile (118 firings) ' Nile', # red (116 firings) ' RED', 'RED', # skip (114 firings) 'Skip', ' Skip', # offline (112 firings) 'Offline', # glov (108 firings) ' Glover', # uddy (99 firings) 'uddy', # itt (97 firings) 'ittal', # share (94 firings) 'SHARE', # drama (93 firings) ' Drama', # else (88 firings) ' Else', 'Else', # immers (87 firings) ' immersed', # interven (83 firings) ' intervening', # neutr (83 firings) ' Neutral', # erent (83 firings) 'erent', # fray (83 firings) ' fray', # ral (80 firings) 'RAL', # une (80 firings) 'UNE', # midday (80 firings) ' midday', # sahara (77 firings) ' Sahara', # stimuli (77 firings) ' stimuli', # alive (77 firings) ' Alive', # info (76 firings) 'Info', # shuffle (75 firings) ' shuffle', # visualize (75 firings) ' visualize', # begin (72 firings) ' Begins', # nf (71 firings) 'NF', # iland (71 firings) 'iland', # als (70 firings) 'ALS', # sonny (69 firings) ' Sonny', # gloom (69 firings) ' gloom', # muddy (69 firings) ' muddy', # alin (68 firings) 'alin', # aline (62 firings) 'aline', # ane (62 firings) 'aneous', # imen (62 firings) 'imen', # oll (60 firings) 'oller', # line (60 firings) 'LINE', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'lin-family', 1 def prog_L01F02412(input_tokens): """17 token families, 18 surface forms (train F1 of the uncapped optimum: 0.919). Fires at 1,420 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to a specific character or entity named "Amb." """ # --- end external annotation --- fire = { # amb (332 firings) ' Amb', 'Amb', # ا (132 firings) 'ا', # anthem (118 firings) ' Anthem', # gaga (117 firings) ' Gaga', # ambient (91 firings) ' ambient', # air (64 firings) ' AIR', # ambrose (58 firings) ' Ambrose', # ambul (56 firings) ' ambul', # pharm (53 firings) ' Pharm', # unamb (47 firings) ' unamb', # adv (44 firings) 'Adv', # death (41 firings) ' Deaths', # eur (30 firings) ' Eur', # hg (28 firings) ' HG', # bsp (24 firings) 'bsp', # appear (23 firings) ' Appearance', # gener (9 firings) 'Generic', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'amb-family', 1 def prog_L01F02413(input_tokens): """49 token families, 50 surface forms (train F1 of the uncapped optimum: 0.897). Fires at 3,342 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: names of characters or people associated with legal or television contexts""" # --- end external annotation --- fire = { # mar (224 firings) ' MAR', 'MAR', # break (203 firings) ' Breaking', # saul (141 firings) ' Saul', # hank (120 firings) ' Hank', # showtime (117 firings) ' Showtime', # gus (111 firings) ' Gus', # mara (100 firings) ' Mara', # conspir (97 firings) ' conspiring', # manny (90 firings) ' Manny', # berman (89 firings) ' Berman', # mol (88 firings) ' Molly', # bet (88 firings) ' bets', # amount (81 firings) 'amount', # suzanne (80 firings) ' Suzanne', # amo (79 firings) ' Amos', # vera (69 firings) ' Vera', # mama (67 firings) ' Mama', # graft (66 firings) ' graft', # torah (65 firings) ' Torah', # sav (64 firings) ' Saving', # rsa (58 firings) ' RSA', # wm (53 firings) ' WM', # redo (49 firings) 'redo', # "" (44 firings) ' ""', # reckon (42 firings) ' reckoned', # abs (41 firings) ' ABS', # lydia (40 firings) ' Lydia', # ו (40 firings) 'ו', # space (36 firings) ' SPACE', # ps (35 firings) ' Ps', # [...] (35 firings) ' [...]', # psp (34 firings) ' PSP', # teth (33 firings) ' tether', # undo (33 firings) 'undo', # hk (32 firings) ' HK', # ros (31 firings) ' ROS', # work (30 firings) 'WORK', # sasha (30 firings) ' Sasha', # cuff (23 firings) ' cuff', # pork (23 firings) ' Pork', # "$ (19 firings) ' "$', # nero (19 firings) ' Nero', # sabb (17 firings) ' Sabb', # underworld (16 firings) ' Underworld', # verb (14 firings) 'verbs', # lump (12 firings) ' Lump', # ="" (11 firings) '=""', # had (10 firings) ' Hades', # sem (10 firings) ' SEM', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'mar-family', 1 def prog_L01F02414(input_tokens): """41 token families, 43 surface forms (train F1 of the uncapped optimum: 0.895). Fires at 2,452 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the concept of "cosmos" or related astronomical themes""" # --- end external annotation --- fire = { # cos (297 firings) 'cos', 'Cos', # thro (124 firings) 'thro', # her (92 firings) 'heres', # kos (90 firings) 'kos', # jet (86 firings) 'Jet', # ewit (81 firings) 'ewitness', # ano (80 firings) 'anos', # shrunk (76 firings) ' shrunk', # fo (73 firings) 'fo', # sphere (68 firings) 'Sphere', # haa (66 firings) ' Haas', # yne (65 firings) 'ynes', # fright (63 firings) ' fright', # sin (60 firings) 'sin', # apex (57 firings) ' apex', # hew (53 firings) 'hews', # cosm (50 firings) ' Cosmic', # $$ (50 firings) '$$', # ippl (47 firings) 'ipples', # vanish (45 firings) ' vanishing', # ppel (43 firings) 'ppel', # pac (43 firings) 'pac', # subsidiar (41 firings) ' subsidiaries', # fax (39 firings) ' fax', 'Fax', # ortunate (35 firings) 'ortunate', # π (28 firings) 'π', # inside (27 firings) 'inside', # aly (23 firings) 'alys', # ———————— (21 firings) '————————', # calc (20 firings) ' calc', # iso (19 firings) ' iso', # xxxx (18 firings) 'xxxx', # apesh (15 firings) 'apesh', # overe (15 firings) 'overe', # shr (14 firings) 'shr', # 765 (14 firings) '765', # schild (12 firings) 'schild', # igmat (12 firings) 'igmat', # phon (10 firings) 'Phones', # mx (10 firings) 'mx', # amsung (9 firings) 'amsung', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'cos-family', 1 def prog_L01F02415(input_tokens): """47 token families, 51 surface forms (train F1 of the uncapped optimum: 0.898). Fires at 4,308 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of MMORPGs and their related concepts""" # --- end external annotation --- fire = { # rpg (314 firings) ' RPG', ' RPGs', 'RPG', # sitcom (264 firings) ' sitcom', # mmo (203 firings) ' MMO', # massive (180 firings) ' massively', # mm (172 firings) ' MM', # warcraft (169 firings) ' Warcraft', # disneyland (144 firings) ' Disneyland', # amou (136 firings) 'amous', # dra (117 firings) ' Dra', # fps (114 firings) ' FPS', # orpg (109 firings) 'ORPG', # applica (99 firings) ' Application', 'application', # eve (97 firings) ' EVE', # umm (91 firings) 'ummer', # sandbox (80 firings) ' sandbox', # pvp (78 firings) ' PvP', # oy (75 firings) ' oy', # npc (74 firings) ' NPC', ' NPCs', # jung (65 firings) ' jung', # guild (63 firings) ' guild', # oof (61 firings) 'oof', # xiv (59 firings) ' XIV', # bungie (58 firings) ' Bungie', # rawl (58 firings) 'rawler', # aclysm (57 firings) 'aclysm', # yugoslavia (57 firings) ' Yugoslavia', # unsustain (56 firings) ' unsustainable', # ombie (55 firings) 'ombie', # raid (54 firings) ' raiding', # worm (51 firings) ' Worm', # alky (50 firings) 'alky', # auc (44 firings) ' Auction', # ely (43 firings) ' Ely', # qq (40 firings) 'qq', # cosystem (35 firings) 'cosystem', # eq (35 firings) ' EQ', # ragnar (33 firings) ' Ragnar', # tsu (33 firings) ' Tsu', # uild (33 firings) 'uild', # addon (32 firings) ' addon', # leground (30 firings) 'leground', # nau (29 firings) ' Nau', # 1440 (28 firings) ' 1440', # simula (24 firings) ' Simulation', # proxy (21 firings) 'proxy', # agnar (19 firings) 'agnar', # yao (15 firings) ' Yao', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'rpg-family', 1 def prog_L01F02416(input_tokens): """13 token families, 20 surface forms (train F1 of the uncapped optimum: 0.605). Fires at 9,502 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to years, particularly in relation to events and celebrations""" # --- end external annotation --- fire = { # year (2,812 firings) ' Year', ' Years', 'Year', ' yearly', 'Years', ' YEAR', # month (426 firings) ' Month', ' Monthly', 'Month', # week (189 firings) 'Week', # vet (146 firings) 'Veter', # step (145 firings) ' Step', # ear (90 firings) 'EAR', # style (64 firings) 'Style', # mig (61 firings) ' Mig', # daught (60 firings) ' Daughter', # yrs (52 firings) 'yrs', # expedi (50 firings) ' Expedition', # lifetime (48 firings) ' Lifetime', # orld (24 firings) 'orld', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'year-family', 1 def prog_L01F02418(input_tokens): """50 token families, 52 surface forms (train F1 of the uncapped optimum: 0.914). Fires at 5,429 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to specific individuals and their associated actions or events""" # --- end external annotation --- fire = { # xin (244 firings) ' Xin', # ancient (186 firings) ' Ancient', # rx (165 firings) ' RX', ' Rx', # twin (156 firings) ' Twins', # rudy (137 firings) ' Rudy', # vu (131 firings) ' Vu', # raz (117 firings) ' Raz', # ips (112 firings) ' Ips', # town (103 firings) ' Towns', # bicycl (99 firings) ' bicycl', # uran (94 firings) ' Uran', # ug (91 firings) ' Ug', # pleasant (91 firings) ' Pleasant', # muse (89 firings) ' Muse', # yun (88 firings) ' Yun', # yor (87 firings) ' Yor', # yus (87 firings) ' Yus', # lux (87 firings) ' Lux', # nano (84 firings) ' Nano', # rox (82 firings) ' Rox', # libre (77 firings) ' Libre', # yne (73 firings) 'yne', # barg (72 firings) ' Barg', # rih (70 firings) ' Rih', # gentle (69 firings) ' Gentle', # otherm (67 firings) 'othermal', # bund (66 firings) ' Bundes', # arbit (64 firings) ' Arbit', # qur (64 firings) ' Qur', # biomed (61 firings) ' biomedical', # suz (59 firings) ' Suz', # amin (57 firings) ' Amin', # arte (57 firings) ' arte', # frag (56 firings) ' Frag', 'Frag', # aub (55 firings) ' Aub', # deu (55 firings) ' Deus', # uum (54 firings) 'uum', # blink (52 firings) ' Blink', # fou (52 firings) ' Fou', # typ (50 firings) ' Typ', # ame (49 firings) ' Ame', # amino (45 firings) ' amino', # serge (44 firings) ' Serge', # banana (40 firings) ' Banana', # vitamin (39 firings) ' Vitamin', # rane (39 firings) 'rane', # anthrop (37 firings) ' Anthrop', # ruk (36 firings) ' Ruk', # entle (35 firings) 'entle', # intermedi (35 firings) ' intermedi', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'xin-family', 1 def prog_L01F02419(input_tokens): """20 token families, 26 surface forms (train F1 of the uncapped optimum: 0.813). Fires at 4,026 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to economics""" # --- end external annotation --- fire = { # econom (1,285 firings) ' Economic', 'economic', 'Econom', 'econom', ' Econom', 'Economic', # economic (261 firings) ' Economics', # work (247 firings) ' Works', # invest (199 firings) ' Investment', ' Investments', # employ (162 firings) ' Employment', # way (141 firings) ' Ways', # popula (109 firings) ' Population', # cheese (86 firings) ' Cheese', # manag (84 firings) ' Managing', # educ (75 firings) ' Educational', # extern (50 firings) ' External', # build (48 firings) ' Buildings', # languag (39 firings) ' Languages', # evalua (37 firings) ' Evaluation', # statist (37 firings) ' Statistical', # encyclopedia (29 firings) ' Encyclopedia', # enture (27 firings) 'enture', # tabl (25 firings) ' Tables', # article (22 firings) ' ARTICLE', # chapt (12 firings) 'CHAPTER', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'econom-family', 1 def prog_L01F02420(input_tokens): """46 token families, 57 surface forms (train F1 of the uncapped optimum: 0.857). Fires at 4,155 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to various fantasy races, particularly Orcs and Elves""" # --- end external annotation --- fire = { # evil (264 firings) ' Evil', 'Evil', # were (252 firings) ' Were', 'Were', # haven (172 firings) ' Haven', # hobbit (126 firings) ' Hobbit', # elf (122 firings) ' Elf', ' elf', 