sae_token_programs / programs /layer02 /21 /L02_F21900-21999.py
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"""GPT-2 SAE last-token programs, layer 2 -- features 21900 to 21999 (74 programs).
One function per SAE feature. Grouped 100 to a file so the set stays browsable;
the programs themselves are unchanged.
"""
def prog_L02F21900(input_tokens):
"""48 token families, 50 surface forms (train F1 of the uncapped optimum: 0.882).
Fires at 6,209 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: the name "Vásquez" and related characters or references"""
# --- end external annotation ---
fire = {
# s (359 firings)
'és', 'ás', 'ís',
# grove (210 firings)
' Grove',
# fashion (151 firings)
' Fashion',
# christina (141 firings)
' Christina',
# pas (140 firings)
' Pas',
# lest (138 firings)
' Lester',
# urg (138 firings)
'urger',
# paramedic (138 firings)
' paramedics',
# toma (125 firings)
' Tomas',
# n (116 firings)
'ín',
# watt (110 firings)
' Watts',
# hom (106 firings)
' Homs',
# las (105 firings)
'Las',
# utsch (104 firings)
'utsch',
# strang (104 firings)
' strang',
# eth (97 firings)
' ETH',
# nico (97 firings)
' Nico',
# stadt (97 firings)
'stadt',
# rm (88 firings)
' RM',
# irt (85 firings)
'irts',
# ominium (77 firings)
'ominium',
# franz (75 firings)
' Franz',
# robbin (75 firings)
' Robbins',
# hendrick (73 firings)
' Hendricks',
# nud (72 firings)
' nudity',
# isn (70 firings)
'isner',
# bread (65 firings)
' Bread',
# rano (64 firings)
'rano',
# epi (63 firings)
' epis',
# broadcast (61 firings)
' Broadcast',
# abeth (61 firings)
'abeth',
# hanna (57 firings)
' Hanna',
# ة (55 firings)
'ة',
# strip (50 firings)
'strip',
# rint (47 firings)
'rint',
# itta (45 firings)
'itta',
# herp (44 firings)
' herpes',
# achel (44 firings)
'achel',
# chic (44 firings)
' chic',
# hes (43 firings)
' Hess',
# hypnot (43 firings)
' hypnot',
# korra (42 firings)
' Korra',
# klau (42 firings)
' Klaus',
# lightsab (42 firings)
' lightsaber',
# antom (41 firings)
'antom',
# param (41 firings)
' paramed',
# terson (37 firings)
'terson',
# ophy (37 firings)
'ophys',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 's-family', 1
def prog_L02F21903(input_tokens):
"""39 token families, 42 surface forms (train F1 of the uncapped optimum: 0.815).
Fires at 4,534 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to gadgets and appliances"""
# --- end external annotation ---
fire = {
# gadget (369 firings)
' gadgets', ' gadget', ' Gadget',
# hack (230 firings)
' hacker',
# watch (207 firings)
'watch',
# futurist (198 firings)
' futuristic',
# wear (194 firings)
' wearable',
# briton (155 firings)
' Britons',
# quiz (143 firings)
' quiz',
# thwart (131 firings)
' thwart',
# possession (122 firings)
' possessions',
# applianc (116 firings)
' appliances',
# apparatu (106 firings)
' apparatus',
# flick (102 firings)
' flick',
# innovation (92 firings)
' innovations',
# invention (89 firings)
' inventions',
# weaponry (83 firings)
' weaponry',
# gland (82 firings)
' gland', ' glands',
# jab (77 firings)
' jab',
# ellery (76 firings)
'ellery',
# ook (76 firings)
'ooks',
# calculator (71 firings)
' calculator',
# flashy (68 firings)
' flashy',
# superpow (66 firings)
' superpower',
# bys (65 firings)
'bys',
# gimmick (64 firings)
' gimmick',
# appli (59 firings)
' appliance',
# ip (56 firings)
' iP',
# nifty (56 firings)
' nifty',
# athleticism (52 firings)
' athleticism',
# foot (49 firings)
'footed',
# iddl (45 firings)
'iddling',
# capit (43 firings)
' capit',
# get (34 firings)
'gets',
# ingenu (31 firings)
' ingenuity',
# kid (29 firings)
'kid',
# kw (27 firings)
'kw',
# glob (26 firings)
' glob',
# biz (25 firings)
'biz',
# clev (22 firings)
' Clever',
# inc (20 firings)
'incible',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'gadget-family', 1
def prog_L02F21904(input_tokens):
"""24 token families, 27 surface forms (train F1 of the uncapped optimum: 0.792).
Fires at 3,631 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the concept of "gender" and its related terms"""
# --- end external annotation ---
fire = {
# end (1,032 firings)
'ender', 'enders', 'END',
# file (290 firings)
'File',
# str (206 firings)
' String', 'String',
# erve (121 firings)
'erve',
# start (106 firings)
'starter',
# ender (93 firings)
'endered',
# call (91 firings)
' caller',
# gend (87 firings)
'gender',
# uff (83 firings)
'uffer',
# ronnie (81 firings)
' Ronnie',
# defend (80 firings)
' Defender',
# dime (77 firings)
' dime',
# ould (73 firings)
'oulder',
# oin (65 firings)
'oin',
# endar (43 firings)
'endar',
# bend (37 firings)
' Bender',
# logg (31 firings)
' logger',
# furnish (26 firings)
' furnished',
# ruin (24 firings)
' Ruin',
# resent (18 firings)
' resent',
# ens (13 firings)
'enser',
# ent (13 firings)
'entity',
# receiv (12 firings)
' Receiver',
# ermanent (11 firings)
'ermanent',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'end-family', 1
def prog_L02F21905(input_tokens):
"""46 token families, 53 surface forms (train F1 of the uncapped optimum: 0.853).
Fires at 4,592 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the CW (The CW television network)"""
# --- end external annotation ---
fire = {
# cw (295 firings)
' CW', 'CW',
# girl (211 firings)
'girl',
# script (202 firings)
' scripting', ' scripted', ' Script',
# renew (199 firings)
' Renew',
# wb (169 firings)
' WB', 'WB',
# saw (152 firings)
' Saw',
# cann (113 firings)
' canned',
# iew (112 firings)
'iew',
# workshop (110 firings)
' Workshop',
# mw (109 firings)
' MW',
# tabletop (107 firings)
' tabletop',
# bravo (106 firings)
' Bravo',
# chern (103 firings)
' Chern',
# bark (94 firings)
' Barker',
# daryl (90 firings)
' Daryl',
# drama (89 firings)
' Drama',
# swim (78 firings)
' Swim',
# cg (77 firings)
' CG', 'CG',
# aughty (76 firings)
'aughty',
# odic (64 firings)
'odic',
# lanc (60 firings)
' Lanc',
# psp (58 firings)
' PSP',
# cki (58 firings)
'cki',
# jok (58 firings)
' Joker',
# mov (56 firings)
' Mov',
# epi (56 firings)
' epis',
# hart (55 firings)
'Hart',
# arlane (55 firings)
'arlane',
# resp (54 firings)
' Resp',
# olicit (50 firings)
'olicited',
# cs (44 firings)
'Cs',
# chak (40 firings)
' Chak',
# explo (40 firings)
' explo',
# eas (39 firings)
' eas',
# ck (38 firings)
' CK',
# bw (38 firings)
' BW', 'BW',
# pw (35 firings)
' PW',
# ------ (35 firings)
' ------', '------',
# onne (33 firings)
'onne',
# aryl (28 firings)
'aryl',
# spi (28 firings)
' SPI',
# hh (27 firings)
' HH',
# row (23 firings)
'rower',
# cpc (22 firings)
' CPC',
# ke (21 firings)
' KE',
# cast (18 firings)
' caster',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'cw-family', 1
def prog_L02F21906(input_tokens):
"""39 token families, 50 surface forms (train F1 of the uncapped optimum: 0.802).
Fires at 5,302 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to rifles and related firearms"""
# --- end external annotation ---
fire = {
# rifle (694 firings)
' rifle', ' Rifle',
# rifl (313 firings)
' rifles',
# snip (264 firings)
' sniper', ' Sniper', ' snipers',
# carb (218 firings)
' carb', ' Carb', 'carb',
# arm (202 firings)
' Arms', 'arms',
# pierre (156 firings)
'Pierre',
# arch (128 firings)
' Archer',
# shotgun (122 firings)
' shotgun', ' shotguns',
# gunn (121 firings)
' gunned',
# 550 (120 firings)
' 550',
# mark (113 firings)
' Marks',
# ammo (105 firings)
' ammo', ' Ammo',
# automat (89 firings)
'automatic',
# nikov (88 firings)
'nikov',
# rwanda (86 firings)
' Rwanda',
# weaponry (83 firings)
' weaponry',
# 223 (83 firings)
'223', ' 223',
# cartridge (78 firings)
' cartridge',
# ranch (74 firings)
' ranch',
# ifle (68 firings)
'ifle',
# adjust (61 firings)
' adjustable',
# opt (61 firings)
' optic',
# ifl (55 firings)
'ifles', 'ifled',
# ridge (52 firings)
' ridge',
# rang (52 firings)
' ranged',
# rique (50 firings)
'rique',
# cartridg (49 firings)
' cartridges',
# gun (36 firings)
'guns',
# tank (35 firings)
' Tanks',
# blast (34 firings)
' blaster', ' Blaster',
# scope (32 firings)
'scope',
# module (29 firings)
'module',
# rw (27 firings)
' Rw',
# radio (27 firings)
' radios',
# idg (22 firings)
'idges',
# 435 (22 firings)
' 435',
# omi (18 firings)
'omial',
# hari (17 firings)
'hari',
# nip (14 firings)
'niper',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'rifle-family', 1
def prog_L02F21908(input_tokens):
"""45 token families, 51 surface forms (train F1 of the uncapped optimum: 0.865).
Fires at 4,649 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the drug "tamper-proof" and its variations"""
# --- end external annotation ---
fire = {
# pastebin (227 firings)
' Pastebin',
# tam (188 firings)
' tam', 'Tam', ' TAM',
# collu (171 firings)
' collusion',
# vand (156 firings)
' vandal',
# alter (148 firings)
' altered',
# technician (143 firings)
' technicians', ' technician',
# watt (137 firings)
' Watt',
# per (134 firings)
'pered', 'pering',
# dam (126 firings)
'dam', ' DAM',
# tram (123 firings)
' tram',
# touchscreen (119 firings)
' touchscreen',
# turbo (118 firings)
' turbo',
# zam (108 firings)
' Zam',
# satoshi (103 firings)
' Satoshi',
# upload (100 firings)
'Upload',
# overseen (97 firings)
' overseen',
# ker (97 firings)
'kered',
# artificial (94 firings)
' artificially',
# tink (93 firings)
' tink', ' Tinker',
# imm (90 firings)
'imming',
# wee (87 firings)
' wee',
# ink (79 firings)
'inker',
# tamper (79 firings)
' tampering',
# mess (74 firings)
' messed',
# dmca (69 firings)
' DMCA',
# tamp (67 firings)
' tamp',
# whi (61 firings)
' Whis',
# eming (60 firings)
'eming',
# impro (58 firings)
'impro',
# came (53 firings)
' Came',
# interfer (51 firings)
' interfered',
# cherry (50 firings)
' cherry',
# ocom (49 firings)
'ocom',
# sabot (46 firings)
' sabot',
# iddl (45 firings)
'iddled',
# edit (45 firings)
'edit',
# xt (39 firings)
' XT',
# wp (35 firings)
'wp',
# zamb (32 firings)
' Zamb',
# doct (31 firings)
' doct',
# interact (29 firings)
' interacted',
# rypt (28 firings)
'rypted',
# avanaugh (22 firings)
'avanaugh',
# counterfe (22 firings)
' counterfe',
# idem (20 firings)
'idem',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'pastebin-family', 1
def prog_L02F21909(input_tokens):
"""26 token families, 27 surface forms (train F1 of the uncapped optimum: 0.747).
