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sae_token_programs / programs /layer02 /08 /L02_F08000-08099.py
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"""GPT-2 SAE last-token programs, layer 2 -- features 08000 to 08099 (84 programs).
One function per SAE feature. Grouped 100 to a file so the set stays browsable;
the programs themselves are unchanged.
"""
def prog_L02F08000(input_tokens):
"""28 token families, 29 surface forms (train F1 of the uncapped optimum: 0.886).
Fires at 1,841 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to events or changes that lead to a significant outcome or situation"""
# --- end external annotation ---
fire = {
# oric (159 firings)
'oric',
# driveway (146 firings)
' driveway',
# midway (120 firings)
' midway',
# precip (104 firings)
' precip',
# illust (92 firings)
' Illust',
# inex (84 firings)
' inex',
# hosp (73 firings)
' hosp',
# keley (72 firings)
'keley',
# eloqu (71 firings)
' eloqu',
# brigham (68 firings)
' Brigham',
# revit (64 firings)
' revital',
# tragical (60 firings)
' tragically',
# pre (60 firings)
' PRES', 'PRES',
# neces (57 firings)
' necess',
# crystall (51 firings)
' crystall',
# inev (42 firings)
' inev',
# resusc (41 firings)
' resusc',
# indef (40 firings)
' indef',
# virt (36 firings)
'virt',
# culminat (35 firings)
' culminating',
# ipedia (31 firings)
'ipedia',
# electro (26 firings)
' electroly',
# calc (22 firings)
' calc',
# pyr (18 firings)
' Pyr',
# irez (17 firings)
'irez',
# perman (16 firings)
' perman',
# hypot (14 firings)
' hypot',
# igham (9 firings)
'igham',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'oric-family', 1
def prog_L02F08001(input_tokens):
"""13 token families, 18 surface forms (train F1 of the uncapped optimum: 0.896).
Fires at 7,860 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to access, particularly in legal, healthcare, and information contexts"""
# --- end external annotation ---
fire = {
# acces (5,439 firings)
' access', ' Access', 'access', 'Access',
# access (354 firings)
' accessing', ' accessed', ' Accessed',
# ess (170 firings)
'ESS',
# onte (95 firings)
'onte',
# priv (70 firings)
' priv',
# glimp (69 firings)
' glimps',
# brune (48 firings)
' Brune',
# vantage (38 firings)
' vantage',
# ing (34 firings)
' ingest',
# balt (33 firings)
' Balt',
# virt (31 firings)
'virt',
# recourse (27 firings)
' recourse',
# entranc (24 firings)
' entrances',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'acces-family', 1
def prog_L02F08002(input_tokens):
"""4 token families, 8 surface forms (train F1 of the uncapped optimum: 0.969).
Fires at 14,994 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the United States"""
# --- end external annotation ---
fire = {
# unit (14,305 firings)
' United', 'United', ' united', ' UNITED', 'united',
# unif (111 firings)
' Unified',
# ited (109 firings)
'ITED',
# aerospace (105 firings)
' Aerospace',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'unit-family', 1
def prog_L02F08003(input_tokens):
"""39 token families, 39 surface forms (train F1 of the uncapped optimum: 0.886).
Fires at 2,421 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: occurrences of specific words related to gluten"""
# --- end external annotation ---
fire = {
# fear (175 firings)
' Fear',
# uren (141 firings)
'uren',
# uten (128 firings)
'uten',
# telecom (118 firings)
' Telecom',
# choi (109 firings)
' Choi',
# zu (88 firings)
'zu',
# essen (88 firings)
'essen',
# anger (77 firings)
'angering',
# igen (76 firings)
'igen',
# unchart (75 firings)
' Uncharted',
# adin (70 firings)
'adin',
# trust (68 firings)
'Trust',
# dill (67 firings)
' Dill',
# aver (59 firings)
'avering',
# outweigh (56 firings)
' outweigh',
# kus (52 firings)
'kus',
# wang (51 firings)
'wang',
# voice (51 firings)
'Voice',
# kul (49 firings)
' Kul',
# ritz (46 firings)
'ritz',
# bd (40 firings)
' BD',
# ugen (35 firings)
'ugen',
# aido (34 firings)
'aido',
# etsy (31 firings)
'etsy',
# subordinat (30 firings)
' subordinates',
# minent (29 firings)
'minent',
# ingen (27 firings)
'ingen',
# cod (24 firings)
'Cod',
# ufficient (23 firings)
'ufficient',
# entin (23 firings)
'entin',
# .– (23 firings)
'.–',
# dain (23 firings)
'dain',
# ushima (21 firings)
'ushima',
# saiyan (19 firings)
' Saiyan',
# unsure (19 firings)
' Unsure',
# pb (19 firings)
'pb',
# uin (13 firings)
'uin',
# subtle (10 firings)
' Subtle',
# ptin (7 firings)
'ptin',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'fear-family', 1
def prog_L02F08004(input_tokens):
"""29 token families, 33 surface forms (train F1 of the uncapped optimum: 0.889).
Fires at 3,045 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of specific political figures, particularly related to Podesta and Abedin"""
# --- end external annotation ---
fire = {
# pod (270 firings)
' Pod', 'pod', 'Pod',
# podesta (222 firings)
' Podesta',
# miliband (158 firings)
' Miliband',
# esta (133 firings)
'esta',
# orb (129 firings)
' Orb', ' orb', ' orbs',
# orchestrat (112 firings)
' orchestrated',
# sergei (111 firings)
' Sergei',
# subject (111 firings)
' Subject',
# cheryl (108 firings)
' Cheryl',
# tata (106 firings)
' Tata',
# abedin (106 firings)
' Abedin',
# agate (90 firings)
'agate',
# abram (83 firings)
' Abram',
# ping (77 firings)
' Ping',
# huma (77 firings)
' Huma',
# hillary (63 firings)
'hillary',
# mccann (63 firings)
' McCann',
# rothschild (59 firings)
' Rothschild',
# ileak (59 firings)
'ileaks',
# owsky (56 firings)
'owsky',
# bows (55 firings)
' Bowser',
# adra (48 firings)
'adra',
# kaya (45 firings)
'kaya',
# larvae (44 firings)
' larvae',
# artisan (36 firings)
'artisan',
# atmosp (30 firings)
' Atmosp',
# obj (20 firings)
' obj',
# output (19 firings)
'output',
# ullivan (8 firings)
'ullivan',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'pod-family', 1
def prog_L02F08005(input_tokens):
"""49 token families, 52 surface forms (train F1 of the uncapped optimum: 0.878).
Fires at 8,845 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: names of political figures or their contexts"""
# --- end external annotation ---
fire = {
# kowski (271 firings)
'kowski',
# kamp (207 firings)
'kamp', ' Kamp',
# ador (174 firings)
'ador',
# pruitt (137 firings)
' Pruitt',
# jenn (132 firings)
' Jenner',
# gard (132 firings)
'gard',
# pai (129 firings)
' Pai',
# gren (128 firings)
'gren',
# antam (128 firings)
'antam',
# hatch (126 firings)
' Hatch',
# kan (121 firings)
'kan',
# cannon (120 firings)
' Cannon',
# bott (119 firings)
'bott', 'Bott',
# maid (113 firings)
'maid',
# kendrick (112 firings)
' Kendrick',
# hell (111 firings)
' Heller',
# leg (110 firings)
'legal',
# bt (107 firings)
'bt',
# metall (107 firings)
' metallic',
# oren (106 firings)
'oren',
# dak (103 firings)
' Dak',
# itect (99 firings)
'itect',
# aiman (95 firings)
'aiman',
# cak (93 firings)
' cakes',
# cann (92 firings)
' Cann',
# arson (89 firings)
'arson',
# jord (86 firings)
' Jord',
# amar (86 firings)
' Amar',
# pitt (85 firings)
' pitted',
# aram (83 firings)
'aram',
# jas (83 firings)
'jas',
# ende (82 firings)
'ende',
# requ (81 firings)
' Requ', 'Requ',
# bum (79 firings)
'bum',
# atto (79 firings)
'atto',
# carn (79 firings)
' Carn',
# kind (78 firings)
' Kinder',
# rote (76 firings)
'rote',
# mand (71 firings)
' Mandal',
# ban (70 firings)
' Bans',
# hobby (70 firings)
' Hobby',
# hunt (69 firings)
' hunted',
# ativ (67 firings)
'ativity',
# omorph (65 firings)
'omorph',
# guth (64 firings)
' Guth',
# port (64 firings)
' ported',
# cow (63 firings)
'Cow',
# mata (60 firings)
' Mata',
# bulky (59 firings)
' bulky',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'kowski-family', 1
def prog_L02F08006(input_tokens):
"""26 token families, 29 surface forms (train F1 of the uncapped optimum: 0.961).
Fires at 2,234 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: specific names or references related to individuals, particularly the name "Wen." """
# --- end external annotation ---
fire = {
# mi (429 firings)
' MI',
# wan (178 firings)
' Wan', ' waning',
# xi (161 firings)
' XI',
# fen (153 firings)
' Fen',
# ei (144 firings)
'ei',
# narrow (130 firings)
' narrowed', ' narrowing',
# near (111 firings)
' nearing',
# wen (98 firings)
' Wen',
# tut (79 firings)
' Tut',
# wet (78 firings)
' Wet',
# hun (76 firings)
' hun',
# wei (72 firings)
' Wei',
# hunt (71 firings)
' Hunting',
# pur (66 firings)
' purs',
# hone (48 firings)
' hone',
# ē (42 firings)
'ē',
# aten (40 firings)
'aten',
# surn (35 firings)
' surn',
# }; (31 firings)
' };', '};',
# ,... (21 firings)
',...',
# ja (21 firings)
' JA',
# mun (18 firings)
' mun',
# clen (12 firings)
' clen',
# 043 (10 firings)
'043',
# 886 (8 firings)
'886',
# bei (8 firings)
' Bei',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'mi-family', 1
def prog_L02F08007(input_tokens):
"""38 token families, 43 surface forms (train F1 of the uncapped optimum: 0.369).
Fires at 10,811 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to hip hop culture and music"""
# --- end external annotation ---
fire = {
# hop (633 firings)
'hop', ' hop', 'Hop', 'hops',
# rapp (335 firings)
' rapper', ' rappers',
# rap (170 firings)
' rap',
# ollywood (128 firings)
'ollywood',
# ele (122 firings)
'ele',
# hill (121 firings)
' Hills',
# food (116 firings)
'food',
# pop (98 firings)
'pop',
# phon (93 firings)
'phones',
# c (92 firings)
'cé',
# udge (86 firings)
'udge',
# lin (81 firings)
'lining',
# ican (78 firings)
'ican',
# roll (75 firings)
' Roll',
# cloud (75 firings)
'cloud', 'Cloud',
# feed (67 firings)
'feed',
# ixtape (66 firings)
'ixtape',
# lamar (66 firings)
' Lamar',
# board (62 firings)
'boarding',
# stown (62 firings)
'stown',
# sham (59 firings)
'Sham',
# tro (58 firings)
'tro',
# cycle (55 firings)
'cycle',
# wear (51 firings)
'wear',
# pace (51 firings)
'pace',
# gae (47 firings)
'gae',
# yle (45 firings)
'yle',
# beat (45 firings)
' beats',
# oven (40 firings)
'oven',
# aster (38 firings)
'astered',
# enti (34 firings)
'entious',
# harm (32 firings)
'harm',
# thel (31 firings)
'thel',
# yme (30 firings)
'ymes',
# arrell (29 firings)
'arrell',
# tang (28 firings)
'Tang',
# anye (28 firings)
'anye',
# kamp (28 firings)
' Kamp',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'hop-family', 1
def prog_L02F08008(input_tokens):
"""15 token families, 21 surface forms (train F1 of the uncapped optimum: 0.832).
Fires at 3,097 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to online forums"""
# --- end external annotation ---
fire = {
# forum (1,620 firings)
' forum', ' forums', ' Forum', ' Forums', 'forum', 'forums',
# subreddit (151 firings)
' subreddit', ' subreddits',
# track (126 firings)
' tracker',
# motherboard (87 firings)
' motherboard',
# clubhouse (77 firings)
' clubhouse',
# dealership (75 firings)
' dealership',
# hotline (71 firings)
' hotline',
# commun (50 firings)
'community',
# top (42 firings)
'topic',
# ground (38 firings)
'grounds',
# ba (37 firings)
' ba',
# blog (36 firings)
'blogs',
# locale (31 firings)
' locale',
# group (30 firings)
'groups',
# excessive (22 firings)
' excessively',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'forum-family', 1
def prog_L02F08009(input_tokens):
"""36 token families, 52 surface forms (train F1 of the uncapped optimum: 0.475).
Fires at 52,577 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: adjectives and nouns related to describing negative or extreme characteristics"""
# --- end external annotation ---
fire = {
# y (3,677 firings)
'y',
# ic (2,373 firings)
'ic',
# ant (1,495 firings)
'ant', 'antic',
# ive (1,411 firings)
'ive', 'IVE',
# ent (1,208 firings)
'ent', 'ential', 'ental', 'enting',
# est (1,159 firings)
'est', 'estic',
# ful (1,124 firings)
'ful', 'FUL',
# ous (1,030 firings)
'ous',
# ical (801 firings)
'ical', 'ICAL',
# ary (775 firings)
'ary',
# les (770 firings)
'less',
# atic (673 firings)
'atic', 'atical',
# ial (570 firings)
'ial',
# atory (541 firings)
'atory',
# ist (454 firings)
'istic', 'istical',
# ative (452 firings)
'ative', 'ATIVE',
# iou (365 firings)
'ious',
# ible (346 firings)
'ible',
# ory (335 firings)
'ory',
# iest (317 firings)
'iest',
# ual (289 firings)
'ual',
# gy (288 firings)
'gy',
# hip (279 firings)
'hip',
# uou (260 firings)
'uous',
# ation (233 firings)
'ational',
# ient (224 firings)
'ient',
# etic (217 firings)
'etic',
# inal (215 firings)
'inal', 'INAL',
# act (196 firings)
'active', 'actic',
# arian (187 firings)
'arian',
# aci (180 firings)
'acious', 'acial',
# ific (173 firings)
'ific', 'ificial', 'IFIC',
# gent (167 firings)
'gent',
# otic (157 firings)
'otic',
# iful (154 firings)
'iful',
# itable (143 firings)
'itable',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'y-family', 1
def prog_L02F08010(input_tokens):
"""2 token families, 4 surface forms (train F1 of the uncapped optimum: 0.948).
Fires at 11,582 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: speculative language indicating potentiality or uncertainty"""
# --- end external annotation ---
fire = {
# might (10,409 firings)
' might', ' Might', 'might',
# eus (36 firings)
'eus',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'might-family', 1
def prog_L02F08011(input_tokens):
"""46 token families, 53 surface forms (train F1 of the uncapped optimum: 0.838).