'Elf', # human (99 firings) ' Humans', # д (86 firings) 'д', # orc (83 firings) ' orc', ' orcs', ' Orc', # humanoid (74 firings) ' humanoid', # troll (71 firings) ' Troll', # elv (71 firings) ' elves', ' Elves', # gob (69 firings) ' Gob', 'gob', # alec (66 firings) ' Alec', # esk (65 firings) ' Esk', # undead (65 firings) ' undead', # lin (62 firings) 'lins', # fey (62 firings) ' Fey', # maid (62 firings) ' maid', # goblin (62 firings) ' goblin', ' Goblin', ' goblins', # one (60 firings) ' Ones', # robo (55 firings) ' Robo', # spock (54 firings) ' Spock', # dwarf (49 firings) ' Dwarf', # dwar (46 firings) ' Dwar', # slime (46 firings) ' slime', ' Slime', # guess (45 firings) ' guesses', # folk (44 firings) 'folk', # chuckle (41 firings) ' chuckle', # creep (41 firings) ' creeps', # empath (40 firings) ' empath', # end (39 firings) ' Ender', # owl (39 firings) ' Owl', # keep (39 firings) ' Keeper', # gre (37 firings) 'gres', # lol (36 firings) ' Lol', # swamp (34 firings) ' Swamp', # labyrinth (34 firings) ' Labyrinth', # nek (33 firings) ' Nek', # tink (31 firings) ' Tinker', # shif (31 firings) ' shif', # sly (30 firings) ' Sly', # zerg (29 firings) ' Zerg', # lich (27 firings) ' Lich', # golem (27 firings) ' Golem', # npc (25 firings) ' NPCs', # klingon (24 firings) ' Klingon', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'evil-family', 1 def prog_L01F02421(input_tokens): """18 token families, 21 surface forms (train F1 of the uncapped optimum: 0.859). Fires at 1,664 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "Prior" in the text""" # --- end external annotation --- fire = { # prior (411 firings) ' Prior', 'Prior', ' Priority', # similar (158 firings) ' Similar', 'Similar', # previous (152 firings) ' Previously', # gone (116 firings) 'gone', # needles (67 firings) ' Needless', # pur (62 firings) ' Purs', # rior (54 firings) 'rior', # pedigree (45 firings) ' pedigree', # effect (45 firings) 'Effective', # era (38 firings) ' eras', # hier (33 firings) ' Hier', # amiliar (29 firings) 'amiliar', # chau (27 firings) ' Chau', # ior (24 firings) 'IOR', # primary (22 firings) 'Primary', # sty (19 firings) 'Sty', # pres (14 firings) ' Presence', # igree (9 firings) 'igree', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'prior-family', 1 def prog_L01F02422(input_tokens): """15 token families, 17 surface forms (train F1 of the uncapped optimum: 0.937). Fires at 1,286 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to dwarfs and associated concepts""" # --- end external annotation --- fire = { # dwarf (202 firings) ' dwarf', ' Dwarf', # pluto (185 firings) ' Pluto', # fortres (166 firings) ' Fortress', ' fortress', # bishop (111 firings) ' bishop', # vik (101 firings) ' Viking', # brate (100 firings) 'brate', # stic (45 firings) 'stic', # df (38 firings) ' DF', # elf (38 firings) ' elf', # transsexu (36 firings) ' transsexual', # goblin (27 firings) ' goblin', # druid (23 firings) ' Druid', # dwarv (21 firings) ' dwarves', # centauri (21 firings) ' Centauri', # orc (17 firings) ' Orc', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'dwarf-family', 1 def prog_L01F02423(input_tokens): """27 token families, 28 surface forms (train F1 of the uncapped optimum: 0.884). Fires at 2,237 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the name "Herman." """ # --- end external annotation --- fire = { # herman (244 firings) ' Herman', # brun (115 firings) ' Brun', # hir (113 firings) ' Hir', # ohn (111 firings) 'ohn', # ô (102 firings) 'ô', # herb (93 firings) ' Herb', # morton (87 firings) ' Morton', # lisp (84 firings) ' Lisp', # hoff (82 firings) ' Hoff', # univ (81 firings) ' Univers', # banquet (67 firings) ' banquet', # cohn (64 firings) ' Cohn', # mongol (62 firings) ' Mongol', # m (61 firings) ' Mü', # mull (60 firings) ' Muller', # regi (50 firings) ' regiment', # nir (49 firings) ' Nir', # her (46 firings) ' HER', # amen (42 firings) ' Amen', ' amen', # bib (40 firings) ' Bib', # jol (37 firings) ' Jolly', # kuh (32 firings) ' Kuh', # hirosh (26 firings) ' Hirosh', # calor (26 firings) ' caloric', # helm (22 firings) 'helm', # relax (15 firings) ' Relax', # appell (11 firings) ' appell', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'herman-family', 1 def prog_L01F02425(input_tokens): """43 token families, 45 surface forms (train F1 of the uncapped optimum: 0.904). Fires at 4,187 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the Tottenham Hotspur football club""" # --- end external annotation --- fire = { # spur (480 firings) ' Spurs', ' Spur', # tottenham (422 firings) ' Tottenham', # hot (166 firings) ' Hots', # dortmund (158 firings) ' Dortmund', # levy (153 firings) ' Levy', # renault (140 firings) ' Renault', # lington (122 firings) 'lington', # fifa (122 firings) ' Fifa', # bale (119 firings) ' Bale', # wembley (114 firings) ' Wembley', # ottenham (107 firings) 'ottenham', # kaw (106 firings) ' Kaw', # ken (105 firings) ' Kens', # programme (100 firings) ' Programme', # charg (78 firings) ' charger', # bark (74 firings) ' Bark', # tend (72 firings) ' Tend', # trident (68 firings) ' Trident', # widget (63 firings) ' widget', 'Widget', # dele (61 firings) ' Dele', # letico (61 firings) 'letico', # tendon (60 firings) ' tendon', # splash (55 firings) ' Splash', # wark (52 firings) 'wark', # uper (46 firings) 'uper', # trotsky (42 firings) ' Trotsky', # pres (42 firings) 'PRESS', # shar (39 firings) 'shared', # df (38 firings) ' DF', # top (36 firings) 'TOP', # scor (36 firings) ' Scor', # tk (27 firings) 'tk', # spl (27 firings) 'Spl', # sli (24 firings) ' SLI', # sen (24 firings) ' SEN', # its (21 firings) ' ITS', # tome (20 firings) ' Tome', # prosecut (20 firings) ' Prosecut', # kw (20 firings) ' kW', # enchant (19 firings) ' Enchant', # apt (18 firings) 'aptic', # /+ (15 firings) '/+', # dwell (15 firings) ' Dwell', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'spur-family', 1 def prog_L01F02426(input_tokens): """4 token families, 6 surface forms (train F1 of the uncapped optimum: 0.893). Fires at 2,527 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the concept of 'nature' in various contexts""" # --- end external annotation --- fire = { # nature (1,952 firings) ' nature', 'Nature', 'nature', # ful (90 firings) 'fulness', # ney (55 firings) 'NEY', # nurture (34 firings) ' nurture', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'nature-family', 1 def prog_L01F02427(input_tokens): """47 token families, 50 surface forms (train F1 of the uncapped optimum: 0.809). Fires at 4,756 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: words related to jogging and exercise""" # --- end external annotation --- fire = { # lin (319 firings) 'lining', 'lined', # ogg (181 firings) 'ogging', 'ogged', # anga (161 firings) 'anga', # wash (159 firings) ' washing', # iking (122 firings) 'iking', # appy (116 firings) 'appy', # utsch (104 firings) 'utsch', # ansen (102 firings) 'ansen', # sew (97 firings) ' sewing', ' sew', # optim (88 firings) ' optimized', # jog (84 firings) ' jog', # lav (81 firings) 'lav', # angl (80 firings) 'angling', # hog (74 firings) ' hog', # lag (73 firings) 'lag', # ars (69 firings) 'arsity', # ijk (67 firings) 'ijk', # ox (63 firings) 'Ox', # rub (62 firings) 'rub', # zyk (59 firings) 'zyk', # commut (57 firings) ' commuting', # spa (55 firings) 'SPA', # houn (54 firings) 'houn', # illin (53 firings) 'illin', # link (53 firings) 'links', # stra (52 firings) 'stration', # pag (49 firings) ' pag', # wad (45 firings) ' Wad', # ipa (45 firings) 'ipation', # pee (41 firings) 'pees', # atme (41 firings) 'atmeal', # jen (40 firings) 'jen', # sem (38 firings) 'sem', # treadmill (38 firings) ' treadmill', # hea (36 firings) 'hea', # onto (36 firings) 'onto', # masturba (35 firings) ' masturbation', # ync (34 firings) 'ync', # wi (34 firings) ' wi', # uning (33 firings) 'uning', # browse (31 firings) ' Browse', # rega (31 firings) 'regation', # ng (31 firings) ' NG', # oston (24 firings) 'oston', # opoli (23 firings) 'opolis', # yy (22 firings) 'YY', # ω (21 firings) 'ω', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'lin-family', 1 def prog_L01F02428(input_tokens): """37 token families, 41 surface forms (train F1 of the uncapped optimum: 0.876). Fires at 2,572 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to severance in employment contexts""" # --- end external annotation --- fire = { # sev (361 firings) ' sever', ' Sev', 'sever', ' Sever', # emblem (115 firings) ' emblem', # endon (113 firings) 'endon', # sever (111 firings) ' severed', # minor (111 firings) ' Minor', # seri (91 firings) ' Serious', # dartmouth (89 firings) ' Dartmouth', # xi (83 firings) 'xi', # rend (79 firings) ' rend', # forg (79 firings) ' forgiveness', # incurr (73 firings) ' incurred', # tempor (72 firings) ' temporal', ' tempor', # talent (65 firings) ' Talent', # aris (63 firings) ' arising', # restructur (63 firings) ' restructuring', # tendon (55 firings) ' tendon', # amput (54 firings) ' amput', # pancreat (52 firings) ' pancreat', # prelim (39 firings) ' prelim', # ource (39 firings) 'ource', # breakup (39 firings) ' breakup', # insepar (34 firings) ' insepar', # off (33 firings) 'offer', # der (32 firings) ' derive', # incur (31 firings) ' incur', # dram (30 firings) ' Dram', # direct (20 firings) ' DIRECT', # remote (18 firings) 'remote', # result (18 firings) 'results', # detail (18 firings) 'details', # continu (16 firings) ' continu', # separat (12 firings) ' separat', # flare (12 firings) ' Flare', # immun (11 firings) ' Immunity', # arrog (9 firings) ' arrog', # sund (9 firings) ' Sunder', # rued (8 firings) 'rued', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'sev-family', 1 def prog_L01F02429(input_tokens): """18 token families, 20 surface forms (train F1 of the uncapped optimum: 0.653). Fires at 3,758 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the repetition of the word "more." """ # --- end external annotation --- fire = { # more (1,731 firings) 'more', ' More', # mobile (130 firings) 'mobile', # next (127 firings) 'next', # bett (122 firings) 'better', # high (92 firings) 'highly', 'higher', # secure (50 firings) 'secure', # multiple (49 firings) 'multiple', # mat (47 firings) 'matic', # mey (42 firings) 'meyer', # multi (41 firings) 'multi', # mei (40 firings) 'meier', # lat (38 firings) 'later', # hide (35 firings) 'hide', # imore (32 firings) 'imore', # hyp (30 firings) 'hyper', # lore (22 firings) 'lore', # meta (13 firings) 'meta', # skip (10 firings) 'skip', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'more-family', 1 def prog_L01F02430(input_tokens): """42 token families, 45 surface forms (train F1 of the uncapped optimum: 0.885). Fires at 3,498 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to specific individuals, particularly sports figures and related contexts""" # --- end external annotation --- fire = { # gaal (199 firings) ' Gaal', # wing (197 firings) ' winger', # rooney (188 firings) ' Rooney', # starr (188 firings) ' starred', # ro (175 firings) 'Ro', # manchest (170 firings) 'Manchester', # portray (120 firings) ' portrayal', # leonardo (110 firings) ' Leonardo', # handwritten (105 firings) ' handwritten', # heisman (102 firings) ' Heisman', # ferdinand (101 firings) ' Ferdinand', # paint (97 firings) ' painter', # blackburn (97 firings) ' Blackburn', # ashton (96 firings) ' Ashton', # 1919 (89 firings) ' 1919', # trump (87 firings) ' TRUMP', 'TRUMP', 'trump', # vanessa (75 