Fires at 2,612 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: the concept of "boilerplate" in a technical context"""
# --- end external annotation ---
fire = {
# iler (381 firings)
'iler', 'ilers',
# fowl (123 firings)
' Fowler',
# irst (116 firings)
'irst',
# bird (116 firings)
'bird',
# vog (112 firings)
' Vog',
# icer (90 firings)
'icer',
# jol (89 firings)
' Jol',
# ain (76 firings)
'ainer',
# uler (64 firings)
'uler',
# uder (63 firings)
'uder',
# boil (62 firings)
' boiler',
# irwin (58 firings)
' Irwin',
# fish (49 firings)
' fisher',
# opt (49 firings)
'opter',
# simulator (43 firings)
' Simulator',
# orsi (28 firings)
'orsi',
# load (26 firings)
' loader',
# rentice (23 firings)
'rentice',
# sab (22 firings)
' Saber',
# omi (21 firings)
'omial',
# flare (17 firings)
' Flare',
# intosh (15 firings)
'intosh',
# instructor (14 firings)
' Instructor',
# cheat (11 firings)
'cheat',
# ジ (10 firings)
'ジ',
# owl (9 firings)
'owler',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'iler-family', 1
def prog_L02F21910(input_tokens):
"""19 token families, 20 surface forms (train F1 of the uncapped optimum: 0.590).
Fires at 2,682 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: the adverb "undoubtedly." """
# --- end external annotation ---
fire = {
# certain (683 firings)
' certainly',
# sure (270 firings)
' surely',
# undoubt (230 firings)
' undoubtedly',
# admitt (87 firings)
' admittedly',
# undeni (86 firings)
' undeniable',
# unequivocal (70 firings)
' unequivocally',
# unsurpris (69 firings)
' unsurprisingly',
# undeniab (66 firings)
' undeniably',
# unques (66 firings)
' unquestion',
# like (51 firings)
'likely',
# confident (47 firings)
' confidently',
# oubt (40 firings)
'oubtedly', 'oubted',
# uab (33 firings)
'uably',
# mitt (26 firings)
'mittedly',
# adow (22 firings)
'adows',
# put (21 firings)
'putable',
# doubtles (15 firings)
' doubtless',
# withstand (15 firings)
'withstanding',
# notwithstand (11 firings)
' Notwithstanding',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'certain-family', 1
def prog_L02F21911(input_tokens):
"""8 token families, 12 surface forms (train F1 of the uncapped optimum: 0.827).
Fires at 4,175 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: phrases related to ownership or possession"""
# --- end external annotation ---
fire = {
# own (2,357 firings)
' owned', 'owned', 'owner', 'Own', 'owners',
# controll (390 firings)
'controlled',
# known (133 firings)
'Known',
# runaway (91 firings)
' runaway',
# issu (86 firings)
'issued',
# affiliat (45 firings)
'affiliated',
# respect (41 firings)
'respected',
# trust (40 firings)
'trust',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'own-family', 1
def prog_L02F21912(input_tokens):
"""16 token families, 19 surface forms (train F1 of the uncapped optimum: 0.846).
Fires at 2,567 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the concept of citizenship"""
# --- end external annotation ---
fire = {
# citizen (1,099 firings)
' citizen', ' Citizen', 'citizens',
# itizen (127 firings)
'itizen', 'itizens',
# servant (103 firings)
' servant',
# izen (87 firings)
'izen',
# lit (78 firings)
' liter',
# bour (74 firings)
'bour',
# riot (58 firings)
'riot',
# bystand (51 firings)
' bystand',
# where (45 firings)
'WHERE',
# peasant (43 firings)
' peasant',
# travel (41 firings)
' traveler',
# patriot (40 firings)
' patriot',
# bey (39 firings)
'Bey',
# credent (39 firings)
' credential',
# bastard (33 firings)
' bastard',
# particip (23 firings)
' particip',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'citizen-family', 1
def prog_L02F21913(input_tokens):
"""45 token families, 50 surface forms (train F1 of the uncapped optimum: 0.852).
Fires at 4,637 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to educational institutions, particularly Cornell University"""
# --- end external annotation ---
fire = {
# listen (239 firings)
' listeners', ' listener',
# cornell (199 firings)
' Cornell',
# corn (181 firings)
'corn', 'Corn',
# barclay (147 firings)
' Barclays',
# collaborator (145 firings)
' collaborators', ' collaborator',
# chard (143 firings)
'chard',
# wei (131 firings)
' Wei', 'wei',
# naacp (113 firings)
' NAACP',
# cinnamon (107 firings)
' cinnamon', ' Cinnamon',
# qua (100 firings)
'qua',
# mcgill (98 firings)
' McGill',
# institu (98 firings)
' Institution',
# dartmouth (90 firings)
' Dartmouth',
# swanson (86 firings)
' Swanson',
# laur (83 firings)
' Laur',
# warwick (82 firings)
' Warwick',
# trinidad (80 firings)
' Trinidad',
# seymour (77 firings)
' Seymour',
# pace (73 firings)
' Pace',
# wt (69 firings)
'WT',
# cornwall (68 firings)
' Cornwall',
# violin (67 firings)
' violin',
# nington (67 firings)
'nington',
# howell (62 firings)
' Howell',
# cornel (61 firings)
' Cornel',
# donn (60 firings)
' Donn',
# connie (55 firings)
' Connie',
# cel (52 firings)
' Celest',
# arty (50 firings)
'arty',
# ri (49 firings)
' RI',
# arsen (46 firings)
' arsenic',
# ;) (45 firings)
' ;)',
# observ (44 firings)
' Observ',
# innoc (43 firings)
' innoc',
# adjunct (43 firings)
' adjunct',
# gastrointestin (41 firings)
' gastrointestinal',
# ellig (40 firings)
'ellig',
# rar (38 firings)
' Rarity',
# udi (38 firings)
'udi',
# instru (33 firings)
' Instruments',
# maurit (27 firings)
' Maurit',
# acs (25 firings)
' ACS',
# 555 (24 firings)
' 555',
# yton (23 firings)
'yton',
# 522 (19 firings)
'522',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'listen-family', 1
def prog_L02F21915(input_tokens):
"""14 token families, 15 surface forms (train F1 of the uncapped optimum: 0.788).
Fires at 2,051 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: the word "scenario" and its variations, indicating discussions about hypothetical situations or conditions"""
# --- end external annotation ---
fire = {
# scenario (823 firings)
' scenario', ' scenarios',
# hypothet (140 firings)
' hypothetical',
# aca (103 firings)
'ACA',
# enario (70 firings)
'enario',
# feature (47 firings)
'Feature',
# platoon (44 firings)
' platoon',
# realistical (36 firings)
' realistically',
# circumst (35 firings)
' circumstance',
# ophys (32 firings)
'ophysical',
# picture (26 firings)
'picture',
# ario (18 firings)
'arios',
# rid (16 firings)
'rider',
# cont (11 firings)
' conting',
# option (10 firings)
'Option',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'scenario-family', 1
def prog_L02F21916(input_tokens):
"""16 token families, 18 surface forms (train F1 of the uncapped optimum: 0.850).
Fires at 4,852 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to "IN" codes or identifiers within data contexts"""
# --- end external annotation ---
fire = {
# in (2,680 firings)
'IN', ' IN',
# of (461 firings)
' OF',
# for (233 firings)
' FOR',
# ine (212 firings)
'INE',
# ind (146 firings)
'IND',
# inn (95 firings)
' Inner',
# igh (88 firings)
'IGH',
# ina (88 firings)
'INA',
# win (76 firings)
'WIN',
# out (67 firings)
' OUT',
# ino (46 firings)
'INO',
# part (42 firings)
' PART',
# ain (37 firings)
'AIN',
# comple (21 firings)
' COMPLE', 'COMPLE',
# run (16 firings)
' RUN',
# inf (13 firings)
' INF',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'in-family', 1
def prog_L02F21918(input_tokens):
"""9 token families, 12 surface forms (train F1 of the uncapped optimum: 0.908).
Fires at 4,276 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of various projects"""
# --- end external annotation ---
fire = {
# project (2,736 firings)
' projects', ' Projects', ' projecting', 'projects',
# initiat (369 firings)
' initiatives',
# ventur (105 firings)
' ventures',
# production (102 firings)
' productions',
# invention (87 firings)
' inventions',
# deadlin (73 firings)
' deadlines',
# endeavor (72 firings)
' endeavors',
# dam (46 firings)
' dams',
# jam (31 firings)
' jams',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'project-family', 1
def prog_L02F21919(input_tokens):
"""27 token families, 28 surface forms (train F1 of the uncapped optimum: 0.893).
Fires at 1,967 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: specific names, particularly characters or entities related to a narrative or study"""
# --- end external annotation ---
fire = {
# aste (192 firings)
'aste',
# dominican (139 firings)
' Dominican',
# duc (128 firings)
' Duc', 'duc',
# entreprene (120 firings)
' Entreprene',
# zam (108 firings)
' Zam',
# lanc (99 firings)
' Lanc',
# dag (94 firings)
' Dag',
# damn (79 firings)
' damned',
# ig (75 firings)
' IG',
# triumph (72 firings)
' Triumph',
# yamaha (68 firings)
' Yamaha',
# cann (68 firings)
' Cann',
# jub (59 firings)
' Jub',
# monteneg (47 firings)
' Monteneg',
# sponsor (38 firings)
' Sponsor',
# reprene (36 firings)
'reprene',
# conv (32 firings)
' Convers',
# ________________ (31 firings)
'________________',
# esan (29 firings)
'esan',
# cultur (29 firings)
' cultured',
# deg (28 firings)
' Deg',
# 000000 (21 firings)
'000000',
# drac (19 firings)
' Drac',
# alde (19 firings)
'alde',
# cycl (17 firings)
'cycles',
# dc (9 firings)
' dc',
# dm (5 firings)
'dm',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'aste-family', 1
def prog_L02F21920(input_tokens):
"""32 token families, 36 surface forms (train F1 of the uncapped optimum: 0.862).
Fires at 2,487 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to "meta" concepts or analyses"""
# --- end external annotation ---
fire = {
# meta (312 firings)
' meta', ' Meta', 'meta', 'Meta',
# tier (163 firings)
' Tier',
# katy (136 firings)
' Katy',
# merge (133 firings)
' merge',
# medi (126 firings)
' medi',
# omega (119 firings)
' Omega', ' omega',
# kai (106 firings)
' Kai',
# tc (95 firings)
' TC',
# wiki (91 firings)
' Wiki',
# msi (83 firings)
' MSI',
# yar (70 firings)
' Yar',
# mg (62 firings)
'mg',
# mech (61 firings)
' Mech',
# omni (60 firings)
' Omni',
# nano (52 firings)
' Nano',
# ofi (48 firings)
'ofi',
# analysi (47 firings)
'analysis',
# fatty (41 firings)
' fatty',
# agame (40 firings)
'agame',
# observ (37 firings)
' observational',
# ragnarok (34 firings)
' Ragnarok',
# ricia (25 firings)
'ricia',
# synergy (23 firings)
' synergy',
# macro (20 firings)
' Macro',
# agnar (19 firings)
'agnar',
# pyr (18 firings)
' Pyr',
# refer (17 firings)
'reference',
# heterogene (14 firings)
' heterogeneity',
# sty (14 firings)
' sty',
# tg (12 firings)
'tg',
# template (12 firings)
'Template',
# combo (10 firings)
' Combo',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'meta-family', 1
def prog_L02F21921(input_tokens):
"""20 token families, 20 surface forms (train F1 of the uncapped optimum: 0.909).
Fires at 2,698 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: the repeated mention of the name "Cameron." """
# --- end external annotation ---
fire = {
# cameron (1,125 firings)
' Cameron',
# miliband (158 firings)
' Miliband',
# ogan (146 firings)
'ogan',
# samantha (124 firings)
' Samantha',
# ameron (107 firings)
'ameron',
# compres (96 firings)
' compression',
# cgi (89 firings)
' CGI',
# caleb (82 firings)
' Caleb',
# alien (74 firings)
' Aliens',
# ball (62 firings)
' Balls',
# igel (59 firings)
'igel',
# cam (58 firings)
' CAM',
# chell (53 firings)
'chell',
# remain (44 firings)
' Remain',
# aleb (36 firings)
'aleb',
# them (31 firings)
'them',
# cg (24 firings)
'CG',
# 623 (12 firings)
'623',
# 592 (12 firings)
'592',
# 593 (11 firings)
'593',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'cameron-family', 1
def prog_L02F21922(input_tokens):
"""49 token families, 52 surface forms (train F1 of the uncapped optimum: 0.853).