Fires at 5,674 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to "claw" or "claws" and associated concepts"""
# --- end external annotation ---
fire = {
# claw (237 firings)
' claw', ' claws', 'claw', ' Claw',
# roar (161 firings)
' roaring', ' roar', ' roared',
# jae (129 firings)
' Jae',
# bonus (129 firings)
' bonuses',
# recapt (115 firings)
' recapt',
# antidepressant (103 firings)
' antidepressants', ' antidepressant',
# rill (99 firings)
'rill',
# pit (95 firings)
' pits',
# capitalize (91 firings)
' capitalize',
# nett (90 firings)
' netted',
# alty (90 firings)
'alty',
# pun (87 firings)
'pun',
# pog (83 firings)
' Pog',
# loch (82 firings)
' Loch',
# latvia (76 firings)
' Latvia',
# penguin (70 firings)
' Penguin',
# knack (67 firings)
' knack',
# catapult (66 firings)
' catapult',
# pell (66 firings)
' Pell',
# chung (65 firings)
' Chung',
# gale (64 firings)
' Gale',
# ighton (63 firings)
'ighton',
# tau (61 firings)
' Tau',
# crate (61 firings)
' crate',
# charco (60 firings)
' charcoal',
# ober (58 firings)
'ober',
# redevelop (57 firings)
' redevelop',
# stud (57 firings)
' Stud', 'Stud',
# aub (55 firings)
' Aub',
# itech (55 firings)
'itech',
# gou (54 firings)
' gou',
# schro (54 firings)
' Schro',
# kut (53 firings)
' Kut',
# deduction (53 firings)
' deductions',
# lau (51 firings)
' Lau',
# shad (51 firings)
' Shades',
# kok (50 firings)
' Kok',
# roo (45 firings)
'roo',
# dun (43 firings)
' dun',
# maw (43 firings)
' Maw',
# bil (43 firings)
' bil',
# ratt (39 firings)
' Ratt',
# paw (38 firings)
' paws',
# plund (36 firings)
' plunder',
# cove (36 firings)
' cove',
# lp (35 firings)
'lp',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'claw-family', 1
def prog_L02F08012(input_tokens):
"""29 token families, 31 surface forms (train F1 of the uncapped optimum: 0.725).
Fires at 2,956 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: repeated mentions of the word "huge" in various contexts"""
# --- end external annotation ---
fire = {
# uge (329 firings)
'uge', 'UGE',
# gi (130 firings)
'Gi',
# enge (129 firings)
'enge',
# huge (121 firings)
'huge', ' Huge',
# enty (116 firings)
'enty',
# escape (84 firings)
' Escape',
# mass (77 firings)
' Massive',
# lux (71 firings)
'lux',
# erto (66 firings)
'erto',
# gue (63 firings)
'gue',
# adi (61 firings)
'adier',
# avi (55 firings)
'avier',
# ten (55 firings)
' Tens',
# erno (51 firings)
'erno',
# uper (45 firings)
'uper',
# iver (45 firings)
'IVERS',
# abuse (45 firings)
'abuse',
# ousand (44 firings)
'ousands',
# hundr (43 firings)
' Hundred',
# red (40 firings)
'redible',
# itnes (34 firings)
'itness',
# endur (33 firings)
' Endurance',
# lege (19 firings)
'lege',
# ificate (15 firings)
'ificate',
# elcome (15 firings)
'elcome',
# iesta (15 firings)
'iesta',
# ugal (15 firings)
'ugal',
# 332 (13 firings)
'332',
# rib (10 firings)
'ribly',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'uge-family', 1
def prog_L02F08013(input_tokens):
"""15 token families, 19 surface forms (train F1 of the uncapped optimum: 0.895).
Fires at 4,806 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: occurrences of the word "ash." """
# --- end external annotation ---
fire = {
# ash (2,628 firings)
'ash', 'ASH', 'ashes', 'Ash',
# wash (257 firings)
' Wash',
# lish (170 firings)
'lish',
# share (153 firings)
'SHARE',
# mash (136 firings)
' Mash',
# attle (127 firings)
'attle',
# slash (115 firings)
' slash',
# stash (88 firings)
' stash',
# lash (88 firings)
' Lash', 'lash',
# clash (84 firings)
' Clash',
# squash (79 firings)
' squash',
# resh (67 firings)
'resh',
# rival (37 firings)
' Rivals',
# rase (37 firings)
'rase',
# adle (18 firings)
'adle',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'ash-family', 1
def prog_L02F08014(input_tokens):
"""48 token families, 51 surface forms (train F1 of the uncapped optimum: 0.850).
Fires at 5,254 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to specific individuals, particularly those with the surname "Sutton" or "Slater." """
# --- end external annotation ---
fire = {
# 170 (306 firings)
' 170', '170',
# ton (293 firings)
'TON',
# auckland (288 firings)
' Auckland',
# eat (147 firings)
' eater',
# illard (132 firings)
'illard',
# utton (131 firings)
'utton',
# tree (118 firings)
'tree', 'Tree',
# serie (113 firings)
' Serie',
# connell (104 firings)
'Connell',
# lans (99 firings)
' Lansing',
# slat (93 firings)
' Slater',
# taco (91 firings)
' taco',
# wiggin (87 firings)
' Wiggins',
# town (87 firings)
' Towns',
# urst (86 firings)
'urst',
# sutton (84 firings)
' Sutton',
# tant (84 firings)
' tantal',
# gary (79 firings)
'gary',
# cream (77 firings)
'cream',
# ibal (76 firings)
'ibal',
# istrate (67 firings)
'istrate',
# decad (63 firings)
' decad',
# 1700 (62 firings)
' 1700',
# trimm (61 firings)
' trimmed',
# adish (59 firings)
'adish',
# calorie (59 firings)
' calorie',
# arie (58 firings)
'arie',
# ulin (58 firings)
'ulin',
# ickson (57 firings)
'ickson',
# izu (56 firings)
'izu',
# taste (51 firings)
' Taste',
# annot (50 firings)
'annot',
# naughty (46 firings)
' naughty',
# orset (45 firings)
'orset',
# ulty (44 firings)
'ulty',
# 490 (42 firings)
'490', ' 490',
# uton (40 firings)
'uton',
# rentice (39 firings)
'rentice',
# trough (37 firings)
' trough',
# ishop (36 firings)
'ishop',
# starv (35 firings)
' starved',
# rav (33 firings)
'ravings',
# slut (32 firings)
' slut',
# sharp (32 firings)
' sharper',
# uckland (26 firings)
'uckland',
# peror (23 firings)
'perors',
# dic (23 firings)
' diced',
# ynski (23 firings)
'ynski',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return '170-family', 1
def prog_L02F08017(input_tokens):
"""19 token families, 20 surface forms (train F1 of the uncapped optimum: 0.829).
Fires at 1,863 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to publicity"""
# --- end external annotation ---
fire = {
# public (339 firings)
' publicity', ' publicized',
# photo (220 firings)
'photo',
# countryside (95 firings)
' countryside',
# authentic (94 firings)
' authenticity',
# multimedia (89 firings)
' multimedia',
# national (88 firings)
' nationality',
# newsweek (87 firings)
' Newsweek',
# hancock (80 firings)
' Hancock',
# notoriety (78 firings)
' notoriety',
# sonny (69 firings)
' Sonny',
# prague (66 firings)
' Prague',
# contagi (63 firings)
' contagious',
# provoca (62 firings)
' provocation',
# cryptography (37 firings)
' cryptography',
# enery (32 firings)
'enery',
# advert (29 firings)
'advert',
# haste (17 firings)
' haste',
# ancock (8 firings)
'ancock',
# irtu (5 firings)
'irtual',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'public-family', 1
def prog_L02F08018(input_tokens):
"""8 token families, 10 surface forms (train F1 of the uncapped optimum: 0.438).
Fires at 15,315 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to Latin America and its geographical context"""
# --- end external annotation ---
fire = {
# america (4,647 firings)
' America', 'America', ' AMERICA',
# american (3,003 firings)
' American',
# iraq (888 firings)
' Iraq',
# asia (425 firings)
' Asia',
# turk (112 firings)
' Turks',
# atlanti (62 firings)
' Atlantis',
# actu (48 firings)
'actus',
# rica (40 firings)
' Rica',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'america-family', 1
def prog_L02F08019(input_tokens):
"""27 token families, 28 surface forms (train F1 of the uncapped optimum: 0.840).
Fires at 1,884 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to specific college football coaches and teams"""
# --- end external annotation ---
fire = {
# crimson (156 firings)
' Crimson', ' crimson',
# saban (142 firings)
' Saban',
# harbaugh (129 firings)
' Harbaugh',
# tide (124 firings)
' Tide',
# asley (93 firings)
'asley',
# shanahan (86 firings)
' Shanahan',
# schwarzenegg (85 firings)
' Schwarzenegger',
# iffin (81 firings)
'iffin',
# sab (74 firings)
'Sab',
# rush (63 firings)
' rusher',
# argon (48 firings)
' Argon',
# aback (46 firings)
' aback',
# cale (42 firings)
'cale',
# escent (38 firings)
'escent',
# icon (36 firings)
'Icon',
# obin (35 firings)
'obin',
# indigo (25 firings)
' Indigo',
# atinum (24 firings)
'atinum',
# sharp (21 firings)
'sharp',
# ethyst (19 firings)
'ethyst',
# pter (19 firings)
'pter',
# ascii (16 firings)
' ASCII',
# pex (15 firings)
'pex',
# dunno (14 firings)
' dunno',
# onent (9 firings)
'onential',
# ynasty (7 firings)
'ynasty',
# ciph (6 firings)
' Cipher',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'crimson-family', 1
def prog_L02F08020(input_tokens):
"""45 token families, 49 surface forms (train F1 of the uncapped optimum: 0.761).
Fires at 3,279 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to HTML code and related programming concepts"""
# --- end external annotation ---
fire = {
# html (403 firings)
'html', ' html', 'HTML',
# info (188 firings)
'info',
# php (138 firings)
'php',
# edia (131 firings)
'edia',
# div (128 firings)
'div',
# syria (98 firings)
'Syria',
# jpg (94 firings)
'jpg',
# syrian (90 firings)
'Syrian',
# youtube (88 firings)
' Youtube',
# nyt (69 firings)
' NYT',
# worthles (68 firings)
' worthless',
# faith (65 firings)
' faiths',
# sylvia (52 firings)
' Sylvia',
# json (49 firings)
'json', ' json',
# μ (48 firings)
'μ',
# zip (48 firings)
'zip',
# hungry (47 firings)
' Hungry',
# txt (47 firings)
'txt',
# htm (34 firings)
'htm',
# pdf (29 firings)
' pdf',
# xml (28 firings)
'xml', ' xml',
# estine (25 firings)
'estine',
# stor (23 firings)
'stories',
# gaza (23 firings)
'Gaza',
# _______ (21 firings)
'_______',
# phil (20 firings)
'phil',
# engel (19 firings)
' Engels',
# bsite (19 firings)
'bsite',
# ></ (18 firings)
'></',
# sect (18 firings)
' sects',
# aspx (17 firings)
'aspx',
# 660 (17 firings)
'660',
# gif (16 firings)
'gif',
# gnu (14 firings)
'gnu',
# tml (14 firings)
'tml',
# css (14 firings)
'css',
# template (12 firings)
'Template',
# ibliography (12 firings)
'ibliography',
# detail (12 firings)
'detail',
# csv (11 firings)
'csv',
# gypt (11 firings)
'gypt',
# █ (11 firings)
'█',
# deity (10 firings)
' Deity',
# lua (10 firings)
'lua',
# url (9 firings)
'Url',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'html-family', 1
def prog_L02F08021(input_tokens):
"""1 token families, 1 surface forms (train F1 of the uncapped optimum: 0.761).
Fires at 82,714 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: photo credits or references in the text"""
# --- end external annotation ---
fire = {
# : (79,942 firings)
':',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return ':-family', 1
def prog_L02F08024(input_tokens):
"""14 token families, 19 surface forms (train F1 of the uncapped optimum: 0.337).
Fires at 25,000 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the date September 11th and related events"""
# --- end external annotation ---
fire = {
# 11 (3,747 firings)
' 11', '11',
# 9 (2,766 firings)
' 9',
# 12 (494 firings)
'12',
# 2001 (257 firings)
' 2001',
# ack (189 firings)
'acking', 'ackers',
# hook (134 firings)
' Hook',
# shoot (125 firings)
' shootings', ' Shooter',
# interfer (118 firings)
' interference',
# 370 (106 firings)
'370', ' 370',
# 76 (83 firings)
' 76',
# borough (76 firings)
'borough',
# ussion (71 firings)
'ussions', 'ussion',
# horizon (70 firings)
' Horizon',
# harbor (65 firings)
' Harbor',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return '11-family', 1
def prog_L02F08025(input_tokens):
"""18 token families, 20 surface forms (train F1 of the uncapped optimum: 0.616).
Fires at 3,395 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to bodies of water"""
# --- end external annotation ---
fire = {
# wat (804 firings)
' waters', 'waters',
# riv (141 firings)
' rivers',
# water (112 firings)
' watering', ' watered',
# waterway (93 firings)
' waterways',
# beverag (72 firings)
' beverages',
# sail (71 firings)
' sailed',
# rey (65 firings)
'reys',
# holm (63 firings)
'holm',
# ewat (54 firings)
'ewater',
# salty (49 firings)
' salty',
# ray (49 firings)
' rays',
# boat (40 firings)
'boats',
# rat (40 firings)
'rates',
# current (38 firings)
' currents',
# tail (26 firings)
'tailed',
# igator (22 firings)
'igators',
# had (15 firings)
' Hades',
# fish (15 firings)
' fishes',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'wat-family', 1
def prog_L02F08026(input_tokens):
"""48 token families, 51 surface forms (train F1 of the uncapped optimum: 0.852).
Fires at 5,927 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the video game "Destiny" and its associated elements"""
# --- end external annotation ---
fire = {
# destiny (283 firings)
' Destiny', ' destiny',
# rise (223 firings)
' Rise',
# guardian (199 firings)
' Guardians',
# devil (157 firings)
' Devil',
# infin (155 firings)
' Infinity',
# alexa (151 firings)
' Alexa',
# activi (142 firings)
' Activision',
# vi (141 firings)
' VI',
# salva (140 firings)
' Salvation', ' salvation',
# soul (118 firings)
' Souls',
# vega (116 firings)
' Vega',
# bravo (107 firings)
' Bravo',
# caesar (99 firings)
' Caesar',
# fate (94 firings)
' Fate',
# dynasty (93 firings)
' Dynasty',
# gear (91 firings)
' Gears',
# justice (91 firings)
'justice', ' JUSTICE',
# infinite (91 firings)
' Infinite',
# agate (90 firings)
'agate',
# pandora (87 firings)
' Pandora',
# 999 (85 firings)
'999',
# fallen (82 firings)
' Fallen',
# downfall (80 firings)
' downfall',
# dest (79 firings)
'Dest',
# laurel (64 firings)
' Laurel',
# season (63 firings)
' Seasons',
# borderland (62 firings)
' Borderlands',
# idel (62 firings)
'idelity',
# nirvana (60 firings)
' Nirvana',
# ae (60 firings)
' Ae',
# angelo (59 firings)
'Angelo',
# bungie (58 firings)
' Bungie',
# curse (57 firings)
' Curse',
# conqu (52 firings)
' Conquest',
# sparrow (48 firings)
' Sparrow',
# etern (45 firings)
' Eternity',
# exile (45 firings)
' Exile',
# destruc (45 firings)
' Destruction',
# titu (43 firings)
' Titus',
# ascen (43 firings)
' Ascension',
# dimension (40 firings)
' Dimensions',
# bane (40 firings)
' Bane',
# vanguard (39 firings)
' Vanguard',
# wrath (38 firings)
' Wrath',
# bound (37 firings)
'Bound',
# urse (37 firings)
'urse',
# odin (35 firings)
' Odin',
# oblivion (31 firings)
' Oblivion',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'destiny-family', 1
def prog_L02F08027(input_tokens):
"""24 token families, 24 surface forms (train F1 of the uncapped optimum: 0.752).