firings) ' Vanessa', # mart (73 firings) ' Martial', # herrera (67 firings) ' Herrera', # mata (63 firings) ' Mata', # scarlett (62 firings) ' Scarlett', # rape (62 firings) ' Rape', # slow (50 firings) 'slow', # omis (47 firings) ' omission', # mann (43 firings) ' manners', # audrey (42 firings) ' Audrey', # ificant (42 firings) 'ificantly', # wait (40 firings) ' waiter', # ificent (39 firings) 'ificent', # 327 (39 firings) ' 327', '327', # starship (24 firings) ' Starship', # hetamine (18 firings) 'hetamine', # 627 (18 firings) '627', # (- (16 firings) '(-', # 427 (14 firings) '427', # wagon (13 firings) 'wagon', # nott (12 firings) ' Notting', # 727 (10 firings) '727', # over (10 firings) ' Overs', # tomat (9 firings) ' tomat', # hilbert (9 firings) ' Hilbert', # dinand (9 firings) 'dinand', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'gaal-family', 1 def prog_L01F02431(input_tokens): """41 token families, 42 surface forms (train F1 of the uncapped optimum: 0.898). Fires at 2,720 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "rude" and related concepts indicating impolite behavior""" # --- end external annotation --- fire = { # lowe (152 firings) ' Lowe', # rude (134 firings) ' rude', # polite (129 firings) ' polite', # important (120 firings) ' Important', 'Important', # anian (117 firings) 'anian', # humiliat (113 firings) ' humiliating', # stern (98 firings) ' stern', # disorder (90 firings) ' disorderly', # disrespect (75 firings) ' disrespectful', # friend (73 firings) 'Friend', # unfor (72 firings) ' unfor', # min (72 firings) ' mins', # urs (68 firings) ' Urs', # arie (63 firings) 'arie', # condesc (55 firings) ' condesc', # buggy (55 firings) ' buggy', # quiet (55 firings) ' Quiet', # rud (52 firings) ' rud', # mann (52 firings) ' manners', # fir (51 firings) ' Fires', # unwelcome (50 firings) ' unwelcome', # bie (49 firings) ' Bie', # riend (48 firings) 'riend', # great (46 firings) ' GREAT', # loy (41 firings) ' Loyal', # rite (39 firings) ' rite', # peel (36 firings) ' peeled', # ureau (32 firings) 'ureau', # kward (32 firings) 'kward', # 279 (32 firings) '279', # utt (29 firings) 'utters', # nice (27 firings) 'nice', # first (23 firings) ' Firstly', # byr (20 firings) ' Byr', # coarse (18 firings) ' coarse', # urdy (17 firings) 'urdy', # urtle (15 firings) 'urtle', # ivil (14 firings) 'ivil', # mis (10 firings) ' MIS', # uliffe (10 firings) 'uliffe', # ancient (8 firings) ' Ancients', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'lowe-family', 1 def prog_L01F02432(input_tokens): """48 token families, 51 surface forms (train F1 of the uncapped optimum: 0.861). Fires at 5,222 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the term "uncharted" and references to the "Uncharted" video game series""" # --- end external annotation --- fire = { # fronti (170 firings) ' frontier', # unch (148 firings) ' unch', ' Unch', # jump (147 firings) ' Jump', # unconvention (140 firings) ' unconventional', # privileg (136 firings) ' privileged', # guid (127 firings) ' guiding', # kw (124 firings) ' Kw', 'kw', # reinvent (121 firings) ' reinvent', # redef (116 firings) ' redef', # bestsell (114 firings) ' bestselling', # swing (114 firings) ' swinging', # itch (111 firings) ' itch', ' itching', # blaz (92 firings) ' blazing', # wick (89 firings) ' Wick', # unc (81 firings) ' UNC', # leap (80 firings) ' leaps', # people (80 firings) ' PEOPLE', # wilkinson (78 firings) ' Wilkinson', # aughty (78 firings) 'aughty', # unchart (75 firings) ' Uncharted', # slippery (75 firings) ' slippery', # hud (70 firings) ' Hud', # kathryn (62 firings) ' Kathryn', # loosen (58 firings) ' loosen', # doorway (57 firings) ' doorway', # unexpl (56 firings) ' unexpl', # irsch (53 firings) 'irsch', # rooft (53 firings) ' rooft', # kash (53 firings) ' Kash', # narr (51 firings) ' narr', # nont (50 firings) ' nont', # wiley (50 firings) ' Wiley', # monk (50 firings) ' Monk', # beck (49 firings) ' beck', # misdem (48 firings) ' misdem', # naughty (47 firings) ' naughty', # unknow (47 firings) ' unknow', # proverb (47 firings) ' proverbial', # vern (43 firings) 'verning', # intox (41 firings) ' intox', # vor (40 firings) ' Vor', # thumbnail (40 firings) 'thumbnails', # ******** (35 firings) '********', # iscov (35 firings) 'iscover', # mush (33 firings) ' mush', # neth (33 firings) ' Nether', # unst (31 firings) ' unst', # night (30 firings) ' NIGHT', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'fronti-family', 1 def prog_L01F02434(input_tokens): """45 token families, 49 surface forms (train F1 of the uncapped optimum: 0.856). Fires at 3,607 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to inspections or evaluations by an organization""" # --- end external annotation --- fire = { # vel (283 firings) 'VEL', # chart (230 firings) ' Chart', 'chart', 'Chart', # met (146 firings) 'meter', # stead (146 firings) 'stead', # ath (135 firings) 'athed', 'athing', # sted (134 firings) 'sted', # gard (130 firings) 'gard', # endra (111 firings) 'endra', # aston (92 firings) 'aston', # esame (85 firings) 'esame', # gged (72 firings) 'gged', # spect (72 firings) 'spect', # sight (69 firings) 'sight', # cest (65 firings) 'cest', # cast (63 firings) 'CAST', ' Casting', # lace (62 firings) ' lace', # ather (60 firings) 'athered', # shelt (59 firings) ' Shelter', # unaccompan (58 firings) ' unaccompanied', # bst (58 firings) ' BST', # folk (57 firings) 'folk', # wark (56 firings) 'wark', # esley (50 firings) 'esley', # nesty (49 firings) 'nesty', # foot (49 firings) 'footed', # asta (47 firings) 'asta', # istar (46 firings) 'istar', # adult (46 firings) 'adult', # ighton (45 firings) 'ighton', # borg (44 firings) 'borg', # arta (40 firings) 'arta', # spec (37 firings) 'spection', # est (36 firings) 'esting', # ween (31 firings) 'ween', # hogwart (30 firings) ' Hogwarts', # method (30 firings) 'METHOD', # stud (29 firings) ' STUD', # stanbul (26 firings) 'stanbul', # com (25 firings) 'comed', # ──────── (23 firings) '────────', # aturat (22 firings) 'aturated', # complet (19 firings) 'Completed', # chant (17 firings) 'chanted', # ラ (13 firings) 'ラ', # tesque (12 firings) 'tesque', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'vel-family', 1 def prog_L01F02436(input_tokens): """50 token families, 56 surface forms (train F1 of the uncapped optimum: 0.869). Fires at 8,536 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to specific software licenses and programming concepts""" # --- end external annotation --- fire = { # wi (233 firings) ' WI', 'wi', 'Wi', # chain (189 firings) 'chain', # smart (164 firings) 'smart', # icio (159 firings) 'icio', # safe (146 firings) 'safe', # ibu (143 firings) 'ibus', # saul (141 firings) ' Saul', # gnu (140 firings) ' GNU', 'gnu', # nor (129 firings) ' NOR', # share (126 firings) 'SHARE', # aru (121 firings) 'aru', # aad (112 firings) ' Aad', # reggie (109 firings) ' Reggie', # ited (109 firings) 'ITED', # ū (109 firings) 'ū', # n (106 firings) 'ín', # revolv (96 firings) ' revolving', # directorate (94 firings) ' Directorate', # kyoto (86 firings) ' Kyoto', # trail (83 firings) ' trailed', # int (83 firings) ' INTER', 'INTER', # ا� (81 firings) 'ا�', # iku (81 firings) 'iku', # rase (79 firings) 'rase', # unix (77 firings) ' Unix', 'Unix', # haven (76 firings) 'haven', # join (75 firings) 'Joined', # inline (75 firings) ' inline', 'inline', # truce (73 firings) ' truce', # imple (71 firings) ' implements', # ronnie (71 firings) ' Ronnie', # efer (70 firings) 'efer', # hei (70 firings) 'hei', # cure (68 firings) ' Cure', # erie (67 firings) 'erie', # wrote (66 firings) 'wrote', # interstellar (65 firings) ' interstellar', # aut (65 firings) 'AUT', # routin (65 firings) ' routines', # tcu (64 firings) ' TCU', # bles (63 firings) ' bless', # hib (60 firings) ' hiber', # donkey (60 firings) ' Donkey', # steer (59 firings) ' steered', # irie (58 firings) 'irie', # enture (57 firings) 'enture', # __ (57 firings) ' __', # retire (57 firings) ' Retirement', # emac (55 firings) ' Emacs', # cour (50 firings) 'cour', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'wi-family', 1 def prog_L01F02437(input_tokens): """8 token families, 12 surface forms (train F1 of the uncapped optimum: 0.915). Fires at 2,094 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to semiconductor chips and related technology""" # --- end external annotation --- fire = { # chip (1,428 firings) ' chip', ' chips', ' Chip', 'chip', 'Chip', # horn (154 firings) ' horn', # counselor (99 firings) ' counselor', # chipset (78 firings) ' chipset', # tec (59 firings) ' Tec', # grit (50 firings) ' grit', # soc (32 firings) ' SOC', # spec (26 firings) 'SPEC', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'chip-family', 1 def prog_L01F02438(input_tokens): """47 token families, 51 surface forms (train F1 of the uncapped optimum: 0.918). Fires at 3,713 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to measurements of liquid containers, particularly pints, quarts, and gallons""" # --- end external annotation --- fire = { # taco (172 firings) ' taco', ' tacos', # quart (160 firings) ' quart', ' Quart', 'quart', # gallon (140 firings) ' gallon', # quiz (133 firings) ' quiz', # hobbit (126 firings) ' Hobbit', # pint (115 firings) ' pint', # nieto (114 firings) ' Nieto', # carb (112 firings) ' carb', # qt (107 firings) ' Qt', 'qt', # nord (95 firings) ' Nordic', # int (95 firings) 'ints', # quint (89 firings) ' Quint', # unfl (85 firings) ' unfl', # max (78 firings) 'MAX', # lit (78 firings) ' liter', # ti (77 firings) 'TI', # gall (73 firings) 'gall', # lin (70 firings) ' lin', # ats (61 firings) 'ATS', # aph (56 firings) 'APH', # rebate (55 firings) ' rebate', # inite (55 firings) 'initely', # umpy (55 firings) 'umpy', # ipeg (52 firings) 'ipeg', # quake (52 firings) ' Quake', # tint (47 firings) ' tint', # turb (44 firings) ' turb', # infin (42 firings) ' infinity', # avocado (42 firings) ' avocado', # eyed (40 firings) ' eyed', # xit (38 firings) 'xit', # robat (36 firings) 'robat', # watt (35 firings) ' watt', # xon (32 firings) 'xon', # ossi (32 firings) 'ossier', # wind (32 firings) ' Winds', # glob (31 firings) ' glob', # faq (29 firings) 'FAQ', # venant (29 firings) 'venant', # magnum (28 firings) ' Magnum', # hot (26 firings) ' HOT', # xeon (25 firings) ' Xeon', # ocado (24 firings) 'ocado', # ova (23 firings) 'OVA', # entin (23 firings) 'entin', # quad (23 firings) 'quad', # lucia (22 firings) ' Lucia', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'taco-family', 1 def prog_L01F02439(input_tokens): """50 token families, 51 surface forms (train F1 of the uncapped optimum: 0.910). Fires at 6,223 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: proper names, particularly of political figures""" # --- end external annotation --- fire = { # dil (169 firings) ' Dil', # den (165 firings) 'DEN', # nickel (151 firings) ' Nickel', # reef (151 firings) ' Reef', # curios (146 firings) ' Curiosity', # reelec (140 firings) ' reelection', # ulz (136 firings) 'ulz', # swear (133 firings) ' swearing', # entreprene (122 firings) ' Entreprene', # rousse (121 firings) ' Rousse', # rut (120 firings) ' Rut', # amus (115 firings) ' amusing', ' amused', # rouse (114 firings) ' Rouse', # uruguay (109 firings) ' Uruguay', # fiorina (98 firings) ' Fiorina', # bragg (92 firings) ' bragging', # seces (88 firings) ' secession', # ular (86 firings) 'ularity', # human (81 firings) ' Humanity', # stupid (77 firings) ' stupidity', # submerg (75 firings) ' submerged', # ndra (68 firings) 'ndra', # alc (68 firings) ' Alc', # elfth (67 firings) 'elfth', # thiel (66 firings) ' Thiel', # defla (65 firings) ' deflation', # ying (64 firings) ' Ying', # zel (63 firings) ' Zel', # disapprove (62 firings) ' disapprove', # smug (62 firings) ' smug', # aline (62 firings) 'aline', # volt (62 firings) ' Volt', # rav (60 firings) 'ravity', # eport (57 firings) 'eport', # sarcast (57 firings) ' sarcastic', # happi (55 firings) ' Happiness', # goof (54 firings) ' goof', # ilde (54 firings) 'ilde', # entitle (54 firings) ' entitle', # outdoor (52 firings) ' Outdoor', # slime (52 firings) ' slime', # nay (51 firings) ' Nay', # proud (48 firings) ' Proud', # gry (46 firings) ' Gry', # dwar (46 firings) ' Dwar', # childish (46 firings) ' childish', # gum (44 firings) ' Gum', # urug (42 firings) ' Urug', # ely (42 firings) ' Elys', # mav (41 firings) ' Maver', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'dil-family', 1 def prog_L01F02440(input_tokens): """29 token families, 33 surface forms (train F1 of the uncapped optimum: 0.822). Fires at 5,821 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "searching" """ # --- end external annotation --- fire = { # search (1,368 firings) ' searching', ' Search', 'Search', 'search', # check (477 firings) ' checking', ' Checking', # hunt (408 firings) ' hunting', # digg (272 firings) ' digging', # battl (231 firings) ' battling', # scann (170 firings) ' scanning', # select (152 firings) ' selecting', # sniff (143 firings) ' sniff', # ant (140 firings) 'antic', # deep (127 firings) ' deepest', # our (114 firings) 'ouring', # lurk (105 firings) ' lurking', # puzzl (95 firings) ' puzzling', # filter (93 firings) ' filtering', # prob (91 firings) ' probing', # scroll (86 firings) ' scrolling', # haunt (79 firings) ' haunting', # frantical (73 firings) ' frantically', # raid (44 firings) ' raiding', # explor (43 firings) ' explorers', # quer (42 firings) ' quer', # blind (42 firings) ' blindly', # scrap (40 firings) ' scraping', # arch (38 firings) 'ARCH', # accumulat (38 firings) ' accumulating', # pars (38 firings) ' parsing', # bedrock (34 firings) ' bedrock', # iping (29 firings) 'iping', # fm (28 firings) 'fm', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'search-family', 1 def prog_L01F02441(input_tokens): """20 token families, 25 surface forms (train F1 of the uncapped optimum: 0.907). Fires at 2,976 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of upgrades for various systems or devices""" # --- end external annotation --- fire = { # upgrade (912 firings) ' upgrade', ' Upgrade', 'Upgrade', # upgrad (623 firings) ' upgrades', ' upgraded', ' upgrading', # are (180 firings) 'ARE', # enhance (152 firings) ' enhancements', # blueprint (127 firings) ' blueprint', # grad (101 firings) 'grades', 'grading', # downgrade (81 firings) ' downgrade', # renova (80 firings) ' renovation', # implant (69 firings) ' implants', # custom (60 firings) ' customization', # wow (48 firings) 'wow', # modern (46 firings) ' modernization', # embell (36 firings) ' embell', # urion (22 firings) 'urion', # puppet (18 firings) ' Puppet', # amen (17 firings) ' amen', # 586 (16 firings) '586', # 585 (11 firings) '585', # mis (10 firings) ' MIS', # upgr (8 firings) ' upgr', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'upgrade-family', 1 def prog_L01F02442(input_tokens): """40 token families, 45 surface forms (train F1 of the uncapped optimum: 0.927). Fires at 3,088 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to Satan and related concepts""" # --- end external annotation --- fire = { # sat (277 firings) 'Sat', ' SAT', 'sat', # satan (225 firings) ' Satan', ' Satanic', # saturn (222 firings) ' Saturn', # growth (187 firings) ' Growth', # alcohol (143 firings) ' Alcohol', # paradise (135 firings) ' Paradise', # zion (127 firings) ' Zion', # atan (107 firings) 'atan', # satoshi (103 firings) ' Satoshi', # beware (98 firings) ' beware', ' Beware', # midnight (88 firings) ' Midnight', # angel (68 firings) ' angels', # tempta (68 firings) ' temptation', # serpent (64 firings) ' serpent', ' Serpent', # demon (62 firings) ' demonic', # (- (60 firings) ' (-', # pagan (51 firings) ' pagan', # merlin (48 firings) ' Merlin', # shiva (46 firings) ' Shiva', # lucif (44 firings) ' Lucifer', # occult (43 firings) ' occult', # tempt (41 firings) ' tempt', # dracula (41 firings) ' Dracula', # kali (37 firings) ' Kali', # abstin (35 firings) ' abstinence', # allah (33 firings) 'Allah', # baal (31 firings) ' Baal', # avalon (29 firings) ' Avalon', # sin (28 firings) ' sinful', # atk (26 firings) ' ATK', # sora (25 firings) ' Sora', # sata (23 firings) ' SATA', # "( (19 firings) ' "(', # shalt (17 firings) ' shalt', # voldemort (16 firings) ' Voldemort', # sinn (14 firings) ' sinners', # sabb (14 firings) ' Sabb', # 666 (13 firings) ' 666', # entropy (12 firings) ' entropy', # canaan (12 firings) ' Canaan', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'sat-family', 1 def prog_L01F02443(input_tokens): """20 token families, 23 surface forms (train F1 of the uncapped optimum: 0.854). Fires at 2,111 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "substance" """ # --- end external annotation --- fire = { # subst (681 firings) ' substance', ' Subst', ' Substance', # substanc (228 firings) ' substances', # hen (116 firings) 'hens', # substant (97 firings) ' substantive', ' substant', # rote (75 firings) 'rote', # ringe (63 firings) 'ringe', # dest (62 firings) ' dest', # purpose (56 firings) ' Purpose', # principl (49 firings) ' Principles', # -( (33 firings) '-(', # rahim (29 firings) 'rahim', # 660 (26 firings) ' 660', # solvent (23 firings) ' solvent', # ittee (19 firings) 'ittee', # vd (17 firings) 'vd', # 326 (15 firings) '326', # 331 (15 firings) '331', # 801 (10 firings) '801', # deity (10 firings) ' Deity', # hes (6 firings) 'hesive', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'subst-family', 1 def prog_L01F02445(input_tokens): """34 token families, 36 surface forms (train F1 of the uncapped optimum: 0.952). Fires at 3,263 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to individuals with the last name "Rivera" and their associated actions or statements""" # --- end external annotation --- fire = { # ville (427 firings) 'VILLE', # riv (287 firings) ' Rivers', 'river', 'River', # carlson (177 firings) ' Carlson', # rivera (176 firings) ' Rivera', # sara (162 firings) ' Sara', # issa (126 firings) ' Issa', # danielle (114 firings) ' Danielle', # swim (108 firings) ' Swim', # burnett (104 firings) ' Burnett', # moreno (102 firings) ' Moreno', # olsen (98 firings) ' Olsen', # nusra (96 firings) 'Nusra', # barb (94 firings) ' Barber', # slat (93 firings) ' Slater', # rossi (84 firings) ' Rossi', # rollin (77 firings) ' Rollins', # vigilante (72 firings) ' vigilante', # rera (68 firings) 'rera', # univ (63 firings) ' Univ', # olina (57 firings) 'olina', # par (56 firings) 'parable', # undo (51 firings) 'undo', # cabrera (44 firings) ' Cabrera', # ource (41 firings) 'ource', # santana (39 firings) ' Santana', # gado (32 firings) 'gado', # range (26 firings) 'Range', # route (25 firings) 'route', # reciproc (23 firings) ' reciprocal', # て (22 firings) 'て', # fior (15 firings) ' Fior', # り (14 firings) 'り', # vers (12 firings) 'versible', # filt (11 firings) 'Filter', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ville-family', 1 def prog_L01F02447(input_tokens): """10 token families, 16 surface forms (train F1 of the uncapped optimum: 0.668). Fires at 3,312 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases related to stopping or cessation""" # --- end external annotation --- fire = { # stop (2,433 firings) ' stop', ' Stop', 'stop', 'Stop', ' STOP', # while (159 firings) 'while', # enough (138 firings) ' Enough', 'Enough', # guy (98 firings) ' Guys', # fuck (87 firings) 'Fuck', ' Fuck', # ster (66 firings) 'STER', # orno (52 firings) 'orno', # opp (42 firings) 'opping', # verb (33 firings) 'verbal', # ollar (31 firings) 'ollar', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'stop-family', 1 def prog_L01F02448(input_tokens): """21 token families, 34 surface forms (train F1 of the uncapped optimum: 0.979). Fires at 8,152 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the number 35 in various contexts""" # --- end external annotation --- fire = { # 35 (3,067 firings) ' 35', '35', # 34 (1,931 firings) ' 34', '34', # 37 (1,018 firings) ' 37', # thirty (583 firings) ' thirty', 'Thirty', ' Thirty', # 135 (203 firings) ' 135', '135', # 105 (176 firings) ' 105', # hazard (111 firings) ' hazardous', # 1935 (84 firings) ' 1935', # rel (68 firings) ' relic', # 415 (57 firings) ' 415', '415', # 355 (53 firings) '355', ' 355', # 435 (48 firings) ' 435', '435', # 335 (48 firings) '335', ' 335', # 357 (47 firings) '357', ' 357', # 358 (45 firings) '358', ' 358', # 285 (41 firings) ' 285', # 359 (39 firings) '359', ' 359', # 353 (35 firings) '353', ' 353', # 005 (33 firings) '005', # 345 (30 firings) ' 345', # 395 (21 firings) '395', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '35-family', 1 def prog_L01F02450(input_tokens): """21 token families, 27 surface forms (train F1 of the uncapped optimum: 0.941). Fires at 4,354 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the year 1992""" # --- end external annotation --- fire = { # 1994 (598 firings) ' 1994', '1994', # 1992 (549 firings) ' 1992', '1992', # 1997 (530 firings) ' 1997', # 1993 (495 firings) ' 1993', '1993', # 1991 (493 firings) ' 1991', '1991', # 1973 (277 firings) ' 1973', # 92 (262 firings) '92', # 1988 (206 firings) ' 1988', # rememb (134 firings) ' remembers', # 1937 (103 firings) ' 1937', # rwanda (92 firings) ' Rwanda', # playsta (86 firings) ' Playstation', # 1922 (75 firings) ' 1922', # 1921 (70 firings) ' 1921', # communism (66 firings) ' communism', # nafta (56 firings) ' NAFTA', # 1893 (41 firings) ' 1893', # 292 (23 firings) '292', ' 292', # shudd (20 firings) ' shudder', # 291 (20 firings) ' 291', '291', # contempor (13 firings) ' contempor', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '1994-family', 1 def prog_L01F02452(input_tokens): """48 token families, 51 surface forms (train F1 of the uncapped optimum: 0.887). Fires at 5,687 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the Dominican Republic""" # --- end external annotation --- fire = { # of (377 firings) ' OF', 'OF', # inal (319 firings) 'inals', 'INAL', # rodrigo (266 firings) ' Rodrigo', # ug (227 firings) 'UG', # venezuelan (179 firings) ' Venezuelan', # tuck (172 firings) ' tucked', # assassin (156 firings) ' Assassin', ' Assassins', # ina (155 firings) 'inas', # son (147 firings) 'SON', # phillip (140 firings) ' Phillip', # dominican (139 firings) ' Dominican', # agu (132 firings) ' Agu', # gu (106 firings) ' GU', # atan (105 firings) 'atan', # odyssey (101 firings) ' Odyssey', # teenth (101 firings) 'teenth', # col (99 firings) ' COL', # nin (99 firings) 'Nin', # onso (91 firings) 'onso', # santa (83 firings) 'Santa', # ell (81 firings) 'ELL', # sat (77 firings) ' SAT', # julio (77 firings) ' Julio', # vigilante (72 firings) ' vigilante', # inelig (69 firings) ' ineligible', # convert (63 firings) ' convertible', # mul (60 firings) ' mul', # ope (59 firings) 'OPE', # rican (58 firings) ' Rican', # ds (56 firings) 'Ds', # jesuit (53 firings) ' Jesuit', # cul (51 firings) ' cul', # sol (51 firings) ' SOL', # ajo (48 firings) 'ajo', # aest (46 