Fires at 7,082 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of the brand "Harley" and related concepts in various contexts"""
# --- end external annotation ---
fire = {
# ley (224 firings)
'LEY', 'leys',
# suicide (150 firings)
' Suicide',
# homage (137 firings)
' homage',
# fu (136 firings)
'fu',
# harley (127 firings)
' Harley',
# quentin (126 firings)
' Quentin',
# vampire (125 firings)
' Vampire',
# kham (120 firings)
' Kham',
# jok (112 firings)
' Joker',
# att (106 firings)
'ATT',
# arkham (105 firings)
' Arkham',
# kendall (104 firings)
' Kendall',
# jah (100 firings)
'jah',
# keyn (98 firings)
' Keynes',
# uckle (97 firings)
'uckle',
# arf (97 firings)
'arf',
# holden (96 firings)
' Holden',
# berkshire (92 firings)
' Berkshire',
# patent (89 firings)
' patented',
# mercy (89 firings)
' Mercy',
# shock (88 firings)
' Shock',
# revert (83 firings)
' revert', ' reverted',
# badas (81 firings)
' badass',
# hamm (79 firings)
' Hamm',
# warhamm (77 firings)
' Warhammer',
# ig (74 firings)
' IG',
# worcest (74 firings)
' Worcester',
# triumph (72 firings)
' Triumph',
# vigilante (72 firings)
' vigilante',
# roll (72 firings)
' Rolls',
# inqu (70 firings)
' inquest',
# dresden (63 firings)
' Dresden',
# ampunk (63 firings)
'ampunk',
# lash (61 firings)
' Lash',
# thel (61 firings)
'thel',
# orph (61 firings)
'orph',
# pow (61 firings)
' Pow', ' pow',
# quin (60 firings)
' Quin',
# yna (59 firings)
'yna',
# tatt (58 firings)
' Tatt',
# myst (58 firings)
' Myst',
# hanna (57 firings)
' Hanna',
# kung (56 firings)
' Kung',
# johann (54 firings)
' Johann',
# lana (53 firings)
' Lana',
# alky (49 firings)
'alky',
# kimb (48 firings)
' Kimber',
# ofi (48 firings)
'ofi',
# owe (48 firings)
'owe',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'ley-family', 1
def prog_L02F21923(input_tokens):
"""7 token families, 10 surface forms (train F1 of the uncapped optimum: 0.728).
Fires at 6,564 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "lower" related to economic or financial contexts"""
# --- end external annotation ---
fire = {
# low (2,699 firings)
' lower', ' lowest', ' lowers', 'lower',
# high (1,648 firings)
' higher',
# slow (208 firings)
' slower',
# weak (138 firings)
' weaker',
# lower (58 firings)
' lowering',
# aer (38 firings)
'aer',
# urinary (26 firings)
' urinary',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'low-family', 1
def prog_L02F21927(input_tokens):
"""1 token families, 4 surface forms (train F1 of the uncapped optimum: 0.920).
Fires at 22,819 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: phrases that inquire about quantities or amounts"""
# --- end external annotation ---
fire = {
# many (22,560 firings)
' many', 'Many', ' Many', 'many',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'many-family', 1
def prog_L02F21929(input_tokens):
"""20 token families, 22 surface forms (train F1 of the uncapped optimum: 0.802).
Fires at 2,659 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: gerunds and past participles related to actions"""
# --- end external annotation ---
fire = {
# aping (266 firings)
'aping',
# aped (255 firings)
'aped',
# ape (164 firings)
'apes', 'APE',
# acket (155 firings)
'acket', 'ackets',
# aster (146 firings)
'astered',
# asket (128 firings)
'asket',
# enna (112 firings)
'enna',
# armac (101 firings)
'armac',
# wed (98 firings)
'wed',
# alk (93 firings)
'alking',
# tap (80 firings)
' taped',
# ixtape (70 firings)
'ixtape',
# reap (60 firings)
' reap',
# uppet (41 firings)
'uppet',
# airflow (29 firings)
' airflow',
# 480 (19 firings)
'480',
# iquette (17 firings)
'iquette',
# ramid (13 firings)
'ramid',
# met (9 firings)
'metic',
# 796 (8 firings)
'796',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'aping-family', 1
def prog_L02F21930(input_tokens):
"""16 token families, 22 surface forms (train F1 of the uncapped optimum: 0.689).
Fires at 3,711 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: phrases related to the concept of advantages, particularly in comparing or evaluating benefits"""
# --- end external annotation ---
fire = {
# benefit (989 firings)
' benefits', ' benefited',
# advantage (673 firings)
' advantage', ' advantageous', ' Advantage',
# advantag (260 firings)
' advantages',
# fortunate (224 firings)
' fortunate',
# strength (151 firings)
' strengths',
# privileg (142 firings)
' privileges',
# disadvantag (111 firings)
' disadvantaged', ' disadvantages',
# vant (80 firings)
'vant',
# superior (72 firings)
' superiority',
# drawback (65 firings)
' drawbacks', ' drawback',
# asymm (53 firings)
' asymm',
# sie (43 firings)
' Sie',
# fort (39 firings)
'forts',
# great (38 firings)
' GREAT',
# disadvantage (30 firings)
' disadvantage',
# advant (15 firings)
'advant', ' advant',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'benefit-family', 1
def prog_L02F21931(input_tokens):
"""49 token families, 50 surface forms (train F1 of the uncapped optimum: 0.663).
Fires at 3,838 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: occurrences of the word "deed" and its variations"""
# --- end external annotation ---
fire = {
# deed (130 firings)
' deeds', ' deed',
# kind (107 firings)
' kindness',
# cie (105 firings)
'cies',
# clama (101 firings)
'clamation',
# pris (85 firings)
'prising',
# grav (80 firings)
' graves',
# boon (76 firings)
' boon',
# elia (72 firings)
' Elias',
# receipt (70 firings)
' receipts',
# hour (66 firings)
'hours',
# eas (63 firings)
' Eas',
# arkin (53 firings)
'arkin',
# deceit (53 firings)
' deceit',
# abit (53 firings)
'abit',
# abil (51 firings)
'abil',
# rament (49 firings)
'rament',
# ledg (49 firings)
' ledger',
# att (48 firings)
' ATT',
# end (47 firings)
' endings',
# polk (46 firings)
' Polk',
# aleb (43 firings)
'aleb',
# dad (43 firings)
'dad',
# nown (42 firings)
'nown',
# thal (42 firings)
'thal',
# commit (42 firings)
' commits',
# duly (34 firings)
' duly',
# aking (34 firings)
'akings',
# rebate (33 firings)
' rebate',
# handwrit (33 firings)
' handwriting',
# 1906 (31 firings)
' 1906',
# bear (30 firings)
' bearer',
# arer (30 firings)
'arers',
# oppo (27 firings)
' oppos',
# jb (26 firings)
'JB',
# kwh (26 firings)
' kWh',
# intent (25 firings)
' Intent',
# effect (25 firings)
' effected',
# und (25 firings)
' undes',
# 372 (22 firings)
' 372',
# orah (22 firings)
'orah',
# dn (20 firings)
' DN',
# vot (19 firings)
' vot',
# '- (19 firings)
"'-",
# complet (18 firings)
'Completed',
# 707 (17 firings)
'707',
# 509 (16 firings)
'509',
# 706 (16 firings)
'706',
# will (14 firings)
' wills',
# action (12 firings)
' ACTION',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'deed-family', 1
def prog_L02F21932(input_tokens):
"""47 token families, 60 surface forms (train F1 of the uncapped optimum: 0.828).
Fires at 9,787 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: words related to conclusions or endings"""
# --- end external annotation ---
fire = {
# mount (430 firings)
'mount', ' mount', 'mounted', 'Mount',
# reckon (160 firings)
' reckoning', ' reckon', ' reckoned',
# detect (133 firings)
'Detect', ' Detect',
# ument (133 firings)
'uments', 'ument',
# renew (130 firings)
' Renew',
# ascend (126 firings)
' ascend', ' ascended', ' Ascend',
# mep (124 firings)
' MEP',
# ding (113 firings)
' Ding', ' ding',
# daca (110 firings)
' DACA',
# sx (109 firings)
' SX',
# bend (108 firings)
'bender', 'bending',
# hung (107 firings)
'Hung',
# alog (93 firings)
'alog',
# fab (93 firings)
' fab', 'fab',
# tick (91 firings)
' ticking',
# ecast (90 firings)
'ecast',
# dig (89 firings)
'dig',
# descend (89 firings)
' descend',
# camp (84 firings)
'camp',
# fascist (83 firings)
'fascist',
# transcend (79 firings)
' transcend',
# cend (79 firings)
'cend',
# enda (77 firings)
'enda',
# cid (75 firings)
' cider',
# orb (75 firings)
'orb',
# antz (74 firings)
'antz',
# endo (73 firings)
'endo',
# mend (67 firings)
' mend',
# ield (67 firings)
'IELD',
# pow (67 firings)
' Pow', ' pow',
# cest (66 firings)
'cest',
# trem (63 firings)
' trem',
# ð (61 firings)
'ð',
# ernand (61 firings)
'ernand',
# root (61 firings)
'roots',
# manif (59 firings)
' Manifest',
# discord (57 firings)
' Discord',
# mathemat (56 firings)
' mathematic',
# due (55 firings)
' dues',
# digy (55 firings)
'digy',
# sag (55 firings)
' sag',
# extraord (53 firings)
' extraord',
# hend (52 firings)
'hend',
# fuse (52 firings)
' fuse',
# fail (52 firings)
'fail',
# cel (52 firings)
' Celest',
# fema (51 firings)
' FEMA',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'mount-family', 1
def prog_L02F21933(input_tokens):
"""12 token families, 12 surface forms (train F1 of the uncapped optimum: 0.836).
Fires at 1,848 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the name "Heathrow." """
# --- end external annotation ---
fire = {
# heath (243 firings)
' Heath',
# hague (173 firings)
' Hague',
# penny (129 firings)
' Penny',
# nicholson (119 firings)
' Nicholson',
# ashton (116 firings)
' Ashton',
# wise (111 firings)
' Wise',
# bethlehem (93 firings)
' Bethlehem',
# longev (84 firings)
' longevity',
# ichael (80 firings)
'ichael',
# hamp (72 firings)
' Hamp',
# cynthia (67 firings)
' Cynthia',
# spott (62 firings)
' spotting',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'heath-family', 1
def prog_L02F21934(input_tokens):
"""15 token families, 21 surface forms (train F1 of the uncapped optimum: 0.776).
Fires at 6,914 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: the suffix "ent" in various contexts"""
# --- end external annotation ---
fire = {
# ent (3,671 firings)
'ent', 'ENT', 'ented', 'Ent', 'ENTS', 'enting', ' ENT',
# ive (217 firings)
'IVE',
# enton (175 firings)
'enton',
# went (129 firings)
' Went',
# ment (83 firings)
' Ment',
# ult (72 firings)
'ULT',
# icent (71 firings)
'icent',
# sent (70 firings)
'sent',
# ento (54 firings)
'ento',
# enta (51 firings)
'enta',
# pent (45 firings)
'pent',
# enture (45 firings)
'enture',
# istant (42 firings)
'istant',
# ene (40 firings)
'ENE',
# tent (30 firings)
' Tent',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'ent-family', 1
def prog_L02F21935(input_tokens):
"""29 token families, 41 surface forms (train F1 of the uncapped optimum: 0.661).
Fires at 4,890 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to joining or subscriptions to services or communities"""
# --- end external annotation ---
fire = {
# join (1,586 firings)
' join', 'Join', ' Join', 'join', 'Joined', 'joined',
# learn (309 firings)
' Learn', 'Learn',
# ˈ (237 firings)
'ˈ',
# help (201 firings)
' Help', 'Help', ' HELP',
# visit (181 firings)
' Visit', 'Visit',
# event (173 firings)
'Event', 'Events', 'events',
# discov (115 firings)
' Discover', 'Discover',
# download (112 firings)
'Download',
# stick (96 firings)
' Stick',
# become (84 firings)
' Become',
# uat (74 firings)
'uated',
# ceive (67 firings)
'ceive',
# dona (50 firings)
' Donation',
# bec (48 firings)
'Bec',
# send (48 firings)
'Send',
# explore (42 firings)
' Explore',
# llow (41 firings)
'LLOW',
# ourna (35 firings)
'ournament',
# plet (34 firings)
'pleting',
# review (29 firings)
'Reviewed',
# ospon (26 firings)
'ospons',
# group (22 firings)
'groups',
# club (22 firings)
' Clubs',
# regist (21 firings)
'Register',
# requent (21 firings)
'requently',
# purchase (19 firings)
'Purchase',
# sponsor (19 firings)
' Sponsor',
# shape (18 firings)
'Shape',
# pair (15 firings)
' Pair',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'join-family', 1
def prog_L02F21936(input_tokens):
"""39 token families, 40 surface forms (train F1 of the uncapped optimum: 0.862).