Fires at 2,500 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: words that end in "ees," indicating a focus on plural forms, particularly in relation to roles or positions"""
# --- end external annotation ---
fire = {
# ees (599 firings)
'ees',
# johann (170 firings)
' Johannes',
# itor (154 firings)
'itors',
# ator (94 firings)
'atories',
# ient (85 firings)
'ients',
# truste (80 firings)
' trustees',
# ffe (57 firings)
'ffe',
# michael (53 firings)
' Michaels',
# mem (46 firings)
' MEM',
# ulty (44 firings)
'ulty',
# heet (44 firings)
'heet',
# hyp (35 firings)
' hypers',
# eem (33 firings)
'eem',
# lee (32 firings)
'lees',
# ent (30 firings)
'ENTS',
# tim (26 firings)
' timers',
# atem (26 firings)
'atem',
# bee (24 firings)
' Bees',
# mony (24 firings)
'mony',
# was (20 firings)
' Wass',
# jere (18 firings)
'Jere',
# licensee (13 firings)
' licensee',
# ree (13 firings)
'reement',
# lease (8 firings)
'lease',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'ees-family', 1
def prog_L02F08028(input_tokens):
"""47 token families, 52 surface forms (train F1 of the uncapped optimum: 0.850).
Fires at 7,970 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: names and terms related to Sonny Chiba and his filmography"""
# --- end external annotation ---
fire = {
# inski (199 firings)
'inski',
# colo (192 firings)
' Colo',
# ador (186 firings)
'ador',
# obo (182 firings)
'obo', 'obos',
# iba (177 firings)
'iba',
# 247 (165 firings)
' 247', '247',
# bieb (154 firings)
' Bieber',
# boyle (125 firings)
' Boyle',
# dai (120 firings)
' Dai',
# grizz (120 firings)
' grizz', ' Grizz',
# +, (118 firings)
'+,',
# dane (116 firings)
' Dane',
# bold (111 firings)
' Bold',
# bellev (110 firings)
' Bellev',
# lowe (110 firings)
' Lowe',
# bio (104 firings)
' bios', ' BIOS',
# boise (103 firings)
' Boise',
# closure (98 firings)
'closure',
# ibu (95 firings)
'ibu',
# ib (95 firings)
' Ib',
# bark (94 firings)
' Barker',
# eda (91 firings)
'eda',
# bot (90 firings)
' Bots',
# brick (83 firings)
' Brick',
# 199 (82 firings)
'199',
# bah (81 firings)
'bah',
# criminal (81 firings)
' criminally',
# playboy (81 firings)
' Playboy',
# 249 (79 firings)
'249', ' 249',
# anka (77 firings)
'anka',
# kyr (76 firings)
' Kyr',
# panda (74 firings)
' Panda',
# ift (69 firings)
'ifter',
# capac (65 firings)
' capacities',
# +. (64 firings)
'+.',
# bren (63 firings)
' Bren',
# brigg (61 firings)
' Briggs',
# odon (58 firings)
'odon',
# ebra (57 firings)
'ebra',
# ijuana (54 firings)
'ijuana',
# pix (54 firings)
' Pix',
# izo (54 firings)
'izo',
# budd (53 firings)
' Budd',
# pok (53 firings)
' Pok',
# brune (52 firings)
' Brune',
# bond (52 firings)
' bonding',
# llular (48 firings)
'llular',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'inski-family', 1
def prog_L02F08029(input_tokens):
"""34 token families, 35 surface forms (train F1 of the uncapped optimum: 0.845).
Fires at 2,405 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: proper nouns, particularly names related to cinema"""
# --- end external annotation ---
fire = {
# cinem (196 firings)
' Cinem',
# language (190 firings)
'language',
# inem (168 firings)
'inem',
# dis (134 firings)
' DIS', 'DIS',
# aircraft (111 firings)
' Aircraft',
# asley (95 firings)
'asley',
# iem (93 firings)
'iem',
# inen (74 firings)
'inen',
# mpire (73 firings)
'mpire',
# atro (68 firings)
' atro',
# ische (57 firings)
'ische',
# ynam (53 firings)
'ynam',
# rama (50 firings)
'rama',
# inco (46 firings)
' inco',
# inel (45 firings)
'inel',
# ometry (43 firings)
'ometry',
# asymm (43 firings)
' asymm',
# indi (38 firings)
' indis',
# ide (36 firings)
' Ide',
# isch (36 firings)
'ischer',
# phth (34 firings)
'phthal',
# okin (32 firings)
'okin',
# alsh (30 firings)
'alsh',
# atem (27 firings)
'atem',
# mosp (23 firings)
'mosp',
# ocus (21 firings)
'ocused',
# idem (20 firings)
'idem',
# isec (18 firings)
'isec',
# ias (15 firings)
'IAS',
# ircraft (13 firings)
'ircraft',
# ymm (12 firings)
'ymm',
# andem (11 firings)
'andem',
# neum (11 firings)
'neum',
# incompet (7 firings)
' incompet',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'cinem-family', 1
def prog_L02F08030(input_tokens):
"""10 token families, 12 surface forms (train F1 of the uncapped optimum: 0.683).
Fires at 3,722 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the prefix 'th.'"""
# --- end external annotation ---
fire = {
# th (1,569 firings)
'Th', ' th', ' TH',
# thr (97 firings)
' THR',
# ing (77 firings)
' ing',
# thy (64 firings)
' thy',
# thal (60 firings)
'thal',
# tha (52 firings)
' tha',
# bis (34 firings)
' bis',
# thee (34 firings)
' thee',
# thumbnail (30 firings)
' thumbnail',
# lia (15 firings)
' lia',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'th-family', 1
def prog_L02F08031(input_tokens):
"""21 token families, 24 surface forms (train F1 of the uncapped optimum: 0.700).
Fires at 3,667 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to socialism and socialist ideologies"""
# --- end external annotation ---
fire = {
# socialist (658 firings)
' socialist', ' Socialist', ' socialists',
# soc (246 firings)
'social',
# socialism (225 firings)
' socialism', ' Socialism',
# dictatorship (115 firings)
' dictatorship',
# marxist (99 firings)
' Marxist',
# leftist (71 firings)
' leftists',
# java (63 firings)
'java',
# it (56 firings)
'ité',
# marxism (54 firings)
' Marxism',
# sociology (52 firings)
' sociology',
# socioeconom (50 firings)
' socioeconomic',
# uster (49 firings)
'usterity',
# contradiction (46 firings)
' contradictions',
# strawberr (43 firings)
' strawberries',
# hen (42 firings)
'Hen',
# topia (35 firings)
'topia',
# utopian (34 firings)
' utopian',
# wit (34 firings)
'wit',
# sect (27 firings)
' sects',
# === (21 firings)
'===',
# redistribu (13 firings)
' redistribution',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'socialist-family', 1
def prog_L02F08033(input_tokens):
"""11 token families, 12 surface forms (train F1 of the uncapped optimum: 0.781).
Fires at 10,204 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: punctuation marks, specifically the period"""
# --- end external annotation ---
fire = {
# . (5,901 firings)
' .',
# ). (146 firings)
' ).',
# (. (69 firings)
' (.',
# .. (68 firings)
' ..',
# +. (57 firings)
'+.',
# scholar (54 firings)
' Scholar',
# *. (52 firings)
'*.', ' *.',
# .... (38 firings)
' ....',
# ,. (35 firings)
',.',
# !. (32 firings)
'!.',
# ." (28 firings)
' ."',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return '.-family', 1
def prog_L02F08034(input_tokens):
"""26 token families, 27 surface forms (train F1 of the uncapped optimum: 0.897).
Fires at 2,332 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: occurrences of the name "Peters" """
# --- end external annotation ---
fire = {
# pet (187 firings)
' Peters',
# yer (174 firings)
'yers',
# nickel (151 firings)
' Nickel',
# eter (133 firings)
'eters',
# pop (121 firings)
' pops',
# kamp (119 firings)
'kamp',
# cumm (113 firings)
' Cummings',
# ips (112 firings)
' Ips',
# kath (112 firings)
' Kath',
# pist (110 firings)
' Pist', ' pist',
# cottage (78 firings)
' cottage',
# petersen (70 firings)
' Petersen',
# kit (67 firings)
' Kits',
# kling (66 firings)
' Kling',
# brigg (60 firings)
' Briggs',
# peck (57 firings)
' Peck',
# physician (43 firings)
' Physicians',
# anew (42 firings)
' anew',
# ppel (41 firings)
'ppel',
# piston (31 firings)
' piston',
# coerc (31 firings)
' coerced',
# coercion (30 firings)
' coercion',
# plugin (27 firings)
' Plugin',
# ver (24 firings)
' VERS',
# pact (23 firings)
' Pact',
# ussen (21 firings)
'ussen',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'pet-family', 1
def prog_L02F08036(input_tokens):
"""38 token families, 41 surface forms (train F1 of the uncapped optimum: 0.815).
Fires at 3,393 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to barriers or challenges"""
# --- end external annotation ---
fire = {
# barri (303 firings)
' barriers',
# obstacl (237 firings)
' obstacles',
# obstacle (174 firings)
' obstacle',
# hurdl (112 firings)
' hurdles',
# intersection (91 firings)
' intersections',
# bould (91 firings)
' boulder', ' bould',
# block (90 firings)
' blocker', 'blocks', ' blockers',
# stumbl (89 firings)
' stumbling',
# grav (89 firings)
' Gravity',
# object (83 firings)
' Object',
# jump (82 firings)
'Jump',
# derail (80 firings)
' derailed',
# setback (75 firings)
' setbacks',
# hamper (71 firings)
' hampered',
# thwart (70 firings)
' thwarted',
# embarras (70 firings)
' embarrass',
# pitfall (64 firings)
' pitfalls',
# checkpoint (63 firings)
' checkpoints',
# overty (61 firings)
'overty',
# advers (60 firings)
' adversity',
# distraction (59 firings)
' distractions',
# imp (57 firings)
' imped',
# inconvenient (50 firings)
' inconvenient',
# insur (45 firings)
' insur',
# hardship (44 firings)
' hardships',
# persev (42 firings)
' persever',
# tempt (40 firings)
' tempt',
# obst (33 firings)
' Obst',
# ...) (33 firings)
'...)',
# hinder (32 firings)
' hindered',
# frust (31 firings)
' frust',
# eng (16 firings)
'enges',
# enery (15 firings)
'enery',
# allel (14 firings)
'allel',
# impede (13 firings)
' impede',
# pursu (12 firings)
' pursu',
# ruit (11 firings)
'ruits',
# idable (10 firings)
'idable',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'barri-family', 1
def prog_L02F08037(input_tokens):
"""44 token families, 51 surface forms (train F1 of the uncapped optimum: 0.840).
Fires at 4,840 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to linebackers and notable figures related to football or sports"""
# --- end external annotation ---
fire = {
# soul (208 firings)
' Soul', 'Soul',
# lb (193 firings)
' LB', 'lb', 'LB',
# inn (168 firings)
'inner',
# di (165 firings)
' DI',
# deg (152 firings)
'deg', ' Deg', ' deg',
# iew (119 firings)
'iew',
# urat (116 firings)
'urated',
# hog (111 firings)
' hog', ' Hog',
# vand (110 firings)
' Vand',
# cork (104 firings)
' Cork',
# lc (93 firings)
' LC',
# rd (87 firings)
'RD', ' RD',
# glas (81 firings)
'glass',
# loft (77 firings)
' Loft',
# ing (77 firings)
' ing',
# gotten (76 firings)
'gotten',
# 850 (76 firings)
' 850',
# lag (76 firings)
'lag',
# snatch (76 firings)
' snatched',
# lyndon (73 firings)
' Lyndon',
# ob (73 firings)
' OB',
# rag (73 firings)
'rag',
# ο (70 firings)
'ο',
# mutant (68 firings)
' Mutant',
# ussr (67 firings)
' USSR',
# kgb (61 firings)
' KGB',
# goldstein (53 firings)
' Goldstein',
# ls (51 firings)
' LS',
# ixt (50 firings)
'ixties',
# hl (48 firings)
' HL',
# flung (48 firings)
' flung',
# yg (47 firings)
'yg',
# eyed (43 firings)
' eyed',
# black (42 firings)
' BLACK',
# ld (40 firings)
' LD',
# cripp (39 firings)
' cripp',
# immut (36 firings)
' immutable',
# int (36 firings)
' INT',
# ots (36 firings)
'OTS',
# ivab (32 firings)
'ivably',
# ess (30 firings)
' Essence',
# enf (26 firings)
'enf',
# zi (24 firings)
'ZI',
# ledg (24 firings)
'ledged',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'soul-family', 1
def prog_L02F08038(input_tokens):
"""49 token families, 54 surface forms (train F1 of the uncapped optimum: 0.739).
Fires at 4,606 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to resilience and its applications in various contexts"""
# --- end external annotation ---
fire = {
# adapt (237 firings)
' adapt', ' adaptive',
# resistant (147 firings)
' resistant', 'resistant',
# appropriate (139 firings)
' appropriately',
# mcmast (136 firings)
' McMaster',
# ras (99 firings)
' Ras',
# fierce (98 firings)
' fiercely',
# readi (92 firings)
' readiness',
# rina (89 firings)
'rina',
# preserv (87 firings)
' preserved',
# resilient (80 firings)
' resilient',
# resili (78 firings)
' resilience',
# overcame (73 firings)
' overcame',
# ulner (72 firings)
'ulnerable', 'ulnerability',
# scal (71 firings)
' scalable',
# elin (70 firings)
'elin',
# persist (69 firings)
' persistence',
# superpow (66 firings)
' superpower',
# overcom (63 firings)
' overcoming',
# alum (63 firings)
' alum',
# advers (60 firings)
' adversity',
# wellbe (54 firings)
' wellbeing',
# tough (53 firings)
' toughness',
# athleticism (52 firings)
' athleticism',
# spiritual (52 firings)
' spirituality',
# cop (48 firings)
' coping',
# insula (47 firings)
' insulation',
# hael (47 firings)
'HAEL',
# par (47 firings)
'pared',
# can (45 firings)
'CAN',
# valiant (43 firings)
' valiant',
# insulat (42 firings)
' insulated',
# invinc (39 firings)
' invincible',
# willpow (37 firings)
' willpower',
# sunscreen (37 firings)
' sunscreen',
# defenc (37 firings)
' defences',
# antidote (36 firings)
' antidote',
# vital (36 firings)
' vitality',
# ascen (34 firings)
' Ascension',
# itiv (32 firings)
'itivity',
# acea (31 firings)
'acea',
# resurrec (28 firings)
' Resurrection',
# suscept (27 firings)
' susceptibility', ' suscept',
# surviv (24 firings)
' surviv', ' Surviv',
# emon (22 firings)
'emonic',
# oenix (21 firings)
'oenix',
# ixir (21 firings)
'ixir',
# inc (20 firings)
'incible',
# nes (19 firings)
'NESS',
# efeat (18 firings)
'efeated',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'adapt-family', 1
def prog_L02F08039(input_tokens):
"""4 token families, 9 surface forms (train F1 of the uncapped optimum: 0.845).