firings) ' aest', # categor (46 firings) ' categorized', # ant (46 firings) 'antes', # alvin (45 firings) ' Alvin', # subdivi (44 firings) ' subdivision', # assin (44 firings) 'assin', # vic (42 firings) ' vic', # subdiv (38 firings) ' subdiv', # の (37 firings) 'の', # desc (37 firings) 'desc', # 164 (36 firings) ' 164', # dac (33 firings) ' DAC', # ugu (33 firings) 'ugu', # virtu (33 firings) ' virtuous', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'of-family', 1 def prog_L01F02453(input_tokens): """15 token families, 20 surface forms (train F1 of the uncapped optimum: 0.881). Fires at 2,513 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "pub" and its variants""" # --- end external annotation --- fire = { # pub (896 firings) ' pub', 'pub', ' Pub', ' pubs', 'Pub', # brew (195 firings) ' Brew', # brewery (172 firings) ' Brewery', # tavern (138 firings) ' Tavern', ' tavern', # aret (120 firings) 'aret', # pint (115 firings) ' pint', # limb (114 firings) ' limb', # premiership (109 firings) ' Premiership', # ipo (89 firings) ' IPO', # pussy (33 firings) ' pussy', # fn (26 firings) ' fn', # clin (23 firings) ' Clin', # trad (19 firings) ' trad', # convent (15 firings) ' convent', # cunt (12 firings) ' cunt', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'pub-family', 1 def prog_L01F02454(input_tokens): """7 token families, 11 surface forms (train F1 of the uncapped optimum: 0.659). Fires at 3,118 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the word "supports" in various contexts""" # --- end external annotation --- fire = { # support (1,179 firings) ' supports', 'Support', 'support', ' SUPPORT', ' Supports', # oppos (151 firings) ' opposes', # ors (89 firings) 'orses', # accept (80 firings) ' accepts', # sup (43 firings) 'SUP', # pan (32 firings) ' pans', # opian (17 firings) 'opian', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'support-family', 1 def prog_L01F02455(input_tokens): """20 token families, 21 surface forms (train F1 of the uncapped optimum: 0.835). Fires at 1,584 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "ogue" related to discussions of various genres or types of media""" # --- end external annotation --- fire = { # ogue (249 firings) 'ogue', # ocese (184 firings) 'ocese', # rait (77 firings) 'rait', # offens (72 firings) 'offensive', # atel (70 firings) 'atel', # igne (69 firings) 'igne', # 309 (62 firings) '309', ' 309', # paperback (60 firings) ' paperback', # lude (51 firings) 'lude', # ogy (49 firings) 'ogy', # agame (40 firings) 'agame', # gewat (38 firings) 'gewater', # ossi (32 firings) 'ossier', # pir (31 firings) 'pires', # 011 (25 firings) '011', # 006 (21 firings) '006', # gg (16 firings) ' GG', # oire (15 firings) 'oire', # 009 (13 firings) '009', # dialogue (8 firings) 'Dialogue', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ogue-family', 1 def prog_L01F02457(input_tokens): """49 token families, 50 surface forms (train F1 of the uncapped optimum: 0.871). Fires at 4,101 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the surname "Hanson" """ # --- end external annotation --- fire = { # roll (205 firings) 'rolled', 'rolling', # 001 (179 firings) '001', # anson (154 firings) 'anson', # ington (133 firings) 'INGTON', # marion (123 firings) ' Marion', # hanson (115 firings) ' Hanson', # ansen (102 firings) 'ansen', # madonna (99 firings) ' Madonna', # levine (97 firings) ' Levine', # swanson (91 firings) ' Swanson', # over (90 firings) 'overed', # phelp (88 firings) ' Phelps', # slim (86 firings) ' Slim', # schwarzenegg (85 firings) ' Schwarzenegger', # anski (83 firings) 'anski', # zhen (79 firings) 'zhen', # nonprofit (79 firings) ' nonprofits', # cathy (78 firings) ' Cathy', # manson (73 firings) ' Manson', # antz (73 firings) 'antz', # thiel (67 firings) ' Thiel', # ic (67 firings) ' Ic', # abeth (64 firings) 'abeth', # oci (63 firings) 'ocial', # atherine (62 firings) 'atherine', # ickson (57 firings) 'ickson', # onga (53 firings) 'onga', # ning (53 firings) 'nings', # ansky (49 firings) 'ansky', # 425 (48 firings) '425', # smok (48 firings) ' smoker', # ondon (48 firings) 'ondon', # arkin (46 firings) 'arkin', # param (41 firings) ' paramed', # roman (40 firings) 'roman', # 321 (33 firings) '321', # ows (29 firings) 'OWS', # virgin (28 firings) 'Virgin', # tax (27 firings) ' taxable', # bmi (27 firings) ' BMI', # surg (26 firings) ' surges', # 740 (25 firings) '740', # microw (25 firings) ' microw', # tub (24 firings) ' tubing', # 426 (22 firings) '426', # \' (21 firings) "\\'", # sar (20 firings) ' sar', # arett (19 firings) 'arettes', # 571 (18 firings) '571', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'roll-family', 1 def prog_L01F02458(input_tokens): """1 token families, 3 surface forms (train F1 of the uncapped optimum: 0.790). Fires at 40,116 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the word "all" and phrases that emphasize totality or inclusiveness""" # --- end external annotation --- fire = { # all (37,799 firings) ' all', ' All', ' ALL', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'all-family', 1 def prog_L01F02459(input_tokens): """50 token families, 50 surface forms (train F1 of the uncapped optimum: 0.871). Fires at 5,807 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: concepts related to advantages or benefits outweighing disadvantages""" # --- end external annotation --- fire = { # infr (164 firings) ' infring', # consideration (124 firings) ' considerations', # worthwhile (121 firings) ' worthwhile', # thumb (114 firings) ' thumbs', # warn (112 firings) 'WARNING', # disgust (109 firings) ' disgust', # exceed (101 firings) ' exceeds', # moral (92 firings) ' morally', # takeaway (91 firings) ' takeaway', # ong (87 firings) 'ongs', # midland (82 firings) ' Midlands', # annoy (78 firings) ' annoy', # inconveni (76 firings) ' inconvenience', # medical (76 firings) ' medically', # [+ (74 firings) ' [+', # gri (70 firings) ' Gri', # faw (69 firings) ' Faw', # outweigh (67 firings) ' outweigh', # agon (67 firings) ' agon', # identifi (62 firings) ' identifiable', # wiki (62 firings) 'wiki', # ㅋㅋ (61 firings) 'ㅋㅋ', # feel (58 firings) 'feel', # unavoid (57 firings) ' unavoidable', # posit (56 firings) ' positives', # surgeon (56 firings) ' surgeons', # brain (55 firings) 'brainer', # paramount (54 firings) ' paramount', # view (54 firings) ' VIEW', # leaflet (50 firings) ' leaflets', # harm (50 firings) ' harms', # excise (49 firings) ' excise', # cla (48 firings) 'CLA', # tint (47 firings) ' tint', # onsequ (47 firings) 'onsequ', # motiv (46 firings) ' motiv', # testim (45 firings) ' testim', # prev (45 firings) ' Prev', # neurot (44 firings) ' neurot', # prefer (44 firings) ' preferable', # negat (44 firings) ' negatives', # justif (43 firings) ' justifies', # prohib (42 firings) ' prohib', # abhor (42 firings) ' abhor', # gastrointestin (41 firings) ' gastrointestinal', # intox (41 firings) ' intox', # abal (40 firings) 'abal', # aspirin (39 firings) ' aspirin', # dysph (38 firings) ' dysph', # mca (38 firings) ' McA', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'infr-family', 1 def prog_L01F02460(input_tokens): """49 token families, 50 surface forms (train F1 of the uncapped optimum: 0.967). Fires at 17,294 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the number 400 and related numerical values""" # --- end external annotation --- fire = { # 200 (1,868 firings) ' 200', # 400 (1,826 firings) ' 400', '400', # 500 (1,667 firings) ' 500', # 300 (1,310 firings) ' 300', # 150 (1,015 firings) ' 150', # 250 (624 firings) ' 250', # 600 (580 firings) ' 600', # 800 (564 firings) ' 800', # 700 (489 firings) ' 700', # 120 (450 firings) ' 120', # 1000 (401 firings) ' 1000', # 900 (304 firings) ' 900', # 350 (281 firings) ' 350', # 160 (252 firings) ' 160', # 125 (238 firings) ' 125', # 140 (232 firings) ' 140', # 110 (226 firings) ' 110', # 170 (192 firings) ' 170', # 450 (184 firings) ' 450', # 750 (162 firings) ' 750', # 650 (146 firings) ' 650', # 240 (146 firings) ' 240', # 1500 (144 firings) ' 1500', # 3000 (140 firings) ' 3000', # 000 (134 firings) ' 000', # 220 (131 firings) ' 220', # 320 (122 firings) ' 320', # 550 (120 firings) ' 550', # 1600 (105 firings) ' 1600', # 5000 (104 firings) ' 5000', # 230 (104 firings) ' 230', # 175 (103 firings) ' 175', # 1200 (103 firings) ' 1200', # 210 (95 firings) ' 210', # 225 (92 firings) ' 225', # 480 (87 firings) ' 480', # 330 (86 firings) ' 330', # 370 (85 firings) ' 370', # 280 (81 firings) ' 280', # 420 (79 firings) ' 420', # 168 (78 firings) ' 168', # 850 (76 firings) ' 850', # 950 (70 firings) ' 950', # 2500 (63 firings) ' 2500', # 380 (62 firings) ' 380', # 275 (59 firings) ' 275', # 4000 (55 firings) ' 4000', # 325 (51 firings) ' 325', # 999 (51 firings) ' 999', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '200-family', 1 def prog_L01F02462(input_tokens): """11 token families, 16 surface forms (train F1 of the uncapped optimum: 0.847). Fires at 1,716 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the phrase "opt out" and its variations""" # --- end external annotation --- fire = { # opt (741 firings) ' opt', ' opting', ' Opt', 'opt', 'Opt', # undecid (159 firings) ' undecided', # ter (152 firings) 'tering', # verbal (105 firings) ' verbally', # geo (61 firings) ' geo', # pier (57 firings) ' pier', # philip (50 firings) ' Philips', # onic (47 firings) 'onics', # rx (27 firings) ' Rx', # */ (12 firings) ' */', '*/', # ecid (10 firings) 'ecided', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'opt-family', 1 def prog_L01F02463(input_tokens): """13 token families, 15 surface forms (train F1 of the uncapped optimum: 0.845). Fires at 2,302 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "deny" in various contexts""" # --- end external annotation --- fire = { # deny (900 firings) ' deny', ' denying', # den (333 firings) ' denies', ' DEN', # demol (117 firings) ' demol', # comprehend (77 firings) ' comprehend', # vehement (76 firings) ' vehemently', # guarantee (39 firings) ' guaranteeing', # ognit (35 firings) 'ognitive', # aliena (33 firings) ' alienation', # refute (27 firings) ' refute', # omore (21 firings) 'omore', # lege (19 firings) 'lege', # negate (15 firings) ' negate', # depr (15 firings) ' deprive', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'deny-family', 1 def prog_L01F02464(input_tokens): """8 token families, 10 surface forms (train F1 of the uncapped optimum: 0.857). Fires at 4,082 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to specific roads""" # --- end external annotation --- fire = { # road (2,363 firings) ' Road', 'Road', # trophy (200 firings) ' Trophy', # rd (190 firings) ' Rd', ' RD', # parkway (142 firings) ' Parkway', # route (139 firings) ' Route', # roadmap (118 firings) ' roadmap', # regula (51 firings) ' Regulation', # warrant (23 firings) ' Warrant', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'road-family', 1 def prog_L01F02465(input_tokens): """7 token families, 11 surface forms (train F1 of the uncapped optimum: 0.793). Fires at 1,658 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases that indicate variability or conditionality in situations""" # --- end external annotation --- fire = { # depend (814 firings) ' depending', ' Depending', 'Depending', 'depending', # judg (241 firings) ' judging', ' Judging', # accord (34 firings) 'according', # whichev (31 firings) ' whichever', # iping (28 firings) 'iping', # cour (21 firings) 'cour', # different (20 firings) 