Fires at 2,499 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to polyamorous and monogamous relationships, as well as mentions of Sharia law"""
# --- end external annotation ---
fire = {
# wiv (172 firings)
' wives',
# sharia (133 firings)
' Sharia',
# amou (97 firings)
'amous',
# holog (87 firings)
' holog',
# wrong (86 firings)
' wrongful',
# fundamentalist (75 firings)
' fundamentalist',
# perjury (69 firings)
' perjury',
# bigfoot (69 firings)
' Bigfoot',
# poly (69 firings)
'poly', 'Poly',
# marit (67 firings)
' marital',
# bamboo (65 firings)
' bamboo',
# brigham (63 firings)
' Brigham',
# polyg (62 firings)
' polyg',
# li (58 firings)
' li',
# fundament (56 firings)
' Fundamental',
# paranorm (56 firings)
' paranormal',
# refr (54 firings)
' refres',
# orm (51 firings)
'ormal',
# confidential (48 firings)
' confidentiality',
# branch (46 firings)
' branching',
# polygamy (44 firings)
' polygamy',
# testim (44 firings)
' testim',
# subdivi (42 firings)
' subdivision',
# truth (39 firings)
' truthful',
# clan (38 firings)
' clans',
# pist (36 firings)
' pist',
# hierarch (34 firings)
' hierarchical',
# monog (34 firings)
' monog',
# feng (34 firings)
' Feng',
# fid (33 firings)
' fid',
# patern (33 firings)
' paternity',
# britann (30 firings)
' Britann',
# pled (27 firings)
' pled',
# contin (19 firings)
' contin',
# cust (18 firings)
' cust',
# heaven (16 firings)
' Heavenly',
# ind (11 firings)
' indic',
# patriarch (11 firings)
' patriarchal',
# satisf (7 firings)
' satisf',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'wiv-family', 1
def prog_L02F21937(input_tokens):
"""4 token families, 5 surface forms (train F1 of the uncapped optimum: 0.837).
Fires at 1,380 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: phrases emphasizing the concept of speed or rapidity across various contexts"""
# --- end external annotation ---
fire = {
# fast (956 firings)
' fastest', 'fast',
# speedy (88 firings)
' speedy',
# quick (48 firings)
' quickest',
# lapt (6 firings)
' lapt',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'fast-family', 1
def prog_L02F21938(input_tokens):
"""47 token families, 54 surface forms (train F1 of the uncapped optimum: 0.826).
Fires at 9,564 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to specific farms or farming organizations"""
# --- end external annotation ---
fire = {
# farm (671 firings)
' Farm', ' Farms', 'Farm', 'farm', ' Farming',
# punk (249 firings)
'punk', ' Punk',
# soldi (197 firings)
' Soldier', ' Soldiers',
# street (192 firings)
' Streets',
# gun (187 firings)
' Guns',
# industr (176 firings)
' Industrial',
# pack (173 firings)
' packing',
# confine (158 firings)
' confinement',
# fashion (151 firings)
' Fashion',
# fav (121 firings)
' Fav',
# hampton (118 firings)
' Hampton',
# pic (117 firings)
' pics',
# veteran (106 firings)
' Veteran',
# heb (100 firings)
' Heb',
# angry (98 firings)
' Angry',
# kill (93 firings)
' Killed',
# fare (91 firings)
' Fare',
# vs (87 firings)
' Vs',
# mutant (84 firings)
' Mutant',
# gard (83 firings)
'gard',
# guant (81 firings)
' Guant',
# hard (81 firings)
' Harding',
# brut (81 firings)
' Brut', ' brut',
# breakfast (80 firings)
' Breakfast',
# millennial (79 firings)
' Millennials',
# bread (78 firings)
'bread',
# eminem (75 firings)
' Eminem',
# garage (75 firings)
' Garage',
# bru (73 firings)
' bruised',
# recre (73 firings)
' recre',
# fun (73 firings)
' funer',
# mead (72 firings)
' Mead',
# massacre (70 firings)
' Massacre',
# tek (69 firings)
'tek',
# oci (68 firings)
'ocial',
# wig (68 firings)
'wig',
# estead (67 firings)
'estead',
# rebellion (65 firings)
' Rebellion',
# cadillac (65 firings)
' Cadillac',
# mour (62 firings)
' Mour',
# rek (62 firings)
'rek',
# socialism (60 firings)
' Socialism',
# casu (59 firings)
' Casual',
# tactic (57 firings)
' Tactics',
# achev (56 firings)
'achev',
# sod (55 firings)
' Sod',
# tough (53 firings)
' toughness',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'farm-family', 1
def prog_L02F21939(input_tokens):
"""47 token families, 49 surface forms (train F1 of the uncapped optimum: 0.893).
Fires at 3,516 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: repeated mentions of the name Connor"""
# --- end external annotation ---
fire = {
# connor (340 firings)
'Connor', ' Connor',
# conor (179 firings)
' Conor',
# connect (147 firings)
' Connect',
# elliot (126 firings)
' Elliot',
# mckenzie (124 firings)
' McKenzie',
# watch (113 firings)
'WATCH',
# cliffe (109 firings)
'cliffe',
# connell (104 firings)
'Connell',
# reese (101 firings)
' Reese',
# eson (100 firings)
'eson',
# aden (92 firings)
'aden',
# interstate (92 firings)
' interstate',
# croft (87 firings)
'croft',
# akin (86 firings)
'akin',
# terminator (83 firings)
' Terminator',
# conrad (82 firings)
' Conrad',
# compton (79 firings)
' Compton',
# differentiate (76 firings)
' differentiate',
# damien (64 firings)
' Damien',
# achev (63 firings)
'achev',
# enza (62 firings)
'enza',
# avin (51 firings)
'avin',
# puberty (49 firings)
' puberty',
# inflammatory (47 firings)
'inflammatory',
# reil (46 firings)
' Reilly',
# differentia (43 firings)
' differentiation',
# evaluate (40 firings)
'evaluate',
# comprehen (39 firings)
' comprehension',
# acca (38 firings)
'acca',
# constantine (37 firings)
' Constantine',
# obin (35 firings)
'obin',
# concurrent (35 firings)
' concurrently',
# clair (35 firings)
'clair',
# schizophren (34 firings)
' schizophren',
# hani (34 firings)
'hani',
# constant (31 firings)
' Constant',
# conform (29 firings)
' conformity',
# uncon (27 firings)
' uncons',
# component (26 firings)
'Component',
# avanaugh (22 firings)
'avanaugh',
# ________________________________________________________________ (22 firings)
'________________________________________________________________',
# contr (20 firings)
' CONTR',
# lear (19 firings)
'lear', 'Lear',
# constantinople (18 firings)
' Constantinople',
# sasuke (16 firings)
' Sasuke',
# weeney (14 firings)
'weeney',
# expres (12 firings)
'expression',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'connor-family', 1
def prog_L02F21940(input_tokens):
"""29 token families, 32 surface forms (train F1 of the uncapped optimum: 0.853).
Fires at 3,312 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to pop culture"""
# --- end external annotation ---
fire = {
# pop (801 firings)
' Pop', 'pop', ' POP',
# complex (209 firings)
' Complex',
# push (179 firings)
' Push', 'Push',
# scout (175 firings)
' Scout',
# pope (88 firings)
' pope',
# ops (84 firings)
' Ops',
# vinyl (79 firings)
' Vinyl',
# xx (77 firings)
' XX',
# cosmo (74 firings)
' cosmos',
# populism (71 firings)
' populism',
# pik (71 firings)
' Pik',
# popcorn (69 firings)
' popcorn',
# funk (68 firings)
' Funk',
# pan (62 firings)
' Panic',
# tac (60 firings)
' Tac',
# chuk (59 firings)
'chuk',
# uli (57 firings)
'uli',
# major (55 firings)
' majorities',
# freak (52 firings)
' Freak',
# olog (51 firings)
'ologic',
# pon (34 firings)
' Pon',
# fev (34 firings)
' Fever',
# popul (28 firings)
' popul',
# shogun (25 firings)
' Shogun',
# panz (25 firings)
' Panzer',
# tent (24 firings)
' Tent',
# pneum (15 firings)
' pneum',
# pol (14 firings)
' Polic',
# peat (11 firings)
'peat',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'pop-family', 1
def prog_L02F21943(input_tokens):
"""25 token families, 29 surface forms (train F1 of the uncapped optimum: 0.701).
Fires at 7,426 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to musicians"""
# --- end external annotation ---
fire = {
# musician (831 firings)
' musician', ' musicians',
# artist (723 firings)
' artists',
# rapp (492 firings)
' rapper', ' rappers',
# guitarist (303 firings)
' guitarist',
# band (261 firings)
' bands',
# compos (237 firings)
' composer',
# listen (214 firings)
' listeners', ' listener',
# drumm (186 firings)
' drummer',
# grammy (164 firings)
' Grammy',
# orchestra (156 firings)
' Orchestra', ' orchestra',
# concert (155 firings)
' concerts',
# football (113 firings)
' footballer',
# grate (108 firings)
' Grateful',
# eter (94 firings)
'eters',
# instru (94 firings)
' instruments',
# guitar (90 firings)
' Guitar',
# gig (78 firings)
' gigs',
# pian (76 firings)
' pian',
# noise (70 firings)
' Noise',
# spot (66 firings)
'Spot',
# mus (58 firings)
'music',
# johann (52 firings)
' Johann',
# orchestr (30 firings)
' orchestr',
# melody (29 firings)
' Melody',
# pyth (28 firings)
' Pyth',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'musician-family', 1
def prog_L02F21944(input_tokens):
"""20 token families, 24 surface forms (train F1 of the uncapped optimum: 0.760).
Fires at 3,290 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to Google Maps"""
# --- end external annotation ---
fire = {
# map (1,054 firings)
' maps', ' Maps', 'maps', 'Maps',
# street (192 firings)
' Streets',
# mapp (177 firings)
' mapping',
# graphic (111 firings)
' Graphics', 'Graphics',
# car (105 firings)
' Cars',
# plac (92 firings)
' Places',
# ars (83 firings)
'ARS',
# ope (83 firings)
'opes',
# inat (74 firings)
'inates',
# ban (61 firings)
' Bans',
# tour (58 firings)
' Tours',
# war (41 firings)
'Wars',
# collection (27 firings)
' Collections',
# direction (24 firings)
' Directions',
# ogen (23 firings)
'ogens',
# publication (19 firings)
' Publications',
# cod (17 firings)
'codes',
# nightmar (15 firings)
' Nightmares',
# echo (10 firings)
' Echoes',
# endar (10 firings)
'endars',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'map-family', 1
def prog_L02F21945(input_tokens):
"""4 token families, 9 surface forms (train F1 of the uncapped optimum: 0.733).
Fires at 5,152 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to "lines" in various contexts"""
# --- end external annotation ---
fire = {
# lin (2,891 firings)
' lines', 'lines', 'LIN', ' Lines', 'liners', ' LIN',
# linemen (65 firings)
' linemen',
# contrast (61 firings)
' contrasts',
# wrinkl (14 firings)
' wrinkles',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'lin-family', 1
def prog_L02F21946(input_tokens):
"""50 token families, 54 surface forms (train F1 of the uncapped optimum: 0.843).