Fires at 4,056 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "wait" in various contexts"""
# --- end external annotation ---
fire = {
# wait (2,889 firings)
' wait', ' waited', ' Wait', ' waits', 'Wait', 'wait',
# await (72 firings)
' await',
# standby (49 firings)
' standby',
# suffice (21 firings)
' suffice',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'wait-family', 1
def prog_L02F08041(input_tokens):
"""35 token families, 41 surface forms (train F1 of the uncapped optimum: 0.810).
Fires at 3,765 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to supervisory roles or positions"""
# --- end external annotation ---
fire = {
# supervisor (333 firings)
' supervisor', ' supervisors', ' Supervisor',
# rank (226 firings)
'ranking',
# work (203 firings)
'workers', 'worker',
# floor (188 firings)
' floors',
# technician (188 firings)
' technician', ' technicians', ' Technician',
# sergeant (178 firings)
' sergeant',
# visor (140 firings)
'visors', 'visor',
# saw (133 firings)
' Saw',
# supervi (119 firings)
' supervision',
# superv (100 firings)
' superv',
# revision (85 firings)
' revisions',
# review (78 firings)
' reviewers',
# dispatch (77 firings)
' dispatcher',
# landlord (77 firings)
' landlord',
# tacoma (76 firings)
' Tacoma',
# superintendent (64 firings)
' superintendent',
# sup (51 firings)
' SUPER',
# ecology (50 firings)
' Ecology',
# superior (44 firings)
' superiors',
# visory (43 firings)
'visory',
# cowork (42 firings)
' coworkers',
# wait (40 firings)
' waiter',
# anti (39 firings)
'antis',
# conductor (38 firings)
' conductor',
# subordinat (34 firings)
' subordinates',
# ework (33 firings)
'eworks',
# switch (32 firings)
'Switch',
# mainline (31 firings)
' mainline',
# contra (31 firings)
' Contra',
# tsu (25 firings)
' Tsu',
# chron (22 firings)
'chron',
# overse (20 firings)
' overse',
# percentile (18 firings)
' percentile',
# subsystem (16 firings)
' subsystem',
# manag (15 firings)
'manager',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'supervisor-family', 1
def prog_L02F08042(input_tokens):
"""14 token families, 17 surface forms (train F1 of the uncapped optimum: 0.817).
Fires at 3,452 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "implemented" """
# --- end external annotation ---
fire = {
# implement (943 firings)
' implemented', ' implementing',
# imple (523 firings)
' implement', ' Implement',
# implementa (434 firings)
' implementation', ' Implementation',
# final (186 firings)
' finalized',
# enact (129 firings)
' enacted',
# dev (122 firings)
' devised',
# reinstat (105 firings)
' reinstated',
# ratif (89 firings)
' ratified',
# conceiv (89 firings)
' conceived',
# pioneer (81 firings)
' pioneered',
# institut (77 firings)
' instituted',
# track (72 firings)
'tracking',
# ple (22 firings)
'plement',
# plementa (13 firings)
'plementation',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'implement-family', 1
def prog_L02F08043(input_tokens):
"""3 token families, 6 surface forms (train F1 of the uncapped optimum: 0.853).
Fires at 6,987 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the concept of "nation." """
# --- end external annotation ---
fire = {
# nation (5,316 firings)
' nation', ' Nation', 'nation', 'Nation',
# national (89 firings)
' nationality',
# wealth (59 firings)
'wealth',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'nation-family', 1
def prog_L02F08044(input_tokens):
"""47 token families, 50 surface forms (train F1 of the uncapped optimum: 0.910).
Fires at 6,938 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: repeated mentions of specific names and terms related to destruction or negative impacts"""
# --- end external annotation ---
fire = {
# mad (292 firings)
' madness', ' Madness',
# col (201 firings)
'COL',
# rav (201 firings)
' rav', ' Rav',
# az (189 firings)
'AZ',
# churchill (168 firings)
' Churchill',
# sod (155 firings)
' sod', ' Sod',
# drive (142 firings)
'drive',
# ala (132 firings)
' Ala',
# chronicl (131 firings)
' Chronicles',
# plann (127 firings)
' planners',
# prescott (120 firings)
' Prescott',
# predator (109 firings)
' Predator',
# dak (103 firings)
' Dak',
# fut (102 firings)
' fut',
# dang (98 firings)
'danger',
# 1941 (97 firings)
' 1941',
# clut (96 firings)
' clut',
# vell (93 firings)
'vell',
# barren (88 firings)
' barren',
# pandora (87 firings)
' Pandora',
# dahl (86 firings)
' Dahl',
# conrad (82 firings)
' Conrad',
# ox (81 firings)
'OX',
# ata (79 firings)
'ATA',
# mord (77 firings)
' Mord',
# ax (77 firings)
'AX',
# paradox (76 firings)
' Paradox',
# bil (73 firings)
'BIL',
# connector (72 firings)
' connector',
# ravag (69 firings)
' ravaged',
# abu (67 firings)
'abus',
# amo (67 firings)
' Amos',
# hav (66 firings)
' Hav',
# din (62 firings)
'din',
# buffet (61 firings)
' buffet',
# ectar (61 firings)
'ectar',
# dopamine (60 firings)
' dopamine',
# sas (57 firings)
' SAS',
# bridgewat (56 firings)
' Bridgewater',
# pax (55 firings)
' Pax',
# ة (55 firings)
'ة',
# bas (53 firings)
' BAS',
# roz (53 firings)
' Roz',
# wor (50 firings)
'WOR',
# raven (49 firings)
' raven',
# cursor (47 firings)
' cursor',
# cro (46 firings)
' Cros',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'mad-family', 1
def prog_L02F08045(input_tokens):
"""30 token families, 32 surface forms (train F1 of the uncapped optimum: 0.913).
Fires at 2,023 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the element mercury"""
# --- end external annotation ---
fire = {
# mercury (293 firings)
' Mercury', ' mercury',
# curios (146 firings)
' Curiosity',
# correspond (136 firings)
' Correspond',
# crimson (135 firings)
' Crimson',
# ilda (117 firings)
'ilda',
# karma (74 firings)
' Karma', ' karma',
# neptune (72 firings)
' Neptune',
# emer (68 firings)
'Emer',
# nirvana (57 firings)
' Nirvana',
# emerald (53 firings)
' Emerald',
# eryl (51 firings)
'eryl',
# gemini (50 firings)
' Gemini',
# merc (42 firings)
'Merc',
# meridian (40 firings)
' Meridian',
# obal (37 firings)
'obal',
# yellow (36 firings)
'yellow',
# /? (35 firings)
'/?',
# 777 (33 firings)
'777',
# origin (33 firings)
'origin',
# xy (30 firings)
'XY',
# 305 (29 firings)
'305',
# mmr (28 firings)
' MMR',
# ------ (25 firings)
' ------',
# ios (25 firings)
'iosity',
# spectre (23 firings)
' Spectre',
# 757 (22 firings)
'757',
# 707 (21 firings)
'707',
# ppm (19 firings)
' ppm',
# chimera (14 firings)
' Chimera',
# 759 (7 firings)
'759',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'mercury-family', 1
def prog_L02F08048(input_tokens):
"""12 token families, 17 surface forms (train F1 of the uncapped optimum: 0.623).
Fires at 4,318 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "vowed." """
# --- end external annotation ---
fire = {
# vow (742 firings)
' vowed', ' vows', ' vow',
# pledg (514 firings)
' pledged', ' pledging',
# foe (241 firings)
' foe', ' foes',
# defiant (136 firings)
' defiant',
# seven (123 firings)
' Seven',
# plott (105 firings)
' plotting',
# pilgrimage (76 firings)
' pilgrimage',
# solemn (75 firings)
' solemn',
# steadfast (67 firings)
' steadfast',
# swore (50 firings)
' swore',
# olute (43 firings)
'olute', 'olutely',
# etermin (41 firings)
'etermined',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'vow-family', 1
def prog_L02F08049(input_tokens):
"""18 token families, 24 surface forms (train F1 of the uncapped optimum: 0.788).
Fires at 7,834 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "issued" related to formal notifications or orders"""
# --- end external annotation ---
fire = {
# issu (3,547 firings)
' issued', ' issuing', 'issued', ' issuance', 'issues', ' issu', ' issuer',
# impos (511 firings)
' imposed',
# penn (258 firings)
' penned',
# slapp (181 firings)
' slapped',
# administer (145 firings)
' administered',
# issue (136 firings)
'issue',
# circulat (88 firings)
' circulated',
# ident (75 firings)
'idents',
# mail (67 firings)
' mailed',
# lev (59 firings)
' levied',
# iss (39 firings)
' Iss',
# emanat (37 firings)
' emanating',
# institut (36 firings)
' instituted',
# isd (33 firings)
'isd',
# state (31 firings)
'statement',
# number (29 firings)
'numbered',
# promulg (28 firings)
' promulg',
# alde (23 firings)
'alde',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'issu-family', 1
def prog_L02F08050(input_tokens):
"""30 token families, 47 surface forms (train F1 of the uncapped optimum: 0.327).
Fires at 520,524 of 36,786,566 positions.
Fires at 1.41% of positions, and
token rules do not serve features this dense: median test F1 0.086
across the 37,173 features above 0.39% of positions, against 0.763 for
the 76,283 below 0.016%. Read this fire set as the best available
approximation, not as what the feature does."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: actions related to conflict and suppression"""
# --- end external annotation ---
fire = {
# be (11,422 firings)
' be',
# make (7,258 firings)
' make', 'make', ' MAKE',
# get (6,539 firings)
' get',
# do (5,137 firings)
' do', 'do',
# take (4,088 firings)
' take',
# see (3,604 firings)
' see',
# help (3,200 firings)
' help',
# go (2,976 firings)
' go',
# find (2,792 firings)
' find',
# play (2,542 firings)
' play',
# keep (2,536 firings)
' keep', 'keep',
# use (2,500 firings)
' use', ' USE',
# bring (2,035 firings)
' bring', ' bringing', 'bring', ' Bring',
# start (2,027 firings)
' start', 'start',
# become (1,976 firings)
' become', ' Become',
# create (1,938 firings)
' create', ' Create', 'create',
# give (1,932 firings)
' give',
# build (1,815 firings)
' build', ' Build',
# put (1,687 firings)
' put',
# stop (1,670 firings)
' stop', ' Stop',
# pay (1,613 firings)
' pay',
# run (1,592 firings)
' run',
# change (1,585 firings)
' change',
# provide (1,565 firings)
' provide', ' Provide',
# turn (1,430 firings)
' turn', ' turning',
# move (1,410 firings)
' move',
# watch (1,355 firings)
' watch',
# allow (1,353 firings)
' allow',
# subscribe (1,315 firings)
' subscribe',
# return (1,312 firings)
' return', ' returning',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'be-family', 1
def prog_L02F08051(input_tokens):
"""49 token families, 52 surface forms (train F1 of the uncapped optimum: 0.781).
Fires at 8,830 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: negative opinions and mentions of dating platforms"""
# --- end external annotation ---
fire = {
# match (274 firings)
' Match',
# evolu (183 firings)
' Evolution',
# atoon (169 firings)
'atoon',
# admission (167 firings)
' admissions',
# centr (140 firings)
'centric',
# pill (137 firings)
' Pill', 'pill',
# toilet (133 firings)
' toilets',
# 247 (132 firings)
' 247', '247',
# ric (122 firings)
'rics',
# discord (120 firings)
' discord', ' Discord',
# appy (116 firings)
'appy',
# dunk (112 firings)
' Dunk',
# albion (111 firings)
' Albion',
# fiance (109 firings)
' fiance',
# dev (105 firings)
' devised',
# upid (103 firings)
'upid',
# fred (96 firings)
'fred',
# oyal (95 firings)
'oyal',
# bledon (92 firings)
'bledon',
# tind (91 firings)
' Tinder',
# mat (91 firings)
' mates',
# patrick (90 firings)
'patrick',
# drap (86 firings)
' Draper',
# dign (85 firings)
' Dign',
# hust (82 firings)
' Hust',
# goff (80 firings)
' Goff',
# 401 (77 firings)
' 401',
# ploy (73 firings)
'ploy',
# dunham (72 firings)
' Dunham',
# royale (71 firings)
' Royale',
# tal (68 firings)
'tal',
# opp (67 firings)
'opped',
# plac (67 firings)
'places',
# grind (66 firings)
' Grind',
# idel (65 firings)
'idelity',
# redd (65 firings)
' Redd',
# iston (64 firings)
'iston',
# buck (60 firings)
'bucks',
# iped (57 firings)
'iped',
# spoon (55 firings)
' Spoon',
# kend (55 firings)
' Kend',
# sadd (54 firings)
' Sadd',
# employ (54 firings)
'employ',
# agh (53 firings)
'agher',
# dove (53 firings)
' Dove',
# destruct (53 firings)
'destruct',
# stupid (51 firings)
' Stupid',
# adultery (50 firings)
' adultery',
# dou (49 firings)
' dou',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'match-family', 1
def prog_L02F08052(input_tokens):
"""50 token families, 53 surface forms (train F1 of the uncapped optimum: 0.851).
Fires at 9,544 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to individuals and their influence in various contexts"""
# --- end external annotation ---
fire = {
# meet (509 firings)
' meets',
# article (259 firings)
'article',
# wire (189 firings)
'wire',
# step (180 firings)
'step',
# transform (178 firings)
' Transformers', 'Transform',
# powerhouse (175 firings)
' powerhouse',
# ctv (171 firings)
'CTV',
# stown (162 firings)
'stown',
# ven (156 firings)
'vention',
# staunch (147 firings)
' staunch',
# wart (139 firings)
'wart', 'warts',
# thouse (132 firings)
'thouse',
# headquart (131 firings)
' Headquarters',
# ington (131 firings)
'INGTON',
# lington (121 firings)
'lington',
# stout (117 firings)
' stout', ' Stout',
# cartoon (116 firings)
' cartoons',
# steen (112 firings)
'steen',
# bust (103 firings)
'busters',
# wo (99 firings)
'wo',
# rosse (98 firings)
'rosse',
# wayne (96 firings)
'wayne',
# punk (96 firings)
'punk',
# ierce (93 firings)
'ierce',
# bor (92 firings)
'bors',
# stomp (90 firings)
' stomp',
# astic (90 firings)
'astics',
# whelm (87 firings)
'whelming',
# vernight (84 firings)
'vernight',
# ene (80 firings)
'ENE',
# ster (79 firings)
'STER',
# stev (74 firings)
' Stev',
# oddy (74 firings)
'oddy',
# cena (70 firings)
' Cena',
# cow (69 firings)
'cow',
# vo (69 firings)
'VO',
# wig (68 firings)
'wig',
# ourt (68 firings)
'ourt',
# rek (66 firings)
'rek',
# bys (65 firings)
'bys',
# wit (65 firings)
'wit',
# hf (65 firings)
'HF',
# etsu (64 firings)
'etsu',
# ghostbust (64 firings)
' Ghostbusters',
# ewat (63 firings)
'ewater',
# wt (63 firings)
'WT',
# zie (59 firings)
'zie',
# kie (59 firings)
'kie',
# wark (59 firings)
'wark',
# ijn (58 firings)
'ijn',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'meet-family', 1
def prog_L02F08053(input_tokens):
"""9 token families, 11 surface forms (train F1 of the uncapped optimum: 0.757).