'Different', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'depend-family', 1 def prog_L01F02466(input_tokens): """10 token families, 12 surface forms (train F1 of the uncapped optimum: 0.680). Fires at 2,532 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to Bashar al-Assad""" # --- end external annotation --- fire = { # assad (873 firings) ' Assad', 'Assad', 'assad', # damascu (171 firings) ' Damascus', # ouri (96 firings) 'ouri', # down (88 firings) ' downed', # glyphosate (73 firings) ' glyphosate', # yanukovych (56 firings) ' Yanukovych', # chlorine (40 firings) ' chlorine', # osate (9 firings) 'osate', # kavanaugh (8 firings) ' Kavanaugh', # sabb (8 firings) ' Sabb', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'assad-family', 1 def prog_L01F02467(input_tokens): """26 token families, 29 surface forms (train F1 of the uncapped optimum: 0.890). Fires at 2,289 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the term "Lockheed" and its variations in relation to aerospace discussions""" # --- end external annotation --- fire = { # aerospace (261 firings) ' aerospace', ' Aerospace', # strateg (156 firings) ' Strategic', # activi (141 firings) ' Activision', # lockhe (128 firings) ' Lockheed', # heed (121 firings) 'heed', # boo (107 firings) ' Boo', 'Boo', # kick (104 firings) ' kicker', # costco (103 firings) ' Costco', # igma (92 firings) 'igma', # van (88 firings) ' Vanity', # lock (81 firings) 'Lock', # sik (80 firings) ' Sik', # brigham (69 firings) ' Brigham', # bezo (54 firings) ' Bezos', # mirage (49 firings) ' Mirage', # ruce (48 firings) 'ruce', # slash (47 firings) ' Slash', # stealth (36 firings) ' Stealth', # unre (34 firings) ' unreal', # jo (30 firings) 'JO', # usaf (28 firings) ' USAF', # interest (26 firings) ' interestingly', # vari (23 firings) ' vari', 'vari', # 754 (13 firings) '754', # ~/. (12 firings) ' ~/.', # igham (9 firings) 'igham', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'aerospace-family', 1 def prog_L01F02468(input_tokens): """25 token families, 28 surface forms (train F1 of the uncapped optimum: 0.848). Fires at 3,803 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the term "ris" in various contexts""" # --- end external annotation --- fire = { # ris (893 firings) 'ris', ' ris', ' RIS', 'rises', # rise (222 firings) ' Rise', # ropoli (147 firings) 'ropolis', # mis (142 firings) 'mis', # pam (116 firings) ' Pam', # sis (111 firings) 'sis', # rir (111 firings) 'rir', # enni (110 firings) 'ennis', # ari (106 firings) 'aris', # rika (105 firings) 'rika', # real (101 firings) ' Reality', # cri (99 firings) ' Cris', # wr (99 firings) 'wr', # rea (98 firings) 'rea', # esty (96 firings) 'esty', # cir (85 firings) ' Cir', # rys (72 firings) 'rys', # oli (68 firings) 'olis', # oni (48 firings) 'onis', # educ (39 firings) 'educ', # ル (38 firings) 'ル', # iri (32 firings) ' Iris', # rait (32 firings) 'raits', # rison (29 firings) 'rison', # rtx (10 firings) ' RTX', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ris-family', 1 def prog_L01F02469(input_tokens): """42 token families, 45 surface forms (train F1 of the uncapped optimum: 0.859). Fires at 5,241 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of film genres""" # --- end external annotation --- fire = { # genre (733 firings) ' genre', 'genre', # reviv (199 firings) ' revival', # classic (188 firings) ' classics', # specialty (168 firings) ' specialty', # critic (168 firings) ' Critics', # fronti (165 firings) ' frontier', # genr (155 firings) ' genres', # capcom (155 firings) ' Capcom', # fandom (140 firings) ' fandom', # canon (134 firings) ' canon', # masterpiece (130 firings) ' masterpiece', # indie (124 firings) ' Indie', # franchis (117 firings) ' franchises', # platform (114 firings) 'platform', 'Platform', # subreddit (110 firings) ' subreddit', # mediocre (98 firings) ' mediocre', # onson (97 firings) 'onson', # disciplin (91 firings) ' disciplines', # anthology (90 firings) ' anthology', # marginal (77 firings) ' marginalized', # menace (73 firings) ' menace', # ling (71 firings) 'linger', # oppress (69 firings) ' oppressed', # rique (64 firings) 'rique', # unexpl (56 firings) ' unexpl', # nebula (55 firings) ' Nebula', # trop (52 firings) ' tropes', # denomina (48 firings) ' denomination', # rpg (48 firings) 'RPG', # fug (46 firings) ' fug', # trope (46 firings) ' trope', # agame (40 firings) 'agame', # archetype (37 firings) ' archetype', # stale (36 firings) ' stale', # succumb (34 firings) ' succumb', # gen (34 firings) ' GEN', # sr (31 firings) 'sr', ' sr', # clich (28 firings) ' clich', # noir (26 firings) ' Noir', # contemporar (26 firings) ' contemporaries', # fps (21 firings) ' fps', # midrange (19 firings) ' midrange', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'genre-family', 1 def prog_L01F02471(input_tokens): """32 token families, 37 surface forms (train F1 of the uncapped optimum: 0.912). Fires at 6,278 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to restaurants""" # --- end external annotation --- fire = { # restaurant (2,836 firings) ' restaurant', ' restaurants', ' Restaurant', # eat (226 firings) ' eater', ' Eater', # rooftop (162 firings) ' rooftop', # tavern (138 firings) ' Tavern', ' tavern', # grill (136 firings) ' Grill', # rest (124 firings) 'Rest', # bookstore (114 firings) ' bookstore', # establish (108 firings) ' establishments', # restaur (102 firings) ' restaur', ' Restaur', # unct (98 firings) 'unct', # hospital (96 firings) ' hospitality', # restroom (93 firings) ' restroom', # hour (92 firings) 'Hours', # yelp (84 firings) ' Yelp', # salon (83 firings) ' salon', # chinatown (82 firings) ' Chinatown', # haunt (75 firings) ' haunt', # n (74 firings) 'ön', # din (74 firings) ' diner', # cafeteria (72 firings) ' cafeteria', # bartend (68 firings) ' bartender', # waitres (64 firings) ' waitress', # caf (64 firings) ' café', # signage (63 firings) ' signage', # pub (57 firings) ' pubs', # wait (40 firings) ' waiter', # ospit (30 firings) 'ospital', # sauc (26 firings) ' sauces', # attent (23 firings) ' attentive', # isine (23 firings) 'isine', # groc (20 firings) ' grocer', # atown (17 firings) 'atown', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'restaurant-family', 1 def prog_L01F02472(input_tokens): """4 token families, 10 surface forms (train F1 of the uncapped optimum: 0.917). Fires at 8,764 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to reading""" # --- end external annotation --- fire = { # read (7,292 firings) ' read', ' reads', 'read', ' READ', ' readable', 'readable', 'reads', # lat (86 firings) 'lated', # recite (58 firings) ' recite', # skim (57 firings) ' skim', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'read-family', 1 def prog_L01F02473(input_tokens): """9 token families, 11 surface forms (train F1 of the uncapped optimum: 0.862). Fires at 1,911 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "triggered." """ # --- end external annotation --- fire = { # trigger (673 firings) ' triggered', ' triggering', # trigg (473 firings) ' trigger', ' triggers', # provok (152 firings) ' provoked', # itat (118 firings) 'itated', # panick (61 firings) ' panicked', # ger (47 firings) 'gered', # startl (42 firings) ' startled', # cascade (40 firings) ' cascade', # activat (30 firings) ' activates', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'trigger-family', 1 def prog_L01F02474(input_tokens): """39 token families, 46 surface forms (train F1 of the uncapped optimum: 0.853). Fires at 4,430 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to "Zero" in various contexts""" # --- end external annotation --- fire = { # zero (649 firings) ' Zero', 'zero', 'Zero', # fic (319 firings) 'fiction', ' Fiction', # one (238 firings) ' ONE', # kill (140 firings) ' Killer', # resist (137 firings) ' Resistance', # trigg (115 firings) ' Trigger', 'Trigger', 'trigger', # enough (98 firings) ' Enough', # rad (96 firings) ' Radical', # shift (95 firings) ' Shift', 'shift', # zoe (92 firings) ' Zoe', # want (90 firings) ' Wanted', # rew (82 firings) ' Rew', # noise (74 firings) ' Noise', # nano (74 firings) ' Nano', # twelve (73 firings) ' Twelve', # meta (72 firings) ' Meta', # naomi (72 firings) ' Naomi', # zilla (68 firings) 'zilla', # alicia (68 firings) ' Alicia', # hat (65 firings) ' hating', # zip (65 firings) ' Zip', 'Zip', # omni (60 firings) ' Omni', # all (60 firings) ' Allies', # turn (59 firings) ' Turning', # alone (56 firings) ' Alone', # dri (54 firings) ' Dri', # omn (52 firings) ' Omn', # quantum (52 firings) ' Quantum', # spoil (51 firings) ' Spoiler', # psycho (48 firings) ' Psycho', # zer (45 firings) ' Zer', # crazy (45 firings) 'crazy', # crit (45 firings) ' Critical', # ificent (39 firings) 'ificent', # negat (36 firings) ' Negative', # cod (31 firings) 'coded', # rai (31 firings) ' Rai', # unleash (12 firings) ' Unleashed', # omnia (12 firings) 'omnia', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'zero-family', 1 def prog_L01F02475(input_tokens): """49 token families, 52 surface forms (train F1 of the uncapped optimum: 0.871). Fires at 8,594 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the name "Ritchie" and variations of it, particularly in the context of individuals""" # --- end external annotation --- fire = { # ondon (514 firings) 'ONDON', 'ondon', # broth (396 firings) ' Brothers', 'Brother', # straight (148 firings) ' Straight', 'straight', # tang (135 firings) ' Tang', # bun (113 firings) ' Bun', # correction (110 firings) ' Corrections', # sear (110 firings) ' Sears', # ensen (109 firings) 'ensen', # n (109 firings) 'én', # wonderful (101 firings) ' wonderfully', # ensemble (101 firings) ' ensemble', # iken (100 firings) 'iken', # rahman (97 firings) ' Rahman', # int (95 firings) 'ints', # ierce (93 firings) 'ierce', # iani (92 firings) 'iani', # orge (90 firings) 'orge', # shirley (89 firings) ' Shirley', # aber (87 firings) ' Aber', # rr (87 firings) 'rr', # garfield (86 firings) ' Garfield', # olin (85 firings) 'olin', # russo (84 firings) ' Russo', # gin (81 firings) ' gin', # wilkinson (78 firings) ' Wilkinson', # re (77 firings) 'ère', # adi (76 firings) 'adies', # jandro (76 firings) 'jandro', # itchie (75 firings) 'itchie', # addition (73 firings) 'Additional', # richie (72 firings) ' Richie', # iland (71 firings) 'iland', # orchestra (66 firings) ' Orchestra', # hitchcock (63 firings) ' Hitchcock', # angelo (63 firings) 'angelo', # imoto (62 firings) 'imoto', # ogie (61 firings) 'ogie', # unrecogn (61 firings) ' unrecogn', # malone (61 firings) ' Malone', # charco (60 firings) ' charcoal', # gorge (60 firings) ' Gorge', # nineteen (60 firings) ' nineteen', # stra (59 firings) 'Stra', # asio (58 firings) 'asio', # limestone (58 firings) ' limestone', # bene (58 firings) ' Bene', # peck (57 firings) ' Peck', # ickson (56 firings) 'ickson', # trout (55 firings) ' trout', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ondon-family', 1 def prog_L01F02476(input_tokens): """50 token families, 54 surface forms (train F1 of the uncapped optimum: 0.899). Fires at 6,629 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the location Alexandria""" # --- end external annotation --- fire = { # alex (472 firings) 'Alex', # object (187 firings) ' objectives', # vienna (177 firings) ' Vienna', # girl (172 firings) 'girl', # alla (164 firings) 'alla', 'allas', # alexandria (162 firings) ' Alexandria', # them (160 firings) ' Them', # essa (133 firings) 'essa', # canterbury (124 firings) ' Canterbury', # lean (116 firings) 'Lean', # otle (107 firings) 'otle', # laurent (102 firings) ' Laurent', # toppl (96 firings) ' toppled', # geoffrey (89 firings) ' Geoffrey', # antiqu (86 firings) ' Antiqu', ' antiquity', # myra (85 firings) 'myra', # sophia (84 firings) ' Sophia', # cadillac (84 firings) ' Cadillac', # alian (82 firings) 'alian', # amph (82 firings) ' Amph', ' amph', 'amph', # alexand (81 firings) ' Alexand', # adia (81 firings) 'adia', # alexandra (80 firings) ' Alexandra', # laurel (76 firings) ' Laurel', # elena (75 firings) ' Elena', # rog (74 firings) 'Rog', # analysi (74 firings) 'analysis', # anova (73 firings) 'anova', # ibrarian (72 firings) 'ibrarian', # chal (72 firings) ' Chal', # elong (72 firings) 'elong', # olympia (71 firings) ' Olympia', # vinyl (70 firings) ' Vinyl', # oli (68 firings) 'olis', # academ (66 firings) ' Academic', # active (59 firings) 'actively', # nikol (57 firings) ' Nikol', # helena (52 firings) ' Helena', # om (52 firings) ' OM', # augustine (51 firings) ' Augustine', # sasha (51 firings) ' Sasha', # angelo (51 firings) 'Angelo', # aptop (48 firings) 'aptop', # metast (48 firings) ' metast', # andre (44 firings) 'andre', # aristotle (44 firings) ' Aristotle', # lydia (40 firings) ' Lydia', # plast (37 firings) ' plaster', # kinderg (37 firings) ' kinderg', # xer (36 firings) ' Xer', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'alex-family', 1 def prog_L01F02477(input_tokens): """27 token families, 29 surface forms (train F1 of the uncapped optimum: 0.910). Fires at 1,962 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: variants of the word "Bur" and its related context""" # --- end external annotation --- fire = { # bur (211 firings) 'Bur', ' BUR', # burg (173 firings) ' Burger', # falk (134 firings) ' Falk', # burr (115 firings) ' Burr', # contin (104 firings) ' Contin', # bloom (95 firings) ' Blooming', # faul (90 firings) ' Faul', # burk (87 firings) ' Burk', # suicide (77 firings) ' Suicide', # ibur (74 firings) 'ibur', # burst (61 firings) ' Burst', 'burst', # shir (59 firings) ' Shir', # spa (59 firings) 'SPA', # fug (51 firings) ' Fug', # dud (43 firings) ' Dud', # fas (42 firings) ' Fas', # ku (41 firings) 'Ku', # div (34 firings) ' Diver', # ー� (32 firings) 'ー�', # maurit (30 firings) ' Maurit', # lich (27 firings) ' Lich', # utsu (25 firings) 'utsu', # anmar (25 firings) 'anmar', # sch (15 firings) ' sched', # biomark (11 firings) ' biomark', # ank (6 firings) ' ank', # agascar (6 firings) 'agascar', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'bur-family', 1 def prog_L01F02478(input_tokens): """8 token families, 10 surface forms (train F1 of the uncapped optimum: 0.816). Fires at 6,634 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to cities""" # --- end external annotation --- fire = { # cit (3,102 firings) ' cities', ' Cities', # city (729 firings) 'City', 'city', # metropolitan (191 firings) ' metropolitan', # ropoli (147 firings) 'ropolis', # municipal (142 firings) ' municipalities', # mayor (111 firings) ' mayors', # aghd (76 firings) 'aghd', # coast (63 firings) ' coasts', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'cit-family', 1 def prog_L01F02481(input_tokens): """22 token families, 22 surface forms (train F1 of the uncapped optimum: 0.864). Fires at 1,945 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases that express subjective opinions or arguments""" # --- end external annotation --- fire = { # arguab (519 firings) ' arguably', # ostensib (133 firings) ' ostensibly', # ens (105 firings) 'ensible', # statistical (91 firings) ' statistically', # ironical (84 firings) ' ironically', # inal (81 firings) 'inally', # usabil (79 firings) ' usability', # uable (74 firings) 'uable', # undeniab (66 firings) ' undeniably', # borderline (61 firings) ' borderline', # ultimate (49 firings) 'ultimate', # controv (46 firings) ' controvers', # ump (43 firings) 'umption', # uth (37 firings) 'uther', # uab (33 firings) 'uably', # plau (29 firings) ' plaus', # dur (27 firings) ' dur', # culp (18 firings) ' culp', # を (17 firings) 'を', # に (14 firings) 'に', # fea (10 firings) ' feas', # 476 (8 firings) '476', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'arguab-family', 1 def prog_L01F02483(input_tokens): """35 token families, 35 surface forms (train F1 of the uncapped optimum: 0.854). Fires at 2,685 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the repeated mention of the name "Lombardi" """ # --- end external annotation --- fire = { # tmz (203 firings) ' TMZ', # spy (185 firings) ' Spy', # lomb (158 firings) ' Lomb', # jag (136 firings) ' Jag', # sparse (115 firings) ' sparse', # eisen (102 firings) ' Eisen', # gott (94 firings) ' Gott', # kamp (88 firings) ' Kamp', # compton (76 firings) ' Compton', # ن (73 firings) 'ن', # disinteg (70 firings) ' disinteg', # vine (70 firings) ' Vine', # thib (67 firings) ' Thib', # scandinav (65 firings) ' Scandinav', # rath (56 firings) ' Rath', # par (52 firings) ' pars', # 720 (49 firings) '720', # priesthood (48 firings) ' priesthood', # spaghetti (40 firings) ' spaghetti', # parach (40 firings) ' parach', # illit (40 firings) ' illiter', # sprinkl (38 firings) ' sprinkled', # watergate (35 firings) ' Watergate', # mult (29 firings) ' multic', # appendix (28 firings) ' appendix', # hamb (27 firings) ' Hamb', # goth (25 firings) ' Goth', # udic (23 firings) 'udic', # infall (23 firings) ' infall', # phi (21 firings) 'phies', # hypoc (16 firings) ' hypoc', # everlast (14 firings) ' everlasting', # omi (12 firings) 'omial', # ogun (10 firings) 'ogun', # gluc (9 firings) ' gluc', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'tmz-family', 1 def prog_L01F02484(input_tokens): """18 token families, 20 surface forms (train F1 of the uncapped optimum: 0.913). Fires at 2,016 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the mention of the abbreviation "EM" related to events or competitions""" # --- end external annotation --- fire = { # em (844 firings) 'EM', ' EM', # sh (291 firings) 'SH', # ems (110 firings) ' EMS', 'EMS', # iem (101 firings) 'iem', # ef (68 firings) 'EF', # emak (66 firings) 'emaker', # mn (49 firings) 'MN', # mem (48 firings) ' MEM', # ey (34 firings) 'EY', # pet (30 firings) 'PET', # emon (23 firings) 'emonic', # emp (19 firings) 'EMP', # emn (17 firings) 'emn', # oth (17 firings) ' OTHER', # stem (16 firings) 'stem', # sem (15 firings) ' SEM', # should (13 firings) ' SHOULD', # ature (8 firings) 'ATURE', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'em-family', 1 def prog_L01F02485(input_tokens): """47 token families, 50 surface forms (train F1 of the uncapped optimum: 0.921). Fires at 3,687 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "paw" and related terms""" # --- end external annotation --- fire = { # six (211 firings) 'six', # paw (192 firings) ' Paw', ' paws', ' paw', # nam (162 firings) 'named', # saw (156 firings) ' Saw', # pund (150 firings) ' pund', # sask (144 firings) ' Sask', # penny (132 firings) ' Penny', # pie (126 firings) ' Pie', # pet (125 firings) ' PET', 'PET', # ow (109 firings) ' Ow', # punch (100 firings) ' Punch', # wolf (93 firings) 'Wolf', # topp (91 firings) ' topp', # pug (88 firings) ' Pug', # ł (88 firings) 'ł', # fay (80 firings) ' Fay', # worcest (75 firings) ' Worcester', # jaw (75 firings) ' Jaw', # whe (73 firings) ' whe', # bitten (73 firings) ' bitten', # hamp (72 firings) ' Hamp', # toma (65 firings) ' Tomas', # mare (64 firings) ' Mare', # koz (62 firings) ' Koz', # prow (58 firings) ' prow', # pat (58 firings) ' Pats', # fend (58 firings) ' fend', # griff (54 firings) ' Griff', # pose (54 firings) ' Pose', # ramification (54 firings) ' ramifications', # hoy (53 firings) ' Hoy', # bicy (45 firings) ' bicy', # ballpark (44 firings) ' ballpark', # wal (40 firings) ' Wally', # snug (33 firings) ' snug', # rament (29 firings) 'rament', # ger (28 firings) ' Geral', # indign (24 firings) ' indign', # gaw (23 firings) ' Gaw', # claw (20 firings) ' Claw', # pry (19 firings) ' Pry', # pow (16 firings) ' pow', # meow (16 firings) ' Meow', # consequ (15 firings) ' consequ', # krug (14 firings) ' Krug', # viz (13 firings) ' viz', # gad (11 firings) ' gad', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'six-family', 1 def prog_L01F02486(input_tokens): """49 token families, 52 surface forms (train F1 of the uncapped optimum: 0.911). Fires at 3,514 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the name "Harold." """ # --- end external annotation --- fire = { # grandson (142 firings) ' grandson', # harold (135 firings) ' Harold', # frederick (133 firings) ' Frederick', # juliu (119 firings) ' Julius', # ashton (116 firings) ' Ashton', # angu (113 firings) ' Angus', # hast (109 firings) ' Hastings', # bernstein (97 firings) ' Bernstein', # angl (89 firings) ' Anglic', # geoffrey (89 firings) ' Geoffrey', # alec (85 firings) ' Alec', # 207 (85 firings) ' 207', '207', # illian (83 firings) 'illian', # fiona (73 firings) ' Fiona', # randolph (72 firings) ' Randolph', # ometime (71 firings) 'ometime', # clyde (70 firings) ' Clyde', # kimber (69 firings) ' Kimberly', # imran (64 firings) ' Imran', # lve (64 firings) 'lves', # beef (61 firings) ' Beef', # fou (60 firings) ' Fou', # fumble (59 firings) ' fumble', # roast (58 firings) ' roast', # melvin (56 firings) ' Melvin', # hon (52 firings) ' Honest', 'Honest', # garfield (52 firings) ' Garfield', # alvin (45 firings) ' Alvin', # grun (38 firings) ' grun', # armageddon (37 firings) ' Armageddon', # rusty (37 firings) ' Rusty', # daylight (36 firings) ' Daylight', # hairy (36 firings) ' hairy', # fireplace (34 firings) ' fireplace', # mild (32 firings) ' Mild', # har (30 firings) ' HAR', # highland (28 firings) ' Highlander', # execut (27 firings) ' execut', # 0000 (27 firings) ' 0000', # 656 (26 firings) '656', # lambda (26 firings) ' lambda', 'lambda', # 435 (26 firings) ' 435', # urist (24 firings) 'uristic', # irrad (24 firings) ' irrad', # 475 (19 firings) ' 475', # scorpion (18 firings) ' Scorpion', # 665 (17 firings) '665', # 657 (15 firings) '657', # luciu (15 firings) ' Lucius', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'grandson-family', 1 def prog_L01F02487(input_tokens): """6 token families, 6 surface forms (train F1 of the uncapped optimum: 0.866). Fires at 4,943 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the letter 't'""" # --- end external annotation --- fire = { # t (3,439 firings) ' t', # test (83 firings) ' testers', # tame (79 firings) ' tame', # tee (72 firings) ' tee', # tint (47 firings) ' tint', # ti (41 firings) ' ti', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 't-family', 1 def prog_L01F02489(input_tokens): """30 token families, 30 surface forms (train F1 of the uncapped optimum: 0.803). Fires at 2,793 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: expressions of sympathy and empathy""" # --- end external annotation --- fire = { # affiliat (162 firings) ' affiliated', # sympath (154 firings) ' sympath', # idol (147 firings) ' idol', # sympathy (136 firings) ' sympathy', # zion (117 firings) ' Zion', # applaud (106 firings) ' applaud', # ick (106 firings) 'ickers', # condolenc (99 firings) ' condolences', # collabor (94 firings) ' Collabor', # ifa (84 firings) 'IFA', # wagon (82 firings) ' wagon', # lia (69 firings) ' Lia', # part (62 firings) ' PART', # ι (61 firings) 'ι', # myst (58 firings) ' Myst', # sid (51 firings) ' sided', # ast (50 