Fires at 10,308 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: names and terms related to specific individuals, particularly "Vish," as well as references to physical structures or items like "shack" and "cassette." """
# --- end external annotation ---
fire = {
# shack (163 firings)
' shack', ' Shack',
# bag (154 firings)
' Bag',
# aki (154 firings)
'akis',
# 1947 (153 firings)
' 1947',
# logo (148 firings)
' logos',
# sask (144 firings)
' Sask',
# asu (135 firings)
' Asus', ' ASUS',
# missis (123 firings)
' Mississ',
# dictatorship (115 firings)
' dictatorship',
# katz (107 firings)
' Katz',
# cas (107 firings)
'Cass', ' cass',
# suk (106 firings)
' Suk',
# truman (103 firings)
' Truman',
# sul (91 firings)
' Sul',
# vlad (90 firings)
' Vlad',
# sas (89 firings)
' Sas',
# cozy (86 firings)
' cozy',
# dahl (85 firings)
' Dahl',
# rossi (84 firings)
' Rossi',
# essa (84 firings)
'essa',
# shim (83 firings)
' Shim',
# birthplace (83 firings)
' birthplace',
# bs (82 firings)
' BS',
# arak (82 firings)
'arak',
# whi (81 firings)
' Whis',
# unmist (81 firings)
' unmist',
# sha (80 firings)
'sha',
# cottage (79 firings)
' cottage',
# mond (78 firings)
'monds',
# depend (77 firings)
' dependence',
# voy (75 firings)
' Voy',
# arel (75 firings)
'arel',
# enz (75 firings)
'enz', ' enz',
# mish (74 firings)
' Mish',
# iz (73 firings)
' Iz',
# fos (73 firings)
' Foss',
# dishon (72 firings)
' dishon',
# lack (71 firings)
' Lack',
# tek (69 firings)
'tek',
# bigfoot (69 firings)
' Bigfoot',
# junc (69 firings)
' junction',
# 1911 (68 firings)
' 1911',
# vish (67 firings)
' Vish',
# pack (66 firings)
'packing',
# esk (65 firings)
' Esk',
# bis (64 firings)
' Bis',
# ..... (64 firings)
'.....',
# epi (63 firings)
' epis',
# koz (62 firings)
' Koz',
# bulky (59 firings)
' bulky',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'shack-family', 1
def prog_L02F21947(input_tokens):
"""7 token families, 12 surface forms (train F1 of the uncapped optimum: 0.860).
Fires at 5,840 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to screens in various contexts"""
# --- end external annotation ---
fire = {
# screen (4,016 firings)
' screen', ' screens', 'screen', ' Screen', ' screened', 'Screen',
# reen (131 firings)
'reens',
# touchscreen (120 firings)
' touchscreen',
# phone (120 firings)
'phone',
# creen (70 firings)
'creen',
# screenplay (53 firings)
' screenplay',
# display (18 firings)
'Display',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'screen-family', 1
def prog_L02F21949(input_tokens):
"""13 token families, 20 surface forms (train F1 of the uncapped optimum: 0.614).
Fires at 2,162 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "consider" and variations of it, indicating suggestions or recommendations"""
# --- end external annotation ---
fire = {
# consid (1,083 firings)
' consider', ' Consider', 'Consider', 'consider',
# enjoy (281 firings)
' Enjoy', 'Enjoy',
# pond (99 firings)
' ponder',
# avoid (65 firings)
'Avoid', ' Avoid',
# notice (62 firings)
' Notice', 'Notice',
# poor (59 firings)
'Poor',
# recommend (49 firings)
' Recommend', 'Recommend',
# veget (43 firings)
' Veget',
# allow (28 firings)
' Allow',
# recall (18 firings)
' Recall',
# ider (12 firings)
'IDER',
# † (7 firings)
'†',
# excellent (6 firings)
'Excellent',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'consid-family', 1
def prog_L02F21950(input_tokens):
"""19 token families, 21 surface forms (train F1 of the uncapped optimum: 0.804).
Fires at 1,108 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: the concept of compliance, often in a critical or negative context"""
# --- end external annotation ---
fire = {
# compl (174 firings)
' compl', 'Compl',
# rejo (85 firings)
' rejo',
# simpl (77 firings)
' simpl',
# cath (73 firings)
' Cath',
# resp (68 firings)
' resp',
# unch (61 firings)
' unch',
# obst (46 firings)
' obst',
# acent (35 firings)
'acent',
# compli (28 firings)
' Compliance',
# cont (27 firings)
'CONT',
# consp (25 firings)
' conspic',
# pol (24 firings)
' Polly',
# qui (20 firings)
' qui',
# ******************************** (19 firings)
'********************************', ' ********************************',
# requ (14 firings)
' requ',
# satisf (10 firings)
' satisf',
# verty (7 firings)
'verty',
# discont (7 firings)
' discont',
# sovere (4 firings)
' sovere',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'compl-family', 1
def prog_L02F21952(input_tokens):
"""36 token families, 36 surface forms (train F1 of the uncapped optimum: 0.736).
Fires at 3,116 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "asleep." """
# --- end external annotation ---
fire = {
# asleep (262 firings)
' asleep',
# awake (157 firings)
' awake',
# distract (144 firings)
' distracted',
# addict (138 firings)
' addicted',
# dream (123 firings)
' dreaming',
# know (96 firings)
'know',
# noon (83 firings)
'noon',
# dormant (82 firings)
' dormant',
# sleepy (81 firings)
' sleepy',
# masturb (78 firings)
' masturb',
# alone (73 firings)
' Alone',
# slept (66 firings)
' slept',
# dek (49 firings)
' Dek',
# aptop (48 firings)
'aptop',
# hypnot (45 firings)
' hypnot',
# sleep (43 firings)
' sleeps',
# nant (40 firings)
'nant',
# pre (39 firings)
' PRES',
# trap (38 firings)
'trap',
# mod (31 firings)
' Modest',
# epi (30 firings)
' epis',
# clock (29 firings)
' Clock',
# kun (28 firings)
'kun',
# larvae (28 firings)
' larvae',
# awoken (22 firings)
' awoken',
# oral (22 firings)
' orally',
# lucid (21 firings)
' lucid',
# pter (21 firings)
'pter',
# naughty (21 firings)
' naughty',
# trance (18 firings)
' trance',
# leep (17 firings)
'leep',
# laugh (17 firings)
'laugh',
# omnia (15 firings)
'omnia',
# atonin (15 firings)
'atonin',
# ippery (12 firings)
'ippery',
# babe (9 firings)
' babe',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'asleep-family', 1
def prog_L02F21954(input_tokens):
"""35 token families, 127 surface forms (train F1 of the uncapped optimum: 0.261).
Fires at 2,983,317 of 36,786,566 positions.
Fires at 8.11% of positions, and
token rules do not serve features this dense: median test F1 0.086
across the 37,173 features above 0.39% of positions, against 0.763 for
the 76,283 below 0.016%. Read this fire set as the best available
approximation, not as what the feature does."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to important individuals and their actions"""
# --- end external annotation ---
fire = {
# the (87,317 firings)
' the', ' THE', 'THE',
# in (62,902 firings)
' in', 'in', 'IN', ' IN',
# is (61,433 firings)
' is', 'is', 'IS', ' Is', ' IS',
# to (60,991 firings)
' to', ' To', 'TO', ' TO',
# for (49,026 firings)
' for', ' For', ' FOR', 'FOR',
# has (44,463 firings)
' has', ' Has', 'has', ' HAS', 'Has',
# on (37,163 firings)
' on', 'on', 'ON', ' On', ' ON',
# that (30,863 firings)
' that', ' THAT',
# with (28,749 firings)
' with', ' With', ' WITH',
# by (27,139 firings)
' by', 'By', ' By', 'by', ' BY', 'BY',
# was (26,086 firings)
' was', ' Was', 'was', ' WAS',
# have (24,697 firings)
' have', ' Have', 'have', ' HAVE',
# are (22,563 firings)
' are', ' Are', ' ARE', 'ARE',
# s (20,286 firings)
"'s",
# from (19,595 firings)
' from', ' From', 'from', ' FROM',
# an (19,089 firings)
' an', 'an', ' An', 'An', ' AN',
# at (18,985 firings)
' at',
# be (18,758 firings)
' be', ' Be', 'be', ' BE',
# as (17,757 firings)
' as', ' AS',
# ) (17,124 firings)
')', ' )',
# been (16,423 firings)
' been', ' Been',
# will (15,127 firings)
' will', ' Will', ' willing', ' WILL', ' willingly',
# about (12,297 firings)
' about', ' About', ' ABOUT',
# not (12,056 firings)
' not', ' Not', ' noted', ' NOT', ' notable', ' Notes', 'NOT',
# his (11,932 firings)
' his', ' HIS',
# aft (11,762 firings)
' after', ' After', ' AFTER',
# — (11,362 firings)
' —', '—',
# new (11,334 firings)
' new', ' news', ' News', ' newest', ' NEW', ' NEWS', 'NEWS',
# its (10,899 firings)
' its', ' Its', ' ITS',
# who (10,566 firings)
' who',
# but (9,123 firings)
' but', ' BUT', 'BUT',
# say (8,597 firings)
' says', ' say', ' saying', ' Says', ' Say', 'say', ' Saying', ' SAY',
# out (8,072 firings)
' out', ' Out', 'OUT', ' OUT', ' outing', ' outings',
# – (7,717 firings)
' –', '–',
# - (7,625 firings)
' -',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'the-family', 1
def prog_L02F21956(input_tokens):
"""23 token families, 37 surface forms (train F1 of the uncapped optimum: 0.403).
Fires at 35,880 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to football positions and roles"""
# --- end external annotation ---
fire = {
# forward (1,917 firings)
' forward', ' forwards', 'forward', 'Forward',
# back (1,151 firings)
'back', ' backs', 'backs', 'backer', 'BACK',
# receiv (945 firings)
' receiver', ' receivers', ' Receiver',
# offens (918 firings)
' offensive', ' Offensive',
# draft (855 firings)
' draft', ' drafts',
# guard (791 firings)
' guard',
# defense (741 firings)
' defense',
# defens (709 firings)
' defensive',
# offense (626 firings)
' offense',
# camp (543 firings)
' camp',
# tackle (481 firings)
' tackle', ' Tackle',
# quarterback (456 firings)
' quarterback',
# coordinator (379 firings)
' coordinator',
# start (344 firings)
' starter', ' starters',
# tight (297 firings)
' tight',
# cornerback (256 firings)
' cornerback',
# prospect (219 firings)
' prospect',
# hand (203 firings)
'hander',
# lineman (161 firings)
' lineman',
# lineback (159 firings)
' linebacker', ' linebackers',
# secondary (98 firings)
' secondary',
# kick (94 firings)
' kicker',
# bow (93 firings)
'bow',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'forward-family', 1
def prog_L02F21958(input_tokens):
"""42 token families, 48 surface forms (train F1 of the uncapped optimum: 0.713).
Fires at 2,176 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: technical specifications and attributes related to images or visual content"""
# --- end external annotation ---
fire = {
# cent (212 firings)
'center', 'Center',
# eka (99 firings)
'eka',
# px (97 firings)
'px',
# color (95 firings)
'color',
# png (67 firings)
'png', ' PNG',
# plex (63 firings)
' Plex', 'Plex',
# pixel (53 firings)
' pixels',
# permission (50 firings)
' permissions',
# ν (48 firings)
'ν',
# mx (43 firings)
'MX', 'mx',
# 560 (42 firings)
'560',
# %" (40 firings)
'%"',
# zed (35 firings)
' Zed',
# ,- (31 firings)
',-',
# cento (28 firings)
' CentOS',
# xp (25 firings)
'xp', ' xp',
# 680 (23 firings)
'680',
# %; (19 firings)
'%;',
# 683 (18 firings)
'683',
# 002 (18 firings)
'002',
# 554 (17 firings)
'554',
# 595 (17 firings)
'595',
# byte (17 firings)
'byte', ' Byte',
# 784 (15 firings)
'784',
# xc (15 firings)
'xc',
# potassium (15 firings)
' potassium',
# opac (14 firings)
' opacity',
# python (14 firings)
'python',
# 785 (13 firings)
'785',
# pit (12 firings)
' PIT',
# 594 (10 firings)
'594',
# 793 (10 firings)
'793',
# 692 (10 firings)
'692',
# tp (10 firings)
'tp',
# 682 (9 firings)
'682',
# 592 (9 firings)
'592',
# 783 (9 firings)
'783',
# 792 (8 firings)
'792',
# xa (8 firings)
'xa',
# mobi (6 firings)
'mobi',
# 596 (6 firings)
'596',
# way (6 firings)
'WAYS',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'cent-family', 1
def prog_L02F21959(input_tokens):
"""6 token families, 9 surface forms (train F1 of the uncapped optimum: 0.915).
Fires at 12,493 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: the repeated mention of the number six"""
# --- end external annotation ---
fire = {
# six (8,479 firings)
' six', ' Six', 'Six', 'six',
# seven (2,622 firings)
' seven',
# sixth (747 firings)
' sixth',
# twelve (137 firings)
' twelve',
# elve (85 firings)
'elve',
# sixty (84 firings)
' sixty',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'six-family', 1
def prog_L02F21961(input_tokens):
"""14 token families, 16 surface forms (train F1 of the uncapped optimum: 0.879).