Fires at 3,758 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: the presence of the prefix "se-" in words"""
# --- end external annotation ---
fire = {
# se (1,867 firings)
' se', ' SE',
# seam (92 firings)
' seams', ' seam',
# seces (88 firings)
' secession',
# crow (75 firings)
' crow',
# seed (56 firings)
' seeded',
# nest (56 firings)
' nesting',
# sea (35 firings)
' SEA',
# writ (35 firings)
' writ',
# sear (16 firings)
' sear',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'se-family', 1
def prog_L02F08054(input_tokens):
"""36 token families, 40 surface forms (train F1 of the uncapped optimum: 0.898).
Fires at 2,106 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to the legal or regulatory context of cases"""
# --- end external annotation ---
fire = {
# cas (382 firings)
' cas', 'cas', ' casing', 'Cas', ' CAS',
# rang (152 firings)
' rang',
# cedar (127 firings)
' Cedar',
# sac (89 firings)
' sac',
# cis (88 firings)
' cis',
# scot (84 firings)
' Scots',
# bast (78 firings)
' bast',
# cj (74 firings)
' CJ',
# cac (66 firings)
' cac',
# barr (60 firings)
' barr',
# casu (56 firings)
' Casual',
# latt (50 firings)
' latt',
# ls (50 firings)
' LS',
# veh (46 firings)
' veh',
# haz (44 firings)
' haz',
# cur (43 firings)
' curs',
# matt (42 firings)
' matt',
# caf (39 firings)
' caf',
# pus (35 firings)
' pus',
# cout (34 firings)
' cout',
# cav (30 firings)
' cav',
# bapt (26 firings)
' bapt',
# prosecut (21 firings)
' prosecut',
# surviv (20 firings)
' surviv',
# cast (19 firings)
' caster',
# benz (17 firings)
' benz',
# vot (17 firings)
' vot',
# tex (15 firings)
' tex',
# plaint (12 firings)
' Plaint',
# cir (11 firings)
' cir',
# burse (11 firings)
'burse',
# proc (9 firings)
' PROC',
# vou (9 firings)
' vou',
# tomat (9 firings)
' tomat',
# box (8 firings)
' BOX',
# contribut (6 firings)
' contribut',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'cas-family', 1
def prog_L02F08055(input_tokens):
"""1 token families, 3 surface forms (train F1 of the uncapped optimum: 0.948).
Fires at 31,076 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "now." """
# --- end external annotation ---
fire = {
# now (28,904 firings)
' now', 'now', ' NOW',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'now-family', 1
def prog_L02F08056(input_tokens):
"""17 token families, 21 surface forms (train F1 of the uncapped optimum: 0.802).
Fires at 4,907 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to wood or wooden structures"""
# --- end external annotation ---
fire = {
# wood (2,019 firings)
'wood', 'Wood', 'WOOD', 'woods',
# brook (172 firings)
'brook',
# cliff (148 firings)
' Cliff',
# gard (132 firings)
'gard',
# hurst (132 firings)
'hurst',
# hol (128 firings)
' Holly',
# gold (122 firings)
'gold', ' GOLD',
# rose (89 firings)
'rose',
# greenwood (83 firings)
' Greenwood',
# lund (79 firings)
'lund',
# fall (79 firings)
'Fall',
# ood (66 firings)
'OOD',
# vale (57 firings)
'vale',
# bane (41 firings)
'bane',
# weed (40 firings)
'weed',
# aldehyde (29 firings)
'aldehyde',
# furnish (24 firings)
' furnish',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'wood-family', 1
def prog_L02F08058(input_tokens):
"""49 token families, 51 surface forms (train F1 of the uncapped optimum: 0.797).
Fires at 5,420 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: words related to crochet and pledges"""
# --- end external annotation ---
fire = {
# ledge (174 firings)
'ledge',
# brighton (171 firings)
' Brighton',
# atsu (151 firings)
'atsu',
# chet (150 firings)
'chet',
# ret (150 firings)
'rets', 'RET',
# mystery (134 firings)
' Mystery',
# chart (130 firings)
' Charter',
# ket (115 firings)
'ket',
# monkey (113 firings)
' Monkey',
# geon (112 firings)
'geon',
# hamm (96 firings)
'hammer',
# cro (91 firings)
'cro',
# atic (88 firings)
'atics',
# bol (77 firings)
'bol',
# mat (77 firings)
'matic',
# yon (76 firings)
'yon',
# monk (75 firings)
' Monk',
# colt (74 firings)
' Colt',
# histor (72 firings)
'historic',
# olv (71 firings)
'olver',
# trap (71 firings)
' Trap',
# ton (69 firings)
'tons',
# ratch (69 firings)
'ratch',
# chun (66 firings)
' Chun',
# anti (65 firings)
'antis',
# gey (63 firings)
'gey',
# pent (61 firings)
'pent', 'penter',
# heed (59 firings)
'heed',
# samson (55 firings)
' Samson',
# myst (55 firings)
' Myst',
# rero (53 firings)
'rero',
# gee (52 firings)
'gee',
# magnet (51 firings)
' Magnet',
# wiley (50 firings)
' Wiley',
# tel (48 firings)
'tel',
# hoop (46 firings)
' hoops',
# fun (45 firings)
' FUN',
# auntlet (43 firings)
'auntlet',
# chak (40 firings)
' Chak',
# oli (35 firings)
'olition',
# cision (34 firings)
'cision',
# cano (32 firings)
'cano',
# crochet (31 firings)
' crochet',
# puzzle (30 firings)
' Puzzle',
# chid (28 firings)
'chid',
# ledg (24 firings)
'ledged',
# ahon (23 firings)
'ahon',
# hest (21 firings)
'hester',
# apult (21 firings)
'apult',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'ledge-family', 1
def prog_L02F08059(input_tokens):
"""15 token families, 18 surface forms (train F1 of the uncapped optimum: 0.796).
Fires at 2,339 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the word processing software "Word" and its various contexts"""
# --- end external annotation ---
fire = {
# word (598 firings)
' Word', ' Words', 'Word',
# apost (125 firings)
' apost', ' Apost',
# bold (114 firings)
' Bold',
# hack (112 firings)
' Hacker',
# weird (108 firings)
' Weird',
# upid (91 firings)
'upid',
# pound (67 firings)
' Pound',
# math (62 firings)
'math',
# bi (52 firings)
' BI',
# wisdom (48 firings)
' Wisdom',
# wad (45 firings)
' Wad',
# abal (40 firings)
'abal',
# bib (40 firings)
' Bib',
# ivot (37 firings)
'ivot',
# unit (37 firings)
'Unit',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'word-family', 1
def prog_L02F08061(input_tokens):
"""7 token families, 9 surface forms (train F1 of the uncapped optimum: 0.894).
Fires at 3,598 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: the word "highly" and its associated context indicating intensity or significance"""
# --- end external annotation ---
fire = {
# high (2,555 firings)
' highly', 'highly', ' Highly',
# disgr (118 firings)
' disgr',
# unsur (63 firings)
' unsur',
# ips (60 firings)
' IPS',
# esteem (55 firings)
' esteemed',
# fine (48 firings)
' finely',
# inent (21 firings)
'inently',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'high-family', 1
def prog_L02F08062(input_tokens):
"""40 token families, 47 surface forms (train F1 of the uncapped optimum: 0.875).
Fires at 13,687 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the x86 computer architecture"""
# --- end external annotation ---
fire = {
# 36 (1,176 firings)
' 36',
# 48 (1,152 firings)
' 48',
# 38 (988 firings)
' 38',
# 39 (894 firings)
' 39',
# 76 (693 firings)
'76', ' 76',
# 49 (675 firings)
' 49',
# 86 (569 firings)
'86', ' 86',
# 46 (478 firings)
'46',
# 88 (363 firings)
'88',
# 98 (343 firings)
'98',
# 89 (339 firings)
'89',
# 79 (331 firings)
'79',
# 96 (288 firings)
'96',
# 73 (228 firings)
'73',
# 93 (225 firings)
'93',
# 1969 (210 firings)
' 1969', '1969',
# 62 (187 firings)
'62',
# 72 (171 firings)
'72',
# 119 (142 firings)
' 119', '119',
# bomb (131 firings)
'bomb',
# object (105 firings)
'Object',
# lc (93 firings)
' LC',
# dissect (93 firings)
' dissect',
# 224 (80 firings)
' 224', '224',
# 101 (78 firings)
'101',
# 112 (72 firings)
'112',
# 225 (68 firings)
'225',
# 192 (64 firings)
' 192', '192',
# bard (61 firings)
'bard',
# vex (57 firings)
' vex',
# ord (55 firings)
'Ord',
# 186 (55 firings)
' 186', '186',
# ب (50 firings)
'ب',
# 228 (48 firings)
' 228',
# ceed (43 firings)
'ceed',
# interpret (42 firings)
'interpret',
# 675 (40 firings)
'675',
# mj (39 firings)
'MJ',
# 196 (36 firings)
'196',
# 229 (35 firings)
' 229',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return '36-family', 1
def prog_L02F08063(input_tokens):
"""8 token families, 11 surface forms (train F1 of the uncapped optimum: 0.930).
Fires at 3,058 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: occurrences of the name "Jeff." """
# --- end external annotation ---
fire = {
# jeff (2,066 firings)
' Jeff', 'Jeff',
# eff (151 firings)
'EFF', 'eff',
# dianne (104 firings)
' Dianne',
# britt (103 firings)
' Britt',
# jenn (92 firings)
' Jenn', 'Jenn',
# attend (72 firings)
' Attend',
# ittle (54 firings)
'ittle',
# admin (39 firings)
' admins',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'jeff-family', 1
def prog_L02F08064(input_tokens):
"""30 token families, 35 surface forms (train F1 of the uncapped optimum: 0.796).
Fires at 2,817 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "dare" and its variants in various contexts related to challenging norms or expressing boldness"""
# --- end external annotation ---
fire = {
# dar (341 firings)
' daring', ' dared', 'dar',
# dare (264 firings)
' dare', ' Dare',
# duel (142 firings)
' duel', ' Duel',
# yet (127 firings)
'yet',
# brid (101 firings)
'brid',
# bonu (94 firings)
' Bonus', 'Bonus',
# wanna (93 firings)
' wanna',
# bold (79 firings)
' boldly',
# slight (77 firings)
' slightest',
# tresp (67 firings)
' tresp',
# ere (66 firings)
'ERE',
# ventur (64 firings)
' ventured',
# edi (62 firings)
'edition',
# eware (58 firings)
'eware',
# aspire (55 firings)
' aspire',
# forbid (53 firings)
' forbid',
# —- (49 firings)
'—-',
# deem (47 firings)
' deem',
# presume (44 firings)
' presume',
# ² (42 firings)
'²',
# ilege (39 firings)
'ilege',
# levard (36 firings)
'levard',
# aan (29 firings)
'aan',
# want (27 firings)
' WANT',
# gger (20 firings)
'gger',
# shalt (17 firings)
' shalt',
# erity (17 firings)
'erity',
# hath (17 firings)
' hath',
# "! (13 firings)
'"!',
# dl (10 firings)
'dL',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'dar-family', 1
def prog_L02F08065(input_tokens):
"""48 token families, 53 surface forms (train F1 of the uncapped optimum: 0.847).
Fires at 9,557 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: themes related to curiosity and creativity"""
# --- end external annotation ---
fire = {
# curios (332 firings)
' curiosity', ' Curiosity',
# creativ (300 firings)
' creativity',
# ignor (199 firings)
' ignorance',
# arcade (187 firings)
' Arcade', 'Arcade',
# pluto (185 firings)
' Pluto',
# detector (153 firings)
' detector', ' detectors',
# nostalgia (148 firings)
' nostalgia',
# creat (136 firings)
' Creat', ' creat',
# nerd (132 firings)
' nerd',
# informant (125 firings)
' informant', ' informants',
# horizon (116 firings)
' Horizons',
# cience (104 firings)
'cience',
# del (103 firings)
' delic',
# gaga (102 firings)
' Gaga',
# insecur (95 firings)
' insecurity',
# novelty (94 firings)
' novelty',
# open (89 firings)
' openness',
# patriotism (86 firings)
' patriotism',
# prometheu (85 firings)
' Prometheus',
# san (84 firings)
' sanity',
# authentic (84 firings)
' authenticity',
# nuis (83 firings)
' nuisance',
# tresp (83 firings)
' tresp',
# instinct (81 firings)
' instincts',
# sophie (79 firings)
' Sophie',
# curator (78 firings)
' curator',
# char (78 firings)
' Charity',
# curat (77 firings)
' curated',
# helium (76 firings)
' helium',
# hijab (75 firings)
' hijab',
# denise (71 firings)
' Denise',
# trivia (70 firings)
' trivia',
# iscover (70 firings)
'iscovered',
# popcorn (69 firings)
' popcorn',
# souven (68 firings)
' souven',
# ai (68 firings)
' Ai',
# scaven (67 firings)
' scaven',
# coli (66 firings)
' coli',
# poppy (64 firings)
' poppy',
# goose (64 firings)
' Goose',
# chop (61 firings)
' chops',
# ogie (61 firings)
'ogie',
# indiffer (61 firings)
' indifference',
# grandma (60 firings)
' grandma',
# ー (59 firings)
'ー',
# freak (58 firings)
' Freak',
# nos (58 firings)
' noses',
# sensibil (58 firings)
' sensibilities',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'curios-family', 1
def prog_L02F08066(input_tokens):
"""26 token families, 27 surface forms (train F1 of the uncapped optimum: 0.799).
Fires at 1,061 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: symbols or notation that indicate classifications or measurements"""
# --- end external annotation ---
fire = {
# ‐ (130 firings)
'‐',
# erie (98 firings)
' Erie',
# ± (86 firings)
' ±', '±',
# arte (60 firings)
' arte',
# ), (58 firings)
' ),',
# (' (40 firings)
"('",
# ‑ (37 firings)
'‑',
# like (31 firings)
' Likely',
# fol (30 firings)
' fol',
# cer (30 firings)
' cer',
# presume (29 firings)
' presume',
# '- (28 firings)
"'-",
# +/- (26 firings)
' +/-',
# thee (21 firings)
' thee',
# ∼ (19 firings)
' ∼',
# ascular (19 firings)
'ascular',
# ([ (12 firings)
' ([',
# (). (9 firings)
' ().',
# dor (9 firings)
' dors',
# ', (6 firings)
" ',",
# ospace (6 firings)
'ospace',
# ]. (6 firings)
' ].',
# (− (5 firings)
' (−',
# '. (5 firings)
" '.",
# pg (4 firings)
'Pg',
# '). (4 firings)
"').",
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return '‐-family', 1
def prog_L02F08067(input_tokens):
"""14 token families, 18 surface forms (train F1 of the uncapped optimum: 0.884).