firings) ' Aster', # alleg (49 firings) ' alleg', # condone (43 firings) ' condone', # empath (40 firings) ' empath', # affili (40 firings) ' affili', # ideological (39 firings) ' ideologically', # canad (33 firings) ' Canad', # bel (33 firings) ' BEL', # oxin (28 firings) 'oxin', # hemat (24 firings) 'hemat', # ophen (22 firings) 'ophen', # endar (20 firings) 'endar', # overfl (13 firings) ' overfl', # ignt (8 firings) 'ignt', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'affiliat-family', 1 def prog_L01F02490(input_tokens): """44 token families, 50 surface forms (train F1 of the uncapped optimum: 0.817). Fires at 3,627 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to structural changes or restructuring""" # --- end external annotation --- fire = { # cult (175 firings) ' Cult', 'cult', # socialism (150 firings) ' socialism', # ruct (145 firings) 'ruct', # restructur (128 firings) ' restructuring', # architect (113 firings) ' Architect', # ructure (113 firings) 'ructure', # destruct (95 firings) 'destruct', ' destruct', # acular (94 firings) 'acular', # roph (84 firings) 'rophic', # brut (81 firings) ' Brut', ' brut', # idat (75 firings) 'idated', # struct (72 firings) ' Struct', 'Struct', 'STRUCT', # econom (71 firings) ' Econom', # oci (68 firings) 'ocial', # ρ (66 firings) 'ρ', # odic (65 firings) 'odic', # ruc (59 firings) 'ruction', # ecycle (57 firings) 'ecycle', # plann (56 firings) 'planned', # mortem (54 firings) 'mortem', # roy (48 firings) 'roying', # architectur (48 firings) ' architectures', # reform (47 firings) ' reformed', # otyp (43 firings) 'otyp', # ater (43 firings) 'aterial', # anarch (42 firings) ' anarch', # dynamical (41 firings) ' dynamically', # stat (38 firings) ' Static', 'Static', # egu (37 firings) 'egu', # restruct (33 firings) ' restruct', # ue (31 firings) ' UE', # ten (30 firings) 'tenance', # ============ (29 firings) '============', # frail (28 firings) ' frail', # redund (26 firings) ' redund', # construct (26 firings) 'construct', # ======== (22 firings) '========', # subsystem (21 firings) ' subsystem', # asset (20 firings) 'Asset', # tuc (18 firings) ' Tuc', # uct (17 firings) 'UCT', # irit (16 firings) 'irit', # statical (16 firings) ' statically', # tempor (13 firings) ' tempor', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'cult-family', 1 def prog_L01F02491(input_tokens): """18 token families, 19 surface forms (train F1 of the uncapped optimum: 0.863). Fires at 2,244 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the term "Op", likely indicating a focus on operational or organizational contexts""" # --- end external annotation --- fire = { # op (952 firings) 'Op', ' Op', # oprah (90 firings) ' Oprah', # operat (87 firings) 'operative', # opinion (87 firings) ' Opinion', # eth (75 firings) 'Eth', # orb (69 firings) ' Orb', # ops (59 firings) 'Ops', # opium (56 firings) ' opium', # opaque (55 firings) ' opaque', # open (52 firings) 'Opening', # death (49 firings) ' Deaths', # operator (24 firings) ' Operator', # review (23 firings) 'Reviewer', # acket (19 firings) 'ackets', # .# (17 firings) '.#', # opac (14 firings) ' opacity', # thu (14 firings) 'Thu', # :# (8 firings) ':#', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'op-family', 1 def prog_L01F02492(input_tokens): """12 token families, 16 surface forms (train F1 of the uncapped optimum: 0.841). Fires at 2,119 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "Recently." """ # --- end external annotation --- fire = { # recent (1,147 firings) 'Recently', ' Recently', ' Recent', 'recent', # whenev (131 firings) 'Whenever', # review (99 firings) ' Reviews', # often (60 firings) 'Often', # year (59 firings) 'Years', # origin (53 firings) 'Origin', # orical (52 firings) 'orically', # historical (49 firings) ' Historically', # been (42 firings) 'been', # periodical (35 firings) ' periodically', # …] (25 firings) '…]', # last (14 firings) ' Lastly', 'Lastly', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'recent-family', 1 def prog_L01F02493(input_tokens): """4 token families, 9 surface forms (train F1 of the uncapped optimum: 0.871). Fires at 1,759 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "lift" in various contexts""" # --- end external annotation --- fire = { # lift (1,351 firings) ' lift', ' lifted', ' lifting', 'lift', ' lifts', ' Lift', # wash (150 firings) ' wash', # gsl (25 firings) ' GSL', # itnes (7 firings) 'ITNESS', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'lift-family', 1 def prog_L01F02494(input_tokens): """17 token families, 19 surface forms (train F1 of the uncapped optimum: 0.896). Fires at 1,949 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: repeated occurrences of the term "Sur." """ # --- end external annotation --- fire = { # sur (862 firings) ' Sur', 'Sur', ' SUR', # surrey (160 firings) ' Surrey', # beat (105 firings) ' Beats', # surgeon (74 firings) ' surgeons', # view (60 firings) ' VIEW', # canv (58 firings) ' canv', # surgery (52 firings) ' Surgery', # insur (45 firings) ' insur', # lan (45 firings) ' Lans', # ungle (43 firings) 'ungle', # clinical (36 firings) ' clinically', # surv (34 firings) ' Surv', # lur (31 firings) ' Lur', # anca (25 firings) 'anca', # trash (13 firings) ' Trash', # thriti (7 firings) 'thritis', # appro (6 firings) ' appro', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'sur-family', 1 def prog_L01F02495(input_tokens): """50 token families, 52 surface forms (train F1 of the uncapped optimum: 0.936). Fires at 6,170 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to data evaluation and categorization""" # --- end external annotation --- fire = { # unfair (158 firings) ' unfairly', # burg (151 firings) ' burg', # unse (140 firings) ' unse', # dismay (136 firings) ' dismay', # sol (123 firings) ' solic', # inund (120 firings) ' inund', # cance (118 firings) ' cance', # surve (115 firings) ' surve', ' Surve', # cull (112 firings) ' cull', # kay (110 firings) ' kay', # este (109 firings) 'este', # rescind (103 firings) ' rescind', # baff (102 firings) ' baff', # jeopard (102 firings) ' jeopard', # skyrocket (100 firings) ' skyrocket', # skew (98 firings) ' skewed', ' skew', # ratt (93 firings) ' ratt', # conve (90 firings) ' conve', # ske (88 firings) ' ske', # spoof (88 firings) ' spoof', # mishand (82 firings) ' mishand', # ign (81 firings) ' ign', # mod (80 firings) ' moder', # esche (80 firings) ' esche', # tarn (78 firings) ' tarn', # exce (78 firings) ' exce', # pepp (76 firings) ' pepp', # craw (74 firings) ' craw', # ju (70 firings) ' ju', # loo (70 firings) ' loos', # bloom (70 firings) ' bloom', # fost (69 firings) ' fost', # tee (68 firings) ' tee', # thrott (67 firings) ' thrott', # torpedo (67 firings) ' torpedo', # woo (67 firings) ' woo', # catapult (63 firings) ' catapult', # fue (61 firings) ' fue', # sawy (61 firings) ' Sawyer', # fou (58 firings) ' fou', # prow (58 firings) ' prow', # neces (57 firings) ' necess', # kend (55 firings) ' Kend', # gou (54 firings) ' gou', # unn (53 firings) ' unn', # dwind (53 firings) ' dwind', # dred (52 firings) ' dred', # engu (51 firings) 'engu', # suppl (47 firings) ' suppl', # boe (46 firings) ' Boe', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'unfair-family', 1 def prog_L01F02496(input_tokens): """22 token families, 24 surface forms (train F1 of the uncapped optimum: 0.947). Fires at 2,097 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to personality traits and characteristics""" # --- end external annotation --- fire = { # personal (905 firings) ' personality', ' personalities', ' Personality', # persona (97 firings) ' persona', # une (86 firings) 'UNE', # kp (77 firings) ' KP', # demeanor (74 firings) ' demeanor', # tendenc (74 firings) ' tendencies', # kimber (69 firings) ' Kimberly', # motiv (66 firings) ' motivational', # person (63 firings) 'Person', # tempera (61 firings) ' temperament', # think (51 firings) ' thinker', # ellig (45 firings) 'elligence', # factor (45 firings) 'factor', # disposi (42 firings) ' disposition', # tone (33 firings) ' Tone', # calm (31 firings) ' calming', # typ (26 firings) ' Types', # interperson (25 firings) ' interpersonal', # individual (23 firings) ' individuality', # temp (19 firings) ' Temper', # isma (18 firings) 'isma', # spont (10 firings) ' spont', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'personal-family', 1 def prog_L01F02497(input_tokens): """22 token families, 26 surface forms (train F1 of the uncapped optimum: 0.839). Fires at 2,540 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the Border Patrol""" # --- end external annotation --- fire = { # bord (761 firings) ' Border', 'border', ' Borders', 'Border', # javi (163 firings) ' Javier', # bp (152 firings) 'BP', # baff (99 firings) ' baff', # bound (96 firings) ' Bound', 'Bound', # buk (81 firings) ' Buk', # borderland (62 firings) ' Borderlands', # borderline (61 firings) ' borderline', # hare (59 firings) ' Hare', # cop (50 firings) ' coping', # arche (36 firings) ' Arche', # abandon (35 firings) ' Abandon', # client (33 firings) 'Client', # breach (31 firings) ' Breach', # ave (28 firings) 'avement', # babel (25 firings) ' Babel', # sli (24 firings) ' SLI', # bind (22 firings) ' Binding', # fail (18 firings) ' Failed', # blaz (17 firings) ' Blaz', # ballist (14 firings) ' Ballistic', # habitu (13 firings) ' habitual', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'bord-family', 1 def prog_L01F02498(input_tokens): """27 token families, 33 surface forms (train F1 of the uncapped optimum: 0.845). Fires at 4,261 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases or concepts associated with the act of eliminating""" # --- end external annotation --- fire = { # eliminat (569 firings) ' eliminated', ' eliminating', ' eliminates', # eliminate (517 firings) ' eliminate', # avoid (247 firings) ' avoiding', 'avoid', # abolish (201 firings) ' abolish', ' abolished', # elimina (184 firings) ' elimination', # discard (167 firings) ' discarded', ' discard', # terminat (149 firings) ' terminated', ' terminating', # urg (136 firings) 'urger', # alleviate (115 firings) ' alleviate', # terminate (98 firings) ' terminate', # remov (96 firings) ' removes', # eradicate (90 firings) ' eradicate', # elim (80 firings) ' Elim', # minimize (74 firings) ' minimize', # extingu (70 firings) ' extingu', # ius (69 firings) 'iuses', # oblit (64 firings) ' obliter', # itiv (58 firings) 'itives', # extermin (54 firings) ' extermin', # extinguish (53 firings) ' extinguished', # unbeat (39 firings) ' unbeat', # delet (39 firings) ' deleting', # ucing (29 firings) 'ucing', # ihil (20 firings) 'ihil', # preclude (14 firings) ' preclude', # negate (13 firings) ' negate', # delete (11 firings) ' Delete', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'eliminat-family', 1 def prog_L01F02499(input_tokens): """10 token families, 11 surface forms (train F1 of the uncapped optimum: 0.979). Fires at 2,639 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the name "Romney" in relation to political contexts""" # --- end external annotation --- fire = { # romney (1,949 firings) ' Romney', 'Romney', # santorum (196 firings) ' Santorum', # fiorina (98 firings) ' Fiorina', # inelli (66 firings) 'inelli', # gand (59 firings) ' Gand', # rom (49 firings) 'ROM', # remaster (41 firings) ' Remastered', # .� (32 firings) '.�', # restore (31 firings) ' Restore', # ind (21 firings) 'indal', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'romney-family', 1