Fires at 2,527 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of Gaza"""
# --- end external annotation ---
fire = {
# gaza (1,019 firings)
' Gaza', 'Gaza',
# strip (274 firings)
' Strip',
# shelt (194 firings)
' shelters',
# ramadan (153 firings)
' Ramadan',
# huang (87 firings)
' Huang',
# enclave (86 firings)
' enclave',
# encl (65 firings)
' encl',
# γ (56 firings)
'γ',
# gar (49 firings)
' garment',
# lazaru (44 firings)
' Lazarus',
# estine (44 firings)
'estine',
# gaia (35 firings)
' Gaia',
# rg (16 firings)
'rg', ' rg',
# [] (10 firings)
'[]',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'gaza-family', 1
def prog_L02F21963(input_tokens):
"""21 token families, 25 surface forms (train F1 of the uncapped optimum: 0.884).
Fires at 2,196 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to a specific entity or organization named "Mand." """
# --- end external annotation ---
fire = {
# mand (646 firings)
' Mand', 'mand', ' mand', 'Mand',
# mandatory (208 firings)
' Mandatory',
# kab (120 firings)
' Kab',
# bund (115 firings)
' Bund',
# mant (101 firings)
' Mant', ' mant',
# trumpet (89 firings)
' trumpet',
# mandarin (83 firings)
' Mandarin',
# wend (81 firings)
' Wend',
# andel (81 firings)
'andel',
# buccane (68 firings)
' Buccaneers',
# gospel (65 firings)
' gospel',
# planta (62 firings)
' plantation',
# gund (43 firings)
' Gund',
# dem (38 firings)
' DEM',
# paid (30 firings)
' Paid',
# hamb (27 firings)
' Hamb',
# pact (26 firings)
' Pact',
# shogun (21 firings)
' Shogun',
# plantation (21 firings)
' plantations',
# kd (20 firings)
' KD',
# verd (14 firings)
' Verd',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'mand-family', 1
def prog_L02F21965(input_tokens):
"""29 token families, 30 surface forms (train F1 of the uncapped optimum: 0.852).
Fires at 2,866 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "fancy" and its variations"""
# --- end external annotation ---
fire = {
# fancy (384 firings)
' fancy', ' Fancy',
# shiny (166 firings)
' shiny',
# gar (131 firings)
'Gar',
# lavish (122 firings)
' lavish',
# lav (113 firings)
' lav',
# wanna (113 firings)
' wanna',
# royalty (99 firings)
' royalty',
# crap (93 firings)
' crap',
# fant (88 firings)
' fant',
# trick (81 firings)
' tricked',
# flashy (78 firings)
' flashy',
# hasti (78 firings)
' hastily',
# flair (73 firings)
' flair',
# eagle (70 firings)
' eagle',
# extravagant (66 firings)
' extravagant',
# fairy (65 firings)
' fairy',
# fanc (60 firings)
' fanc',
# inter (58 firings)
'Interest',
# deem (58 firings)
' deem',
# nifty (57 firings)
' nifty',
# thought (55 firings)
'thought',
# jargon (52 firings)
' jargon',
# woo (52 firings)
' woo',
# gimm (51 firings)
' gimm',
# fidel (48 firings)
' fidelity',
# prett (46 firings)
' prett',
# nic (40 firings)
' nicer',
# agent (22 firings)
'Agent',
# extravag (12 firings)
' extravag',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'fancy-family', 1
def prog_L02F21966(input_tokens):
"""15 token families, 16 surface forms (train F1 of the uncapped optimum: 0.772).
Fires at 4,110 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "dedicated." """
# --- end external annotation ---
fire = {
# dedicat (1,259 firings)
' dedicated',
# devot (434 firings)
' devoted',
# dedica (215 firings)
' dedication',
# special (200 firings)
' specialized',
# icat (185 firings)
'icated',
# copyright (83 firings)
' copyrighted',
# curat (82 firings)
' curated',
# dedicate (78 firings)
' dedicate',
# ded (70 firings)
' Ded',
# tireless (54 firings)
' tirelessly',
# shortcut (49 firings)
' shortcuts', ' shortcut',
# central (44 firings)
' centralized',
# rav (36 firings)
'raved',
# consec (21 firings)
' consec',
# プ (13 firings)
'プ',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'dedicat-family', 1
def prog_L02F21967(input_tokens):
"""14 token families, 19 surface forms (train F1 of the uncapped optimum: 0.803).
Fires at 4,193 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to comic conventions"""
# --- end external annotation ---
fire = {
# con (2,668 firings)
'Con', 'con', ' Con',
# conan (116 firings)
' Conan',
# conv (109 firings)
' Conver', ' Convers', 'conv',
# connell (104 firings)
'Connell',
# concept (101 firings)
' Concept',
# convert (90 firings)
' convertible', ' Convert',
# cot (76 firings)
'cot',
# cone (69 firings)
'cone',
# ucha (50 firings)
'ucha',
# dain (43 firings)
'dain',
# constantine (37 firings)
' Constantine',
# atech (27 firings)
'atech',
# encount (19 firings)
' Encounter',
# terson (15 firings)
'terson',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'con-family', 1
def prog_L02F21968(input_tokens):
"""39 token families, 51 surface forms (train F1 of the uncapped optimum: 0.854).
Fires at 4,145 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to monkeys"""
# --- end external annotation ---
fire = {
# monkey (449 firings)
' monkey', ' monkeys', ' Monkey', 'monkey',
# monk (285 firings)
' monk', ' monks', ' Monk',
# brain (269 firings)
' Brain', 'Brain', 'brain',
# ninja (211 firings)
' Ninja', ' ninja',
# squirrel (189 firings)
' squirrel', ' Squirrel',
# jungle (179 firings)
' jungle',
# obo (128 firings)
'obo',
# lotu (112 firings)
' Lotus',
# aroo (95 firings)
'aroo',
# frog (88 firings)
' frog', 'frog',
# neurolog (85 firings)
' neurological',
# play (80 firings)
' playful',
# primat (77 firings)
' primates',
# shrimp (77 firings)
' shrimp',
# butterf (74 firings)
' butterfly',
# donkey (68 firings)
' donkey',
# gorilla (67 firings)
' gorilla',
# condition (67 firings)
' conditional',
# oodle (66 firings)
'oodle',
# shenanigan (60 firings)
' shenanigans',
# goblin (60 firings)
' goblin', ' Goblin', ' goblins',
# rolley (53 firings)
'rolley',
# contemplate (53 firings)
' contemplate',
# pineapple (52 firings)
' pineapple',
# scorp (50 firings)
' scorp',
# ape (47 firings)
' apes',
# bunny (45 firings)
' Bunny',
# ouple (40 firings)
'ouple',
# inx (40 firings)
'inx',
# oodoo (38 firings)
'oodoo',
# ubby (38 firings)
'ubby',
# neighbor (35 firings)
' Neighbor',
# inconven (27 firings)
' inconven',
# scorpion (23 firings)
' Scorpion',
# rocket (23 firings)
'Rocket',
# mouse (21 firings)
'mouse',
# disob (18 firings)
' disob',
# operator (15 firings)
'operator',
# irrel (13 firings)
'irrel',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'monkey-family', 1
def prog_L02F21970(input_tokens):
"""33 token families, 36 surface forms (train F1 of the uncapped optimum: 0.928).
Fires at 3,237 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of the name "Hammond" in various contexts"""
# --- end external annotation ---
fire = {
# hammond (193 firings)
' Hammond',
# holiday (193 firings)
' Holiday',
# ham (188 firings)
'Ham', ' HAM',
# clarkson (156 firings)
' Clarkson',
# sharif (152 firings)
' Sharif',
# hamm (140 firings)
'hammer', ' hamm',
# field (136 firings)
' Fields',
# plymouth (120 firings)
' Plymouth',
# auga (117 firings)
'auga',
# lancast (115 firings)
' Lancaster',
# holden (112 firings)
' Holden',
# harmon (107 firings)
' Harmon',
# atham (105 firings)
'atham',
# frant (91 firings)
' frantic',
# farmland (86 firings)
' farmland',
# lab (82 firings)
'lab',
# buckingham (81 firings)
' Buckingham',
# kern (79 firings)
' Kern',
# gould (78 firings)
' Gould',
# desmond (73 firings)
' Desmond',
# guth (64 firings)
' Guth',
# ilton (61 firings)
'ilton',
# frantical (60 firings)
' frantically',
# nington (53 firings)
'nington',
# ameron (50 firings)
'ameron',
# farn (49 firings)
' Farn',
# estead (48 firings)
'estead',
# gib (47 firings)
' gib',
# hour (47 firings)
'hours',
# gpl (43 firings)
' GPL',
# 660 (28 firings)
'660',
# undefin (25 firings)
' undefined',
# godd (21 firings)
' godd', ' Godd',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'hammond-family', 1
def prog_L02F21971(input_tokens):
"""8 token families, 13 surface forms (train F1 of the uncapped optimum: 0.762).
Fires at 1,702 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the concept of "asset." """
# --- end external annotation ---
fire = {
# asset (1,007 firings)
' assets', ' asset', ' Asset', ' Assets', 'Asset', 'assets',
# bond (217 firings)
' bond',
# nuis (83 firings)
' nuisance',
# ati (70 firings)
'atial',
# mane (49 firings)
' Mane',
# loan (48 firings)
' Loan',
# ass (43 firings)
' ASS',
# fortres (32 firings)
' fortress',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'asset-family', 1
def prog_L02F21972(input_tokens):
"""4 token families, 6 surface forms (train F1 of the uncapped optimum: 0.810).
Fires at 6,552 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: repeated instances of the prefix "Un" """
# --- end external annotation ---
fire = {
# un (5,867 firings)
' Un', 'un', 'Un',
# unfor (72 firings)
' unfor',
# ultra (52 firings)
'Ultra',
# abs (34 firings)
'Abs',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'un-family', 1
def prog_L02F21973(input_tokens):
"""31 token families, 33 surface forms (train F1 of the uncapped optimum: 0.740).
Fires at 3,209 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to geographical locations and context"""
# --- end external annotation ---
fire = {
# neighbourhood (286 firings)
' neighbourhood',
# surround (157 firings)
' surroundings',
# sight (119 firings)
' sightings',
# vicin (113 firings)
' vicinity',
# dangerous (110 firings)
' dangerously',
# plac (105 firings)
' Places',
# whereabout (94 firings)
' whereabouts',
# acquaint (94 firings)
' acquaintance', ' acquainted',
# ballpark (78 firings)
' ballpark',
# approximate (75 firings)
' approximate', 'approximately',
# photograp (71 firings)
' photograp',
# junc (61 firings)
' junction',
# acquaintanc (52 firings)
' acquaintances',
# footh (51 firings)
' footh',
# cko (47 firings)
'cko',
# frequ (46 firings)
' frequ',
# ato (41 firings)
'atos',
# backfield (35 firings)
' backfield',
# near (35 firings)
'near',
# approxima (32 firings)
' approximation',
# locale (31 firings)
' locale',
# attent (30 firings)
' attent',
# anu (29 firings)
' anus',
# local (29 firings)
' locality',
# about (27 firings)
'abouts',
# atio (26 firings)
'atio',
# bio (22 firings)
' BIOS',
# adj (17 firings)
'adj',
# pursu (12 firings)
' pursu',
# furt (12 firings)
'furt',
# loc (9 firings)
'LOC',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'neighbourhood-family', 1
def prog_L02F21974(input_tokens):
"""49 token families, 57 surface forms (train F1 of the uncapped optimum: 0.871).