Fires at 1,457 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to CB (Customs Border) operations and policies"""
# --- end external annotation ---
fire = {
# cb (406 firings)
' CB', 'CB', 'cb',
# cance (112 firings)
' cance',
# lb (112 firings)
' LB', 'LB',
# te (102 firings)
' TE',
# db (79 firings)
' DB',
# cannabinoid (74 firings)
' cannabinoid', ' cannabinoids',
# cot (73 firings)
' Cot',
# but (69 firings)
' BUT',
# dt (50 firings)
' DT',
# wb (40 firings)
'WB',
# coun (35 firings)
' coun',
# eb (33 firings)
' EB',
# シ (16 firings)
'シ',
# に (16 firings)
'に',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'cb-family', 1
def prog_L02F08068(input_tokens):
"""50 token families, 52 surface forms (train F1 of the uncapped optimum: 0.878).
Fires at 4,544 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to Eric Garner and related discussions surrounding his case"""
# --- end external annotation ---
fire = {
# ifty (197 firings)
'ifty',
# pant (170 firings)
' Pant', 'pants',
# garn (140 firings)
' Garner',
# staten (136 firings)
' Staten',
# gar (132 firings)
'Gar',
# appy (116 firings)
'appy',
# asthma (106 firings)
' asthma',
# san (103 firings)
' Sans',
# fulton (102 firings)
' Fulton',
# brand (100 firings)
' Brands',
# boone (100 firings)
' Boone',
# full (93 firings)
' Fuller',
# unky (91 firings)
'unky',
# faul (90 firings)
' Faul',
# garfield (86 firings)
' Garfield',
# lemon (84 firings)
' Lemon',
# garage (81 firings)
' Garage',
# fiesta (79 firings)
' Fiesta',
# rano (77 firings)
'rano',
# browne (76 firings)
' Browne',
# bland (71 firings)
' Bland',
# forr (68 firings)
' Forrest',
# guth (64 firings)
' Guth',
# nington (64 firings)
'nington',
# sutton (64 firings)
' Sutton',
# favorite (64 firings)
' Favorite', 'Favorite',
# restrain (63 firings)
' restrained',
# butch (62 firings)
' Butcher',
# impatient (61 firings)
' impatient',
# garg (59 firings)
' Garg',
# futile (58 firings)
' futile',
# erica (58 firings)
' Erica',
# quan (57 firings)
' Quan',
# pioneer (55 firings)
' pioneered',
# suck (54 firings)
' sucker',
# conqu (52 firings)
' Conquest',
# fist (52 firings)
' Fist',
# 999 (51 firings)
' 999',
# eaton (47 firings)
' Eaton',
# sear (47 firings)
' Sear',
# seles (41 firings)
'seless',
# crush (39 firings)
' Crush',
# ppo (34 firings)
'ppo',
# start (34 firings)
' Starts',
# fernand (29 firings)
' Fernand',
# overpow (28 firings)
' overpower',
# hatt (27 firings)
' Hatt',
# lov (25 firings)
' Loving',
# selector (25 firings)
' selector',
# deprecat (22 firings)
' deprecated',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'ifty-family', 1
def prog_L02F08069(input_tokens):
"""50 token families, 52 surface forms (train F1 of the uncapped optimum: 0.842).
Fires at 6,369 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the name "Settle" and related terms in various contexts"""
# --- end external annotation ---
fire = {
# boat (216 firings)
'boat', 'boats',
# unbeliev (168 firings)
' unbelievable',
# uddle (162 firings)
'uddle',
# stick (144 firings)
' Stick',
# bone (144 firings)
'bone',
# agle (133 firings)
'agle',
# tail (123 firings)
'tail', 'tails',
# ahoo (116 firings)
'ahoo',
# ettle (107 firings)
'ettle',
# oat (98 firings)
'oat',
# standpoint (93 firings)
' standpoint',
# tie (89 firings)
'ties',
# ell (85 firings)
'ells',
# )! (84 firings)
')!',
# ett (81 firings)
'etter',
# roach (81 firings)
'roach',
# clinch (80 firings)
' clinch',
# forge (80 firings)
' Forge',
# fter (80 firings)
'fter',
# olv (79 firings)
'olver',
# itsch (76 firings)
'itsch',
# ceive (68 firings)
'ceive',
# atto (68 firings)
'atto',
# creek (66 firings)
' creek',
# oodle (66 firings)
'oodle',
# turtle (62 firings)
' Turtle',
# oliath (62 firings)
'oliath',
# torch (62 firings)
' Torch',
# emate (58 firings)
'emate',
# confederacy (57 firings)
' Confederacy',
# ipple (56 firings)
'ipple',
# itto (56 firings)
'itto',
# ogene (55 firings)
'ogeneous',
# put (55 firings)
'puting',
# kettle (54 firings)
' kettle',
# uble (54 firings)
'uble',
# athlon (53 firings)
'athlon',
# atme (50 firings)
'atmeal',
# saddle (50 firings)
' saddle',
# potato (47 firings)
' Potato',
# solid (45 firings)
' solidly',
# indle (44 firings)
'indle',
# poke (44 firings)
'poke',
# ottage (43 firings)
'ottage',
# orm (43 firings)
'ormal',
# lcs (42 firings)
'LCS',
# owl (41 firings)
' Owl',
# cradle (41 firings)
' cradle',
# rouch (37 firings)
'rouch',
# treadmill (37 firings)
' treadmill',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'boat-family', 1
def prog_L02F08070(input_tokens):
"""44 token families, 44 surface forms (train F1 of the uncapped optimum: 0.845).
Fires at 2,974 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: repeated mentions of specific names and surnames related to individuals"""
# --- end external annotation ---
fire = {
# ky (214 firings)
'Ky',
# enko (159 firings)
'enko',
# eno (131 firings)
'eno',
# coon (108 firings)
'coon',
# mit (95 firings)
' Mit',
# oso (91 firings)
'oso',
# kov (90 firings)
' Kov',
# nikov (88 firings)
'nikov',
# henko (81 firings)
'henko',
# izen (79 firings)
'izen',
# opt (76 firings)
' optic',
# abo (76 firings)
'abo',
# obyl (72 firings)
'obyl',
# hand (69 firings)
'handedly',
# chenko (67 firings)
'chenko',
# chen (66 firings)
'chens',
# chuk (60 firings)
'chuk',
# articl (58 firings)
'articles',
# arro (57 firings)
'arro',
# erno (50 firings)
'erno',
# net (48 firings)
'nets',
# ersen (48 firings)
'ersen',
# rigan (44 firings)
'rigan',
# mitochondr (42 firings)
' mitochondrial',
# agame (40 firings)
'agame',
# alley (37 firings)
' Alley',
# ero (32 firings)
'ERO',
# oward (31 firings)
'oward',
# gado (30 firings)
'gado',
# mitochond (27 firings)
' mitochond',
# endi (27 firings)
'endi',
# rd (26 firings)
'RD',
# export (25 firings)
'export',
# game (22 firings)
'GAME',
# pathy (22 firings)
'pathy',
# luthor (18 firings)
' Luthor',
# unin (17 firings)
'unin',
# anoia (16 firings)
'anoia',
# ascular (15 firings)
'ascular',
# env (15 firings)
'env',
# iltra (14 firings)
'iltration',
# ensure (13 firings)
' Ensure',
# console (13 firings)
'console',
# utonium (8 firings)
'utonium',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'ky-family', 1
def prog_L02F08071(input_tokens):
"""19 token families, 19 surface forms (train F1 of the uncapped optimum: 0.631).
Fires at 1,426 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: special characters or symbols in the text"""
# --- end external annotation ---
fire = {
# mcauliffe (112 firings)
' McAuliffe',
# paula (93 firings)
' Paula',
# qa (72 firings)
'qa',
# pro (65 firings)
'PRO',
# imran (64 firings)
' Imran',
# ._ (61 firings)
'._',
# iva (59 firings)
'ivas',
# dissu (33 firings)
' dissu',
# ({ (29 firings)
'({',
# し (25 firings)
'し',
# ​​ (24 firings)
'\u200b\u200b',
# etit (18 firings)
'etitive',
# ........................ (16 firings)
'........................',
# -------------------------------- (11 firings)
' --------------------------------',
# proc (9 firings)
' PROC',
# ................................ (5 firings)
'................................',
# req (5 firings)
' req',
# •• (4 firings)
'••',
# ^^^^ (4 firings)
'^^^^',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'mcauliffe-family', 1
def prog_L02F08072(input_tokens):
"""16 token families, 16 surface forms (train F1 of the uncapped optimum: 0.836).
Fires at 2,589 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of the Rams football team"""
# --- end external annotation ---
fire = {
# ram (472 firings)
' Rams',
# charg (297 firings)
' Chargers',
# mer (202 firings)
'mers',
# redskin (191 firings)
' Redskins',
# sun (157 firings)
' Suns',
# timb (153 firings)
' Timbers',
# buccane (141 firings)
' Buccaneers',
# rick (87 firings)
'ricks',
# hindu (86 firings)
' Hindus',
# goff (80 firings)
' Goff',
# dam (62 firings)
' dams',
# rath (56 firings)
' Rath',
# steroid (42 firings)
' steroid',
# delu (42 firings)
' delusion',
# ral (34 firings)
'rals',
# leg (19 firings)
' Legs',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'ram-family', 1
def prog_L02F08073(input_tokens):
"""48 token families, 51 surface forms (train F1 of the uncapped optimum: 0.779).
Fires at 10,516 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the concept of "weight" or "heaviness." """
# --- end external annotation ---
fire = {
# vow (216 firings)
' vows', ' vow',
# vert (186 firings)
'vert',
# avy (136 firings)
'avy',
# command (136 firings)
' commanding',
# oval (135 firings)
'oval',
# boat (133 firings)
' Boat',
# succes (132 firings)
' succession',
# ppy (118 firings)
'ppy',
# usp (117 firings)
'usp',
# archy (116 firings)
'archy',
# posture (115 firings)
' posture',
# awk (112 firings)
'awk',
# veterinary (108 firings)
' veterinary', ' Veterinary',
# ansk (107 firings)
'ansk',
# filip (105 firings)
' Filip',
# atter (104 firings)
'attering',
# plane (101 firings)
'plane',
# bledon (100 firings)
'bledon',
# andowski (99 firings)
'andowski',
# bc (88 firings)
'bc',
# par (88 firings)
' parity',
# whipp (86 firings)
' whipping', ' whipped',
# cast (85 firings)
'caster',
# bent (76 firings)
'bent',
# anova (73 firings)
'anova',
# metall (73 firings)
' metallic',
# ggy (72 firings)
'ggy',
# ampunk (70 firings)
'ampunk',
# uming (70 firings)
'uming',
# ord (69 firings)
' ord',
# laureate (68 firings)
' laureate',
# bombay (66 firings)
' Bombay',
# brah (64 firings)
' Brah',
# ighton (63 firings)
'ighton',
# irl (62 firings)
'irling',
# aut (61 firings)
'autical',
# arent (60 firings)
'arent',
# stall (60 firings)
'stall',
# umed (59 firings)
'umed',
# agon (58 firings)
'agonal',
# vb (57 firings)
'VB',
# ovable (57 firings)
'ovable',
# marine (56 firings)
'marine',
# plin (54 firings)
'plin',
# urai (53 firings)
'urai',
# sv (52 firings)
'sv',
# agh (51 firings)
'agher',
# decorat (50 firings)
' decorative',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'vow-family', 1
def prog_L02F08074(input_tokens):
"""45 token families, 45 surface forms (train F1 of the uncapped optimum: 0.714).
Fires at 5,699 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: names of countries, particularly those associated with specific contexts or issues"""
# --- end external annotation ---
fire = {
# congo (213 firings)
' Congo',
# uganda (178 firings)
' Uganda',
# cambodia (137 firings)
' Cambodia',
# cameroon (124 firings)
' Cameroon',
# ethiopia (119 firings)
' Ethiopia',
# bolivia (118 firings)
' Bolivia',
# andan (109 firings)
'andan',
# tasmania (106 firings)
' Tasmania',
# programme (102 firings)
' Programme',
# chronicl (102 firings)
' Chronicles',
# rwanda (92 firings)
' Rwanda',
# bot (90 firings)
' Bots',
# algeria (90 firings)
' Algeria',
# burk (87 firings)
' Burk',
# tanzania (86 firings)
' Tanzania',
# madagascar (83 firings)
' Madagascar',
# angola (78 firings)
' Angola',
# sahara (76 firings)
' Sahara',
# mongolia (73 firings)
' Mongolia',
# iland (71 firings)
'iland',
# utan (67 firings)
'utan',
# samoa (65 firings)
' Samoa',
# develop (65 firings)
'developed',
# zzo (64 firings)
'zzo',
# seneg (62 firings)
' Senegal',
# ibia (58 firings)
'ibia',
# wana (56 firings)
'wana',
# saharan (56 firings)
'Saharan',
# zamb (52 firings)
' Zamb',
# orea (51 firings)
'orea',
# chimpanze (49 firings)
' chimpanzees',
# mb (49 firings)
' Mb',
# cambod (45 firings)
' Cambod',
# atu (45 firings)
'atu',
# maize (43 firings)
' maize',
# lao (40 firings)
' Laos',
# iola (40 firings)
'iola',
# fas (37 firings)
' Fas',
# maurit (36 firings)
' Maurit',
# ivia (33 firings)
'ivia',
# –– (27 firings)
'––',
# egal (20 firings)
'egal',
# 大 (20 firings)
'大',
# cong (20 firings)
'Cong',
# imbabwe (16 firings)
'imbabwe',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'congo-family', 1
def prog_L02F08076(input_tokens):
"""47 token families, 72 surface forms (train F1 of the uncapped optimum: 0.839).
Fires at 24,025 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: keywords related to advocacy and societal issues"""
# --- end external annotation ---
fire = {
# fit (360 firings)
' Fit', 'Fit', ' Fitness',
# break (357 firings)
' Break', 'Break', ' Breaker',
# control (354 firings)
' Control', 'Control',
# cut (331 firings)
' Cut', 'Cut',
# fill (302 firings)
' Fill', 'fill', 'Fill',
# wash (296 firings)
' Wash',
# shock (277 firings)
'Shock', ' Shock', 'shock',
# feed (254 firings)
' Feed', 'feed', 'Feed',
# lead (239 firings)
' Lead',
# jazz (238 firings)
' Jazz',
# mix (223 firings)
' Mix', 'Mix', ' Mixed',
# spread (217 firings)
'Spread', ' Spread',
# wave (214 firings)
' Wave', 'Wave',
# drop (213 firings)
' Drop', 'Drop',
# track (203 firings)
' Track', 'Track',
# yard (188 firings)
' Yard', ' Yards',
# info (184 firings)
' Info',
# push (171 firings)
' Push', 'Push',
# dust (163 firings)
' Dust', 'Dust',
# bolt (153 firings)
' Bolt',
# equal (150 firings)
' Equality',
# equ (146 firings)
' Equal',
# flat (145 firings)
' Flat',
# style (137 firings)
' Style',
# boost (137 firings)
' Boost', 'Boost',
# grill (136 firings)
' Grill',
# relief (136 firings)
' Relief',
# rate (132 firings)
' Rate', 'Rate',
# hole (125 firings)
' Hole',
# combine (121 firings)
' Combine',
# protect (120 firings)
' Protect',
# loop (119 firings)
' Loop', 'Loop',
# pitch (118 firings)
' Pitch',
# peak (114 firings)
' Peak',
# dunk (113 firings)
' Dunk',
# vault (112 firings)
' Vault',
# ink (112 firings)
' Ink',
# slack (108 firings)
' Slack',
# hyde (107 firings)
' Hyde', 'hyde',
# drink (101 firings)
' Drink',
# boom (100 firings)
' Boom',
# expand (97 firings)
' Expand',
# catch (97 firings)
' Catch',
# warm (97 firings)
' Warm',
# barri (97 firings)
' Barrier',
# dang (93 firings)
' Danger',
# advocate (93 firings)
' Advocate',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'fit-family', 1
def prog_L02F08077(input_tokens):
"""18 token families, 20 surface forms (train F1 of the uncapped optimum: 0.828).