Fires at 9,173 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms and concepts related to Internet protocols and associated data"""
# --- end external annotation ---
fire = {
# dund (192 firings)
' Dund',
# churchill (168 firings)
' Churchill',
# melania (163 firings)
' Melania',
# capcom (155 firings)
' Capcom',
# bf (135 firings)
'BF', ' BF',
# vict (115 firings)
' vict', ' Vict',
# pict (112 firings)
' pict', ' Pict',
# unab (111 firings)
' unab',
# bellev (110 firings)
' Bellev',
# zh (109 firings)
' Zh',
# filip (106 firings)
' Filip',
# barg (106 firings)
' barg',
# anch (106 firings)
' Anch', ' anch',
# itv (103 firings)
' ITV',
# envoy (101 firings)
' envoy',
# eng (98 firings)
'ENG', ' ENG',
# vow (97 firings)
' vow',
# kh (97 firings)
' KH',
# tf (95 firings)
' TF',
# ript (90 firings)
'ript',
# unfl (85 firings)
' unfl',
# carniv (84 firings)
' carniv',
# cov (84 firings)
' Cov', ' cov',
# slav (81 firings)
' Slav',
# ipv (80 firings)
' IPv',
# laur (80 firings)
' Laur',
# mord (77 firings)
' Mord',
# anz (77 firings)
'anz',
# typh (77 firings)
' typh', ' Typh',
# rapt (76 firings)
' rapt',
# armen (75 firings)
' Armen',
# tcp (73 firings)
' TCP', ' tcp',
# fal (71 firings)
'fal',
# eucl (66 firings)
' Eucl',
# pur (66 firings)
' purs',
# 737 (66 firings)
' 737',
# eyel (65 firings)
' eyel',
# bab (62 firings)
' bab',
# cla (62 firings)
' Cla',
# msm (60 firings)
' MSM',
# morg (60 firings)
' Morg',
# bound (59 firings)
' Bound',
# beng (59 firings)
' Beng',
# carp (57 firings)
' carp',
# bagg (56 firings)
' Bagg',
# unexpl (56 firings)
' unexpl',
# cough (52 firings)
' coughing',
# sebast (51 firings)
' Sebast',
# propriet (50 firings)
' propriet',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'dund-family', 1
def prog_L02F21975(input_tokens):
"""18 token families, 21 surface forms (train F1 of the uncapped optimum: 0.916).
Fires at 1,775 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "wise" and its variations"""
# --- end external annotation ---
fire = {
# wise (605 firings)
' wise', 'wise', ' Wise', ' wisely',
# foolish (131 firings)
' foolish',
# right (118 firings)
' rightly',
# savvy (107 firings)
' savvy',
# heed (91 firings)
' heed',
# fool (67 firings)
' fools',
# wid (63 firings)
' wid',
# shrew (62 firings)
' shrew',
# sage (62 firings)
' sage',
# conscious (55 firings)
' consciously',
# sag (50 firings)
' sag',
# wis (49 firings)
' wiser',
# veg (43 firings)
' Veg',
# prudent (35 firings)
' prudent',
# learn (26 firings)
' Learned',
# sly (23 firings)
' sly',
# yea (13 firings)
' yea',
# advis (10 firings)
' advisable',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'wise-family', 1
def prog_L02F21977(input_tokens):
"""12 token families, 14 surface forms (train F1 of the uncapped optimum: 0.824).
Fires at 5,827 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of Australia"""
# --- end external annotation ---
fire = {
# australian (3,201 firings)
' Australian', ' Australians', 'Australian',
# ian (227 firings)
'IAN',
# australia (200 firings)
'Australia',
# malaysian (193 firings)
' Malaysian',
# ussie (138 firings)
'ussie',
# aborigin (120 firings)
' Aboriginal',
# ayan (98 firings)
'ayan',
# alian (79 firings)
'alian',
# adian (63 firings)
'adian',
# austr (42 firings)
'Austral',
# gian (42 firings)
'gian',
# alp (24 firings)
' ALP',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'australian-family', 1
def prog_L02F21978(input_tokens):
"""48 token families, 53 surface forms (train F1 of the uncapped optimum: 0.788).
Fires at 8,664 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: words associated with smoking and related themes"""
# --- end external annotation ---
fire = {
# oked (225 firings)
'oked',
# oking (212 firings)
'oking',
# smok (203 firings)
' smoked', ' smoker',
# olv (199 firings)
'olved',
# oker (169 firings)
'oker', 'okers',
# qual (138 firings)
' Quality',
# snake (127 firings)
' Snake', 'Snake',
# omat (126 firings)
'omatic',
# tim (115 firings)
' timed',
# peak (107 firings)
' Peaks',
# idian (95 firings)
'idian',
# ough (95 firings)
'OUGH',
# taint (90 firings)
' tainted',
# unfinish (89 firings)
' unfinished',
# down (89 firings)
' downed',
# ing (87 firings)
'inged',
# dmitry (83 firings)
' Dmitry',
# ses (83 firings)
' Session', 'session', 'Session',
# tavern (81 firings)
' Tavern',
# issu (78 firings)
'issued',
# gotten (76 firings)
'gotten',
# involv (76 firings)
'involved',
# omic (75 firings)
'omic',
# watergate (74 firings)
' Watergate',
# oky (74 firings)
'oky',
# lac (74 firings)
' laced',
# riddl (74 firings)
' riddled',
# ovan (72 firings)
'ovan',
# oddy (69 firings)
'oddy',
# unsolv (68 firings)
' unsolved',
# lict (67 firings)
'licted',
# xd (67 firings)
' XD',
# legitimate (67 firings)
' legitimately',
# coli (66 firings)
' coli',
# freddy (65 firings)
' Freddy',
# patch (64 firings)
' patched',
# ds (58 firings)
'Ds',
# crook (58 firings)
' crooked',
# mind (58 firings)
' mindful',
# ded (58 firings)
' Ded',
# underrat (58 firings)
' underrated',
# psychot (57 firings)
' psychotic',
# snip (57 firings)
' snipers',
# mutu (55 firings)
' Mutual',
# mort (55 firings)
' Mortal',
# smell (55 firings)
' smelled',
# quincy (53 firings)
' Quincy',
# etr (51 firings)
'etrical',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'oked-family', 1
def prog_L02F21979(input_tokens):
"""47 token families, 54 surface forms (train F1 of the uncapped optimum: 0.804).
Fires at 4,686 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to specific biblical verses or scriptural passages"""
# --- end external annotation ---
fire = {
# ver (316 firings)
' Version', ' vers', 'Vers',
# verse (133 firings)
' verse', ' Verse',
# sworth (128 firings)
'sworth',
# poem (113 firings)
' poem',
# iddle (111 firings)
'iddle',
# quin (108 firings)
'quin',
# scripture (98 firings)
' scripture', ' Scripture',
# vers (95 firings)
' verses',
# roman (91 firings)
' Romans',
# ezra (91 firings)
' Ezra',
# passag (90 firings)
' passages',
# romeo (85 firings)
' Romeo',
# za (83 firings)
'ZA',
# twain (80 firings)
' Twain',
# anza (80 firings)
'anza',
# anz (78 firings)
'anz',
# rollin (77 firings)
' Rollins',
# quran (75 firings)
' Quran',
# unto (65 firings)
' unto',
# qur (64 firings)
' Qur',
# anova (59 firings)
'anova',
# recite (58 firings)
' recite',
# transla (57 firings)
' Translation',
# ensi (57 firings)
'ensis',
# 1898 (56 firings)
' 1898',
# koran (52 firings)
' Koran',
# adultery (50 firings)
' adultery',
# enario (50 firings)
'enario',
# anon (45 firings)
'anon',
# 1897 (44 firings)
' 1897',
# tex (44 firings)
'tex',
# scriptur (44 firings)
' scriptures', ' Scriptures',
# revela (42 firings)
' Revelation',
# top (42 firings)
' Topic',
# versu (41 firings)
' Versus',
# literal (40 firings)
' Literally',
# xd (39 firings)
' XD',
# virgin (38 firings)
' virginity',
# pag (38 firings)
' pag',
# replace (37 firings)
'replace', ' Replace',
# unch (36 firings)
' Unch',
# sect (34 firings)
' sects', ' Sect',
# titu (33 firings)
' Titus',
# sina (32 firings)
' Sina',
# corinthian (31 firings)
' Corinthians',
# ayn (27 firings)
'ayn',
# σ (27 firings)
'σ',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'ver-family', 1
def prog_L02F21982(input_tokens):
"""26 token families, 29 surface forms (train F1 of the uncapped optimum: 0.838).
Fires at 2,312 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: words related to excitement and enthusiasm"""
# --- end external annotation ---
fire = {
# exc (509 firings)
' exc', ' Exc', 'Exc', 'exc',
# out (162 firings)
' outing',
# ish (103 firings)
'ishment',
# exh (88 firings)
' exh',
# depl (84 firings)
' depl',
# elic (81 firings)
' elic',
# encomp (74 firings)
' encomp',
# fiona (73 firings)
' Fiona',
# resp (68 firings)
' resp',
# excise (62 firings)
' excise',
# nec (50 firings)
' NEC',
# neoc (46 firings)
' neoc',
# transm (45 firings)
' transm',
# unex (41 firings)
' unex',
# anat (37 firings)
' anat',
# perf (36 firings)
' perf',
# fasc (33 firings)
' fasc',
# `` (24 firings)
' ``',
# illumina (24 firings)
' illumination',
# ksh (24 firings)
'ksh',
# glutamate (20 firings)
' glutamate',
# exhibit (18 firings)
' Exhibit',
# oresc (17 firings)
'orescence',
# ottesville (13 firings)
'ottesville',
# disse (6 firings)
' disse',
# -[ (6 firings)
'-[',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'exc-family', 1
def prog_L02F21983(input_tokens):
"""1 token families, 1 surface forms (train F1 of the uncapped optimum: 0.936).
Fires at 7,643 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: percentage expressions in numerical data"""
# --- end external annotation ---
fire = {
# per (7,147 firings)
' per',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'per-family', 1
def prog_L02F21984(input_tokens):
"""1 token families, 5 surface forms (train F1 of the uncapped optimum: 0.553).
Fires at 47,570 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: the phrase "For" at the beginning of sentences or clauses"""
# --- end external annotation ---
fire = {
# for (18,164 firings)
' For', 'For', 'for', ' FOR', 'FOR',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'for-family', 1
def prog_L02F21987(input_tokens):
"""30 token families, 31 surface forms (train F1 of the uncapped optimum: 0.694).
Fires at 4,742 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to tourism"""
# --- end external annotation ---
fire = {
# tourist (478 firings)
' tourist',
# tourism (447 firings)
' tourism', ' Tourism',
# travel (187 firings)
' Travel',
# hotel (173 firings)
' hotels',
# tour (127 firings)
'Tour',
# culture (111 firings)
' Culture',
# hik (106 firings)
' hiking',
# unesco (102 firings)
' UNESCO',
# recrea (102 firings)
' recreation',
# archaeolog (102 firings)
' archaeological',
# scenery (97 firings)
' scenery',
# hospital (95 firings)
' hospitality',
# seo (91 firings)
' SEO',
# pilgrimage (85 firings)
' pilgrimage',
# admission (79 firings)
' admissions',
# sponsorship (76 firings)
' sponsorship',
# scen (69 firings)
' scenic',
# glossy (56 firings)
' glossy',
# rifica (55 firings)
'rification',
# spon (53 firings)
' Spons',
# biz (52 firings)
'biz',
# yelp (50 firings)
' Yelp',
# resettle (45 firings)
' resettlement',
# jj (36 firings)
'jj',
# shipp (34 firings)
'Shipping',
# patronage (24 firings)
' patronage',
# iculture (21 firings)
'iculture',
# endem (21 firings)
' endemic',
# iasi (15 firings)
'iasis',
# visita (15 firings)
' visitation',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'tourist-family', 1
def prog_L02F21988(input_tokens):
"""48 token families, 52 surface forms (train F1 of the uncapped optimum: 0.867).
Fires at 6,317 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: proper nouns related to specific people, particularly in a political context"""
# --- end external annotation ---
fire = {
# street (192 firings)
' Streets',
# roh (160 firings)
' Roh',
# uck (154 firings)
'ucker',
# uchin (143 firings)
'uchin',
# cann (136 firings)
' Cann', ' cann',
# chin (129 firings)
'chin',
# gren (128 firings)
'gren',
# witch (127 firings)
' Witch',
# sixth (115 firings)
' Sixth',
# cre (114 firings)
'cre', ' CRE', 'CRE',
# loll (113 firings)
' Loll',
# wise (111 firings)
' Wise',
# spun (110 firings)
' spun',
# ines (105 firings)
'INESS',
# del (103 firings)
' delic',
# cannon (98 firings)
' Cannon',
# thr (95 firings)
' THR',
# icer (90 firings)
'icer',
# esson (80 firings)
'esson',
# undi (76 firings)
' undis',
# dal (75 firings)
'dal',
# nyt (74 firings)
' NYT',
# ling (73 firings)
'linger',
# conductor (71 firings)
' conductor',
# kaya (70 firings)
'kaya',
# cannabinoid (69 firings)
' cannabinoid', ' cannabinoids',
# gin (68 firings)
' Gins',
# hin (67 firings)
' Hin',
# cohn (64 firings)
' Cohn',
# ves (63 firings)
' Ves',
# cly (63 firings)
' Cly',
# reneg (61 firings)
' Reneg',
# pas (57 firings)
' Passion',
# rake (56 firings)
' rake',
# ass (56 firings)
'assic',
# confederacy (56 firings)
' Confederacy',
# shy (50 firings)
' Shy',
# conflict (50 firings)
' conflicted',
# pler (49 firings)
'pler',
# icum (48 firings)
'icum',
# culu (47 firings)
'culus',
# jel (47 firings)
' Jelly',
# erg (46 firings)
'ergic',
# uron (44 firings)
'uron',
# jol (40 firings)
' Jolly',
# annabin (40 firings)
'annabin',
# devi (37 firings)
' Devi',
# eln (37 firings)
'eln',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'street-family', 1
def prog_L02F21990(input_tokens):
"""37 token families, 38 surface forms (train F1 of the uncapped optimum: 0.779).