Fires at 1,894 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to coastal regions and related geographical terms"""
# --- end external annotation ---
fire = {
# coast (510 firings)
' coastal', ' coasts', ' Coastal',
# coastline (113 firings)
' coastline',
# continent (106 firings)
'continental',
# scen (83 firings)
' scenic',
# ο (78 firings)
'ο',
# ips (60 firings)
' IPS',
# lancast (58 firings)
' Lancaster',
# inland (57 firings)
' inland',
# gibraltar (57 firings)
' Gibraltar',
# cheesy (48 firings)
' cheesy',
# asta (45 firings)
'asta',
# sici (44 firings)
' Sicily',
# drainage (41 firings)
' drainage',
# acid (40 firings)
' acidic',
# coat (40 firings)
' coated',
# bask (24 firings)
' bask',
# outhern (11 firings)
'outhern',
# מ (6 firings)
'מ',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'coast-family', 1
def prog_L02F08078(input_tokens):
"""39 token families, 43 surface forms (train F1 of the uncapped optimum: 0.883).
Fires at 4,145 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of the Spider-Man character and associated lore"""
# --- end external annotation ---
fire = {
# spid (836 firings)
' Spider', ' spider', ' spiders', 'Spider',
# walk (348 firings)
' Walking',
# anti (299 firings)
' Anti',
# amaz (176 firings)
' Amazing',
# eld (175 firings)
' Elder',
# phase (148 firings)
' Phase', 'Phase',
# venture (112 firings)
' Venture',
# sist (100 firings)
' Sister',
# spartan (94 firings)
' Spartan',
# daredevil (92 firings)
' Daredevil',
# spin (84 firings)
' Spin',
# corvette (82 firings)
' Corvette',
# sting (77 firings)
' Sting',
# actu (60 firings)
'actus',
# stacy (60 firings)
' Stacy',
# scarlet (57 firings)
' Scarlet',
# robo (55 firings)
' Robo',
# stealth (54 firings)
' Stealth',
# widow (54 firings)
' Widow',
# yd (53 firings)
'YD',
# beetle (51 firings)
' Beetle',
# spart (50 firings)
' Spart',
# hydra (39 firings)
' Hydra',
# ider (39 firings)
'IDER',
# ophy (35 firings)
'ophy',
# swamp (34 firings)
' Swamp',
# lizard (33 firings)
' Lizard',
# rhino (33 firings)
' Rhino',
# sty (32 firings)
'Sty',
# electro (29 firings)
' Electro',
# aunt (27 firings)
' Aunt',
# venom (26 firings)
' Venom',
# cyborg (22 firings)
' Cyborg',
# scorpion (18 firings)
' Scorpion',
# wraith (16 firings)
' Wraith',
# sorce (16 firings)
' sorce',
# specific (14 firings)
' specificity',
# morph (14 firings)
' Morph',
# lesh (12 firings)
'lesh',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'spid-family', 1
def prog_L02F08079(input_tokens):
"""25 token families, 28 surface forms (train F1 of the uncapped optimum: 0.885).
Fires at 2,075 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of the name "Gul" in various contexts related to events or individuals"""
# --- end external annotation ---
fire = {
# glaci (261 firings)
' glaciers', ' glacier', ' Glacier',
# gul (247 firings)
' Gul', ' gul',
# cler (152 firings)
' cleric',
# slick (129 firings)
' slick',
# guru (120 firings)
' guru',
# gus (111 firings)
' Gus',
# slur (107 firings)
' slur',
# celsiu (106 firings)
' Celsius',
# fern (64 firings)
' Fern',
# gael (64 firings)
' Gael',
# gel (62 firings)
' Gel',
# gil (59 firings)
' Giles',
# kul (49 firings)
' Kul',
# citadel (44 firings)
' Citadel',
# sul (41 firings)
' Sul',
# gree (33 firings)
' Gree',
# slut (32 firings)
' slut',
# democratical (32 firings)
' democratically',
# ort (28 firings)
'ORTS',
# judg (27 firings)
' Judges',
# scrim (22 firings)
' scrim',
# azel (21 firings)
'azel',
# forc (21 firings)
' forc',
# cli (20 firings)
' CLI',
# 504 (16 firings)
' 504',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'glaci-family', 1
def prog_L02F08080(input_tokens):
"""40 token families, 187 surface forms (train F1 of the uncapped optimum: 0.336).
Fires at 260,257 of 36,786,566 positions.
Fires at 0.71% of positions, and
token rules do not serve features this dense: median test F1 0.086
across the 37,173 features above 0.39% of positions, against 0.763 for
the 76,283 below 0.016%. Read this fire set as the best available
approximation, not as what the feature does."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: technology-related terms and concepts"""
# --- end external annotation ---
fire = {
# system (3,230 firings)
' system', ' systems', ' System', ' Systems', 'system', 'System', ' SYSTEM',
# game (2,862 firings)
' game', ' Game', 'Game', ' GAME',
# x (2,462 firings)
'x', 'X', ' X', ' x',
# app (1,938 firings)
' app', ' App', ' apps', 'App', ' Apps', 'apps', ' APP', 'APP', 'Apps',
# using (1,827 firings)
' using', ' Using', 'Using',
# ver (1,649 firings)
' version', ' Version', 'Version',
# company (1,584 firings)
' company', 'company',
# comput (1,574 firings)
' computer', ' computers', ' computing', ' Computer', ' Comput', ' Computing', 'Computer', ' computed', ' comput',
# test (1,541 firings)
' test', ' tests', ' testing', ' tested', ' Test', 'Test', 'Testing', 'testing', 'tested', ' TEST', 'tests',
# use (1,515 firings)
' use', ' usefulness', ' USE',
# web (1,493 firings)
' web', ' Web', 'Web', 'web', ' webs', ' Webs',
# screen (1,445 firings)
' screen', ' screens', 'screen', ' Screen', 'Screen',
# post (1,400 firings)
' posted', ' posts', ' posting', 'posts', ' POST', 'POST',
# network (1,352 firings)
' network', ' Network', ' networks', ' Networks', 'Network', 'network',
# apple (1,281 firings)
' Apple', 'Apple', ' apple', 'apple',
# site (1,216 firings)
' site', ' Site', 'site', 'Site',
# mobile (1,213 firings)
' mobile', ' Mobile', 'Mobile', 'mobile',
# technology (1,202 firings)
' technology', ' Technology', 'Technology', 'technology',
# tech (1,160 firings)
' tech', ' Tech', 'tech', 'Tech',
# tool (1,155 firings)
' tool', ' tools', ' Tool', ' Tools', 'tool', 'Tool', 'Tools', 'tools',
# code (1,107 firings)
' code', ' Code', 'code', 'Code', ' CODE',
# twitt (1,092 firings)
' Twitter', 'Twitter', ' twitter',
# website (1,089 firings)
' website', 'Website',
# develop (1,084 firings)
' developer', ' developers', ' Developer', 'develop', ' Developers', 'Develop', 'Developer',
# launch (1,058 firings)
' launch', ' launching', ' launches', ' launcher', ' launchers', ' Launcher', 'Launch',
# featur (1,024 firings)
' features', ' Features',
# device (1,010 firings)
' device', ' Device', 'device', 'Device',
# digit (988 firings)
' digital', ' Digital', ' digit', 'Digital', 'digital', ' digits',
# pc (967 firings)
'PC', ' PC', 'pc', ' pc',
# feature (955 firings)
' feature', ' Feature', 'Feature',
# install (842 firings)
' installed', ' install', ' installing', ' Install', ' installs',
# content (820 firings)
' content', ' contents', ' Content', 'content', 'Content',
# serv (803 firings)
' server', ' servers', ' Server', 'server',
# software (797 firings)
' software', ' Software', 'software', 'Software',
# note (793 firings)
' Note', 'Note', 'NOTE', 'note',
# update (739 firings)
' update', ' Update',
# android (732 firings)
' Android', 'Android', ' android',
# devic (697 firings)
' devices', ' Devices', 'devices',
# machine (697 firings)
' machine', ' Machine', 'machine', 'Machine',
# display (678 firings)
' display', ' displays', ' Display', 'Display',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'system-family', 1
def prog_L02F08081(input_tokens):
"""40 token families, 41 surface forms (train F1 of the uncapped optimum: 0.864).
Fires at 3,313 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the word "Tall" and variations thereof"""
# --- end external annotation ---
fire = {
# tall (352 firings)
' Tall', 'tall',
# strong (201 firings)
' Strong',
# isle (155 firings)
' Isle',
# watt (139 firings)
' Watt',
# tuni (134 firings)
' Tunis',
# daytona (119 firings)
' Daytona',
# gain (105 firings)
' Gain',
# ulu (86 firings)
'ulus',
# vall (83 firings)
' Vall',
# beard (81 firings)
' Beard',
# ange (80 firings)
' Ange',
# bare (69 firings)
' Bare',
# loud (69 firings)
' Loud',
# dread (69 firings)
' Dread',
# size (69 firings)
'Size',
# abyte (64 firings)
'abyte',
# amateur (62 firings)
' Amateur',
# height (62 firings)
' Height',
# tub (62 firings)
' Tub',
# garg (59 firings)
' Garg',
# dull (58 firings)
' Dull',
# dare (57 firings)
' Dare',
# sard (51 firings)
' Sard',
# tart (49 firings)
' Tart',
# twice (45 firings)
' Twice',
# helsinki (45 firings)
' Helsinki',
# tid (43 firings)
' Tid',
# seek (41 firings)
' Seeking',
# habit (35 firings)
' Habit',
# room (28 firings)
'Room',
# deal (27 firings)
' Dealer',
# thick (22 firings)
' Thick',
# defeat (21 firings)
' Defeat',
# trem (18 firings)
' Trem',
# lump (13 firings)
' Lump',
# tul (13 firings)
' tul',
# ippery (12 firings)
'ippery',
# rib (10 firings)
'ribly',
# hel (10 firings)
' Hels',
# attribut (9 firings)
'Attributes',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'tall-family', 1
def prog_L02F08082(input_tokens):
"""47 token families, 51 surface forms (train F1 of the uncapped optimum: 0.808).
Fires at 3,542 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to hospitals and healthcare facilities"""
# --- end external annotation ---
fire = {
# osp (201 firings)
'osp', 'OSP',
# sch (153 firings)
'sch',
# hosp (137 firings)
' hosp', ' Hosp',
# iful (126 firings)
'iful',
# sparse (115 firings)
' sparse',
# osi (107 firings)
'osi',
# arp (100 firings)
'ARP',
# stark (97 firings)
' Stark',
# wid (84 firings)
' wid',
# ovi (79 firings)
'ovi',
# asp (79 firings)
' ASP',
# hf (79 firings)
'HF', ' HF',
# alli (77 firings)
'alli',
# oub (73 firings)
'oub',
# uncomp (72 firings)
' uncomp',
# sop (70 firings)
' Sop',
# resp (66 firings)
' Resp',
# ost (65 firings)
' ost',
# ogl (59 firings)
'ogl',
# volent (50 firings)
'volent',
# sol (49 firings)
' SOL',
# riend (48 firings)
'riend',
# pract (45 firings)
'Pract',
# nos (45 firings)
' Nos',
# hap (39 firings)
'haps',
# itab (39 firings)
'itably',
# xiou (37 firings)
'xious',
# ochem (33 firings)
'ochem',
# adapt (33 firings)
' adaptive',
# asc (31 firings)
' Asc',
# ospit (30 firings)
'ospital',
# her (29 firings)
'heric',
# recomm (28 firings)
'recomm', ' Recomm',
# respond (28 firings)
'respond',
# omed (26 firings)
'omedical',
# mosp (24 firings)
'mosp',
# ysic (23 firings)
'ysical',
# bnb (21 firings)
'bnb',
# struct (18 firings)
'Struct',
# sci (16 firings)
'sci',
# off (16 firings)
'offer',
# ividual (13 firings)
'ividually',
# presc (12 firings)
' presc',
# therape (11 firings)
' therape',
# pha (11 firings)
'pha',
# ioch (9 firings)
'ioch',
# iatu (9 firings)
'iatus',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'osp-family', 1
def prog_L02F08083(input_tokens):
"""9 token families, 12 surface forms (train F1 of the uncapped optimum: 0.676).
Fires at 3,275 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "continuing" in various contexts"""
# --- end external annotation ---
fire = {
# continu (1,964 firings)
' continuing', ' continued', ' Continuing', ' continu',
# continua (131 firings)
' continuation',
# proceed (96 firings)
' proceeding',
# endur (92 firings)
' enduring',
# deepen (81 firings)
' deepening',
# contin (60 firings)
'contin',
# still (58 firings)
'still',
# uming (47 firings)
'uming',
# oing (22 firings)
'oing',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'continu-family', 1
def prog_L02F08084(input_tokens):
"""50 token families, 51 surface forms (train F1 of the uncapped optimum: 0.825).
Fires at 6,879 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: specific names and terms associated with notable individuals or brands"""
# --- end external annotation ---
fire = {
# em (355 firings)
'Em',
# af (271 firings)
'Af',
# acey (163 firings)
'acey',
# obby (146 firings)
'obby',
# chest (145 firings)
'chester',
# den (140 firings)
'DEN',
# rence (139 firings)
'rence',
# maggie (138 firings)
' Maggie',
# agle (133 firings)
'agle',
# enni (110 firings)
'ennis',
# stak (98 firings)
'stakes',
# denise (97 firings)
' Denise',
# clara (93 firings)
' Clara',
# eme (89 firings)
'eme',
# acio (82 firings)
'acio',
# enda (77 firings)
'enda',
# pace (73 firings)
' Pace',
# —- (71 firings)
'—-',
# inexpl (71 firings)
' inexpl',
# dang (71 firings)
' Danger',
# inoi (69 firings)
'inois',
# pamela (67 firings)
' Pamela',
# caf (67 firings)
' caf', ' Caf',
# skinn (66 firings)
' Skinner',
# ighton (63 firings)
'ighton',
# chamberlain (61 firings)
' Chamberlain',
# arg (61 firings)
'arger',
# frank (59 firings)
' Franks',
# icket (59 firings)
'ickets',
# enn (56 firings)
'ENN',
# augusta (56 firings)
' Augusta',
# esley (56 firings)
'esley',
# aub (55 firings)
' Aub',
# griff (54 firings)
' Griff',
# yg (51 firings)
'yg',
# ----- (51 firings)
'-----',
# ler (50 firings)
' Ler',
# hael (50 firings)
'HAEL',
# eug (49 firings)
' Eug',
# nette (46 firings)
'nette',
# elaide (45 firings)
'elaide',
# empt (45 firings)
' empt',
# abet (44 firings)
'abet',
# oleon (40 firings)
'oleon',
# ast (40 firings)
' aster',
# iae (40 firings)
'iae',
# pert (39 firings)
' pert',
# gratifica (38 firings)
' gratification',
# ,. (35 firings)
',.',
# dise (33 firings)
' dise',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'em-family', 1
def prog_L02F08085(input_tokens):
"""41 token families, 47 surface forms (train F1 of the uncapped optimum: 0.833).
Fires at 2,807 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to customer service and related terms in technology or business contexts"""
# --- end external annotation ---
fire = {
# info (270 firings)
'info',
# pi (164 firings)
'pi', ' pi',
# 123 (153 firings)
'123', ' 123',
# api (135 firings)
'api', 'API', ' api',
# aad (112 firings)
' Aad',
# auru (106 firings)
'aurus',
# crimean (101 firings)
' Crimean',
# apo (94 firings)
'apo',
# adr (77 firings)
'adr',
# eni (77 firings)
'eni',
# cust (68 firings)
' Cust', ' cust',
# yna (62 firings)
'yna',
# uni (61 firings)
'uni',
# illary (56 firings)
'illary',
# 106 (46 firings)
'106',
# util (45 firings)
'util',
# mc (44 firings)
'mc', ' mc',
# multi (41 firings)
'multi',
# corpu (39 firings)
' Corpus',
# 104 (37 firings)
'104',
# client (35 firings)
'client',
# storage (32 firings)
'storage',
# commun (30 firings)
'community',
# intimate (28 firings)
' intimately',
# uci (27 firings)
'uci',
# garn (27 firings)
' garn',
# elfare (25 firings)
'elfare',
# alsa (25 firings)
'alsa',
# consum (21 firings)
'consumer',
# steroid (21 firings)
' steroid',
# agara (17 firings)
'agara',
# ivic (16 firings)
'ivic',
# amin (15 firings)
'aminer',
# [] (14 firings)
'[]',
# 364 (14 firings)
'364',
# utor (14 firings)
'utor',
# 544 (12 firings)
'544',
# proc (9 firings)
'proc',
# temp (9 firings)
'temp',
# ulkan (8 firings)
'ulkan',
# 10000 (8 firings)
'10000',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'info-family', 1
def prog_L02F08086(input_tokens):
"""44 token families, 47 surface forms (train F1 of the uncapped optimum: 0.860).
Fires at 4,553 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "reckless" and related terms indicating reckless behavior"""
# --- end external annotation ---
fire = {
# furi (274 firings)
' furious',
# drunken (232 firings)
' drunken',
# know (212 firings)
'know', ' knowingly',
# reckles (185 firings)
' reckless',
# cauti (152 firings)
' cautious',
# reck (149 firings)
' reck', ' Reck',
# blatant (135 firings)
' blatant',
# escalat (134 firings)
' escalated',
# irrespons (129 firings)
' irresponsible',
# respons (128 firings)
' Responsibility', 'responsible',
# dangerous (115 firings)
' dangerously',
# neglig (115 firings)
' negligence',
# disregard (107 firings)
' disregard',
# endang (104 firings)
' endanger',
# errat (84 firings)
' erratic',
# craz (80 firings)
' craz',
# predatory (77 firings)
' predatory',
# fear (77 firings)
' fearful',
# undi (76 firings)
' undis',
# confident (72 firings)
' confidently',
# uncheck (71 firings)
' unchecked',
# careles (70 firings)
' careless',
# unregulat (70 firings)
' unregulated',
# foot (68 firings)
'Foot',
# fearles (66 firings)
' fearless',
# proclaim (65 firings)
'proclaimed',
# steward (61 firings)
' stewards',
# negligent (60 firings)
' negligent',
# vand (58 firings)
' Vander',
# profession (58 firings)
'professional',
# damn (56 firings)
' damned',
# waste (54 firings)
' wasteful',
# flirt (49 firings)
' flirt',
# irty (46 firings)
'irty',
# responsib (45 firings)
' responsibly',
# respon (44 firings)
'respons',
# mindles (38 firings)
' mindless',
# will (37 firings)
' willful',
# panick (36 firings)
' panicked',
# uncontroll (32 firings)
' uncontrolled',
# cern (26 firings)
'cerned',
# cav (24 firings)
' caval',
# haste (21 firings)
' haste',
# unimagin (15 firings)
' unimagin',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'furi-family', 1
def prog_L02F08088(input_tokens):
"""21 token families, 23 surface forms (train F1 of the uncapped optimum: 0.887).
Fires at 2,369 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the AFL (Australian Football League) and its associated topics"""
# --- end external annotation ---
fire = {
# afl (403 firings)
' AFL',
# cat (184 firings)
' Cats', ' CAT',
# hawth (128 firings)
' Hawth',
# antle (127 firings)
'antle',
# cfl (117 firings)
' CFL',
# endon (111 firings)
'endon',
# hoff (108 firings)
' Hoff', 'hoff',
# carlton (104 firings)
' Carlton',
# eve (97 firings)
' EVE',
# iership (94 firings)
'iership',
# elong (83 firings)
'elong',
# igue (82 firings)
'igue',
# dispo (67 firings)
' dispos',
# atp (51 firings)
' ATP',
# alg (50 firings)
' Alger',
# warehouse (47 firings)
' Warehouse',
# ass (44 firings)
' ASS',
# abs (31 firings)
' ABS',
# auto (28 firings)
' autos',
# elaide (21 firings)
'elaide',
# fta (16 firings)
' FTA',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'afl-family', 1
def prog_L02F08089(input_tokens):
"""12 token families, 15 surface forms (train F1 of the uncapped optimum: 0.857).
Fires at 1,620 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: occurrences of the abbreviation "SO" or phrases associated with it"""
# --- end external annotation ---
fire = {
# so (415 firings)
'SO', ' SO',
# son (227 firings)
'SON',
# ham (153 firings)
'HAM',
# serv (105 firings)
' servic',
# star (105 firings)
' STAR',
# ott (77 firings)
'OTT',
# ho (77 firings)
' HO', 'HO',
# oooo (74 firings)
'oooo', 'OOOO',
# sos (33 firings)
' SOS',
# ots (24 firings)
'OTS',
# soc (15 firings)
' SOC',
# oooooooo (8 firings)
'oooooooo',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'so-family', 1
def prog_L02F08091(input_tokens):
"""22 token families, 22 surface forms (train F1 of the uncapped optimum: 0.881).
Fires at 3,554 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "formal" """
# --- end external annotation ---
fire = {
# form (784 firings)
' formal',
# formal (595 firings)
' formally',
# explicit (252 firings)
' explicit',
# inform (197 firings)
' informal',
# polite (129 firings)
' polite',
# rigor (129 firings)
' rigorous',
# substant (93 firings)
' substantive',
# compulsory (81 firings)
' compulsory',
# solemn (78 firings)
' solemn',
# pn (71 firings)
'PN',
# rigid (68 firings)
' rigid',
# uli (66 firings)
'uli',
# ardu (65 firings)
' ardu',
# tacit (56 firings)
' tacit',
# orm (55 firings)
'ormal',
# init (55 firings)
' Initial',
# pping (51 firings)
'ppings',
# initial (34 firings)
' initials',
# indign (24 firings)
' indign',
# ior (14 firings)
'IOR',
# uctor (13 firings)
'uctor',
# db (10 firings)
'dB',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'form-family', 1
def prog_L02F08092(input_tokens):
"""8 token families, 10 surface forms (train F1 of the uncapped optimum: 0.818).
Fires at 1,692 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: repeated references to the term "Mid" indicating centrality or geographic focus"""
# --- end external annotation ---
fire = {
# mid (862 firings)
' Mid', 'Mid', ' MID',
# morton (87 firings)
' Morton',
# ath (79 firings)
' Ath',
# hyd (53 firings)
' Hyd',
# appalach (37 firings)
' Appalach',
# forth (31 firings)
' Forth',
# reconstruc (30 firings)
' Reconstruction',
# adc (9 firings)
' ADC',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'mid-family', 1
def prog_L02F08094(input_tokens):
"""30 token families, 35 surface forms (train F1 of the uncapped optimum: 0.826).
Fires at 3,846 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to rioting and related actions"""
# --- end external annotation ---
fire = {
# riot (1,175 firings)
' riot', ' riots', ' Riot', 'riot', 'riots',
# brawl (182 firings)
' brawl',
# racket (132 firings)
' racket',
# tornado (118 firings)
' tornado',
# loot (113 firings)
' looting', ' looted',
# disturb (110 firings)
' disturbance',
# malfunc (98 firings)
' malfunction',
# arson (85 firings)
' arson',
# picn (84 firings)
' picnic',
# rage (76 firings)
' Rage',
# ruly (56 firings)
'ruly',
# ration (54 firings)
' ration',
# disturbanc (54 firings)
' disturbances',
# loaf (54 firings)
' loaf',
# ri (49 firings)
' RI',
# offens (43 firings)
' Offensive',
# grizz (42 firings)
' Grizz',
# anarchy (40 firings)
' anarchy',
# hes (40 firings)
' Hess',
# ission (40 firings)
'ission',
# iot (39 firings)
'iots',
# igan (38 firings)
'igans',
# seism (33 firings)
' seism',
# gg (31 firings)
' GG',
# trespas (31 firings)
' trespass',
# insurrec (31 firings)
' insurrection',
# hetto (27 firings)
'hetto',
# ghetto (25 firings)
' ghetto',
# revolu (23 firings)
'Revolution',
# pandemonium (12 firings)
' pandemonium',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'riot-family', 1
def prog_L02F08095(input_tokens):
"""42 token families, 51 surface forms (train F1 of the uncapped optimum: 0.710).
Fires at 8,891 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "infected" and its variations"""
# --- end external annotation ---
fire = {
# infect (608 firings)
' infected', ' infect', ' Infect', 'infect',
# inject (383 firings)
' injected', ' inject', ' injecting',
# encrypt (355 firings)
' encrypted', ' encrypt',
# diagnos (309 firings)
' diagnosed',
# contaminat (208 firings)
' contaminated',
# kill (148 firings)
' kills',
# migrat (147 firings)
' migrating', ' migrated',
# obese (141 firings)
' obese',
# bit (134 firings)
' biting', ' bites',
# eat (114 firings)
'eating',
# intoxicat (113 firings)
' intoxicated',
# plant (113 firings)
' planted',
# predator (107 firings)
' Predator',
# pollut (105 firings)
' polluted',
# poison (104 firings)
' poisoned',
# inflict (101 firings)
' inflicted',
# unsuspect (93 firings)
' unsuspecting',
# mu (91 firings)
'Mu',
# taint (90 firings)
' tainted',
# worsh (88 firings)
' worsh',
# ravag (84 firings)
' ravaged',
# stain (84 firings)
' stained', 'stained',
# spik (83 firings)
' spiked',
# human (83 firings)
' Humans',
# invad (82 firings)
' invading',
# migrate (78 firings)
' migrate',
# lac (74 firings)
' laced',
# hijack (74 firings)
' hijacked',
# bitten (73 firings)
' bitten',
# implant (66 firings)
' implanted',
# slaughter (66 firings)
' slaughtered',
# sampl (65 firings)
' sampled',
# affect (62 firings)
'affected',
# lict (58 firings)
'licted',
# infus (57 firings)
' infused',
# entangl (56 firings)
' entangled',
# rabid (49 firings)
' rabid',
# shav (49 firings)
' shaved',
# ing (48 firings)
' ingest',
# coat (47 firings)
' coated',
# afflict (44 firings)
' afflicted',
# redirect (39 firings)
' redirected',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'infect-family', 1
def prog_L02F08096(input_tokens):
"""11 token families, 13 surface forms (train F1 of the uncapped optimum: 0.783).
Fires at 2,533 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the Capital Development Authority (CDA) in various contexts"""
# --- end external annotation ---
fire = {
# da (1,103 firings)
'DA', 'da', ' DA',
# ara (213 firings)
'ARA',
# eto (122 firings)
'eto',
# dee (121 firings)
' Dee',
# di (99 firings)
'DI',
# dar (75 firings)
' DAR',
# nda (51 firings)
'nda',
# lcs (48 firings)
' LCS',
# dav (44 firings)
' DAV',
# ida (43 firings)
'IDA',
# john (32 firings)
'JOHN',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'da-family', 1
def prog_L02F08097(input_tokens):
"""29 token families, 32 surface forms (train F1 of the uncapped optimum: 0.754).
Fires at 6,493 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: words related to being grateful or expressions of gratitude"""
# --- end external annotation ---
fire = {
# ful (2,011 firings)
'ful', 'fulness', 'FUL', ' ful',
# fill (302 firings)
'filled',
# full (284 firings)
'full',
# iful (203 firings)
'iful',
# some (188 firings)
'some',
# latt (157 firings)
' Latter',
# eful (117 firings)
'eful',
# maiden (95 firings)
' maiden',
# pload (89 firings)
'pload',
# fy (85 firings)
'fy',
# uri (61 firings)
'urious',
# imble (60 firings)
'imble',
# negligent (59 firings)
' negligent',
# mind (58 firings)
' mindful',
# urable (53 firings)
'urable',
# shad (51 firings)
' Shades',
# ulent (51 firings)
'ulent',
# rav (40 firings)
'raved',
# olute (39 firings)
'olute',
# itat (39 firings)
'itative',
# will (37 firings)
' willful',
# joy (37 firings)
' joyful',
# riag (36 firings)
'riages',
# ori (36 firings)
'orious',
# miscarriage (35 firings)
' miscarriage',
# rat (31 firings)
'rative',
# urou (30 firings)
'urous',
# spect (23 firings)
'spective',
# cept (22 firings)
'ceptive',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'ful-family', 1
def prog_L02F08098(input_tokens):
"""33 token families, 40 surface forms (train F1 of the uncapped optimum: 0.682).
Fires at 4,995 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: expressions of gratitude and sentiments related to friendship"""
# --- end external annotation ---
fire = {
# friendship (366 firings)
' friendship', ' friendships', ' Friendship',
# friend (353 firings)
'Friends', 'friend', 'friends', 'Friend',
# rivalry (233 firings)
' rivalry',
# rom (199 firings)
' romance',
# reunion (138 firings)
' reunion',
# oph (116 firings)
'opher', 'ophers',
# athy (111 firings)
'athy',
# kind (108 firings)
' kindness',
# hospital (96 firings)
' hospitality',
# admira (91 firings)
' admiration',
# extradi (91 firings)
' extradition',
# reconcilia (86 firings)
' reconciliation',
# betray (85 firings)
' betrayal',
# rapport (60 firings)
' rapport',
# adolesc (58 firings)
' adolescence',
# goodwill (54 firings)
' goodwill',
# weet (52 firings)
'weet',
# intimacy (50 firings)
' intimacy',
# teamwork (49 firings)
' teamwork',
# riend (48 firings)
'riend',
# befriend (46 firings)
' befriend',
# fellowship (45 firings)
' fellowship',
# charisma (41 firings)
' charisma', ' Charisma',
# pathy (31 firings)
'pathy',
# invi (28 firings)
' invis',
# ivalry (27 firings)
'ivalry',
# everlast (21 firings)
' everlasting',
# ritten (21 firings)
'ritten',
# exist (17 firings)
'existence',
# vou (17 firings)
'vous',
# teleporta (16 firings)
' teleportation',
# vertise (13 firings)
'VERTISEMENT',
# iquette (13 firings)
'iquette',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'friendship-family', 1