Fires at 2,452 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: words related to ease or simplicity"""
# --- end external annotation ---
fire = {
# asy (183 firings)
'asy', 'ASY',
# aky (154 firings)
'aky',
# icy (139 firings)
'icy',
# ose (131 firings)
'OSE',
# isy (81 firings)
'isy',
# adi (80 firings)
'adier',
# faw (69 firings)
' Faw',
# gap (68 firings)
' gaping',
# chy (65 firings)
'chy',
# asty (60 firings)
'asty',
# dis (58 firings)
' DIS',
# obst (52 firings)
' obst',
# mone (50 firings)
'mone',
# $$ (48 firings)
'$$',
# crispy (45 firings)
' crispy',
# aps (45 firings)
'APS',
# asel (44 firings)
'asel',
# acne (39 firings)
' acne',
# esh (36 firings)
'ESH',
# asu (35 firings)
'asu',
# acy (30 firings)
'ACY',
# 279 (29 firings)
'279',
# xan (28 firings)
' Xan',
# ogly (28 firings)
'ogly',
# asymm (23 firings)
' asymm',
# pay (21 firings)
' PAY',
# 316 (19 firings)
' 316',
# esy (16 firings)
'esy',
# 429 (13 firings)
' 429',
# ippery (12 firings)
'ippery',
# melanch (10 firings)
' melanch',
# chrome (10 firings)
'chrome',
# avascript (8 firings)
'avascript',
# 不 (8 firings)
'不',
# yip (8 firings)
'yip',
# ################################ (7 firings)
'################################',
# resy (7 firings)
'resy',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'asy-family', 1
def prog_L02F21991(input_tokens):
"""27 token families, 34 surface forms (train F1 of the uncapped optimum: 0.894).
Fires at 2,567 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "cluster" and its variations, particularly in discussions relating to physical groupings or collections"""
# --- end external annotation ---
fire = {
# clust (445 firings)
' cluster', ' clusters', ' Cluster', ' clust',
# pod (212 firings)
' pod', ' pods',
# swarm (162 firings)
' swarm', ' Swarm',
# cisco (132 firings)
' Cisco',
# conven (127 firings)
' convened',
# group (103 firings)
' grouped', ' grouping',
# constella (102 firings)
' constellation',
# clash (84 firings)
' Clash',
# clov (84 firings)
' Clover', ' cloves',
# starr (81 firings)
' Starr',
# ha (79 firings)
' HA',
# orche (65 firings)
' orche',
# cooperat (63 firings)
' Cooperative',
# configur (59 firings)
' configured',
# lust (53 firings)
'lust',
# kahn (45 firings)
' Kahn',
# scatt (39 firings)
' scatter',
# cer (39 firings)
' Ceres',
# cluster (28 firings)
' clustered',
# pac (27 firings)
'paces',
# shard (25 firings)
' Shard',
# spor (24 firings)
' spor',
# mult (23 firings)
' multic',
# sth (15 firings)
'sth',
# sample (10 firings)
'sample',
# uple (9 firings)
'uple',
# cli (7 firings)
'cli',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'clust-family', 1
def prog_L02F21992(input_tokens):
"""27 token families, 28 surface forms (train F1 of the uncapped optimum: 0.804).
Fires at 3,196 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: ellipses or trailing dots indicating continuation or omission in sentences"""
# --- end external annotation ---
fire = {
# .. (812 firings)
'..', ' ..',
# .... (335 firings)
'....',
# ?? (138 firings)
'??',
# )- (112 firings)
')-',
# every (84 firings)
' EVERY',
# .( (68 firings)
'.(',
# ㅋㅋ (61 firings)
'ㅋㅋ',
# ..... (56 firings)
'.....',
# :- (54 firings)
':-',
# ........ (53 firings)
'........',
# ….. (51 firings)
'…..',
# nay (51 firings)
' Nay',
# dyn (42 firings)
' Dyn',
# …… (41 firings)
'……',
# ,, (37 firings)
',,',
# ,. (35 firings)
',.',
# ever (33 firings)
' EVER',
# ...... (31 firings)
'......',
# yy (20 firings)
'YY',
# .– (19 firings)
'.–',
# gypt (15 firings)
'gypt',
# yea (15 firings)
' yea',
# ./ (12 firings)
' ./',
# ㅋ (12 firings)
'ㅋ',
# ....... (12 firings)
'.......',
# .", (10 firings)
'.",',
# ── (10 firings)
'──',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return '..-family', 1
def prog_L02F21993(input_tokens):
"""28 token families, 29 surface forms (train F1 of the uncapped optimum: 0.793).
Fires at 2,740 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to non-governmental organizations (NGOs)"""
# --- end external annotation ---
fire = {
# ngo (221 firings)
' NGO', ' NGOs',
# mmo (202 firings)
' MMO',
# ik (155 firings)
'IK',
# greenpeace (118 firings)
' Greenpeace',
# smuggl (107 firings)
' smugglers',
# vm (96 firings)
' VM',
# consultancy (95 firings)
' consultancy',
# cgi (89 firings)
' CGI',
# government (88 firings)
'governmental',
# tank (87 firings)
'tank',
# journalism (80 firings)
' Journalism',
# nonprofit (75 firings)
' nonprofits',
# biotech (73 firings)
' biotech',
# oecd (72 firings)
' OECD',
# jj (59 firings)
' JJ',
# wwf (48 firings)
' WWF',
# gmo (47 firings)
' GMO',
# boutique (45 firings)
' boutique',
# org (42 firings)
' org',
# if (42 firings)
' IF',
# got (35 firings)
' GOT',
# unhcr (34 firings)
' UNHCR',
# care (33 firings)
' CARE',
# sos (33 firings)
' SOS',
# organization (32 firings)
' Organizations',
# npc (26 firings)
' NPC',
# nic (15 firings)
' NIC',
# esm (9 firings)
'esm',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'ngo-family', 1
def prog_L02F21994(input_tokens):
"""5 token families, 9 surface forms (train F1 of the uncapped optimum: 0.773).
Fires at 2,827 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to socks"""
# --- end external annotation ---
fire = {
# ock (1,892 firings)
'ock', 'ocks', 'ocking', 'OCK', 'ocker',
# sock (107 firings)
' socks',
# uben (69 firings)
'uben',
# shock (63 firings)
'Shock',
# mat (52 firings)
' mating',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'ock-family', 1
def prog_L02F21995(input_tokens):
"""33 token families, 40 surface forms (train F1 of the uncapped optimum: 0.701).
Fires at 3,935 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to database queries"""
# --- end external annotation ---
fire = {
# wonder (305 firings)
' wondered',
# query (264 firings)
' query', 'Query', 'query', ' Query',
# quer (199 firings)
' queries', ' quer',
# eri (167 firings)
'eries',
# inquir (150 firings)
' inquiries',
# row (125 firings)
' rows',
# jquery (112 firings)
' jQuery',
# reconnaiss (108 firings)
' reconnaissance',
# from (108 firings)
' FROM',
# ql (85 firings)
'QL', 'ql',
# questionnaire (73 firings)
' questionnaire',
# relev (72 firings)
' relevance',
# iri (68 firings)
'iries',
# enqu (68 firings)
' enqu',
# shopp (63 firings)
' Shopping',
# ery (55 firings)
'ERY',
# index (54 firings)
' indexes',
# tank (53 firings)
' tanker',
# interrogat (46 firings)
' interrogated',
# reson (42 firings)
' resonance',
# rel (37 firings)
' relational',
# ent (29 firings)
' Entity', 'Entity',
# where (22 firings)
' WHERE',
# ion (22 firings)
'ioned',
# constraint (21 firings)
' constraint',
# combat (19 firings)
'combat',
# stain (18 firings)
' Stain',
# select (15 firings)
'SELECT', ' SELECT',
# selector (14 firings)
' selector',
# mysql (12 firings)
' mysql',
# uri (12 firings)
' URI',
# 10000 (11 firings)
' 10000',
# attribute (10 firings)
'Attribute',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'wonder-family', 1
def prog_L02F21996(input_tokens):
"""24 token families, 28 surface forms (train F1 of the uncapped optimum: 0.749).
Fires at 3,708 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the term "inquiry" in various contexts"""
# --- end external annotation ---
fire = {
# inquiry (830 firings)
' inquiry', ' Inquiry',
# inqu (222 firings)
' inquest', ' inqu', ' Inqu',
# inquir (198 firings)
' inquiries', ' inquired',
# iry (122 firings)
'iry',
# itt (89 firings)
'ittal',
# д (86 firings)
'д',
# intru (81 firings)
' intrusion',
# query (76 firings)
' query',
# dilig (71 firings)
' diligence',
# iri (68 firings)
'iries',
# enqu (68 firings)
' enqu',
# questionnaire (66 firings)
' questionnaire',
# excava (65 firings)
' excavation',
# parliamentary (51 firings)
' Parliamentary',
# referr (50 firings)
' referral',
# caus (41 firings)
' causal',
# ourse (41 firings)
'ourse',
# ascertain (36 firings)
' ascertain',
# trust (32 firings)
'trust',
# rega (31 firings)
'regation',
# inquire (26 firings)
' inquire',
# 339 (18 firings)
'339',
# aspx (16 firings)
'aspx',
# spect (15 firings)
'spective',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'inquiry-family', 1
def prog_L02F21997(input_tokens):
"""10 token families, 11 surface forms (train F1 of the uncapped optimum: 0.937).
Fires at 2,669 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of the name 'Cruz'"""
# --- end external annotation ---
fire = {
# cruz (1,656 firings)
' Cruz', 'Cruz',
# rafael (203 firings)
' Rafael',
# cotton (126 firings)
' Cotton',
# cassidy (103 firings)
' Cassidy',
# ourke (87 firings)
'ourke',
# heidi (82 firings)
' Heidi',
# aber (47 firings)
'aber',
# cru (39 firings)
'cru',
# appear (30 firings)
'Appearance',
# queue (7 firings)
'Queue',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'cruz-family', 1
def prog_L02F21998(input_tokens):
"""36 token families, 50 surface forms (train F1 of the uncapped optimum: 0.821).
Fires at 3,251 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: occurrences of the word "Vers" and its variations"""
# --- end external annotation ---
fire = {
# ver (724 firings)
' Version', 'version', ' Vers', 'Version', ' vers', 'Vers', ' VERS', 'VERS',
# fran (156 firings)
'Fran', ' Franç',
# univ (133 firings)
' Univers', ' UNIVERS', ' univers',
# 201 (109 firings)
'201',
# vert (106 firings)
' Vert', 'Vert',
# marse (92 firings)
' Marse',
# sen (90 firings)
' sens',
# hust (82 firings)
' Hust',
# trou (72 firings)
' Trou',
# princ (65 firings)
'Princ', ' Princ',
# wik (61 firings)
' Wik',
# ura (61 firings)
'uration',
# philo (57 firings)
' Philos', ' philos',
# extrem (52 firings)
' Extrem',
# vers (52 firings)
' verses',
# vari (47 firings)
' Vari',
# iciency (46 firings)
'iciency',
# revolution (46 firings)
' revolutions',
# theorem (43 firings)
' theorem',
# mav (41 firings)
' Maver',
# versu (41 firings)
' Versus',
# urs (38 firings)
' Urs',
# vict (34 firings)
' Vict',
# unst (31 firings)
' unst',
# ffect (28 firings)
'ffect',
# perfect (24 firings)
' perfected',
# technique (23 firings)
' Technique',
# phill (22 firings)
' Phill',
# ubiqu (22 firings)
' ubiqu',
# verse (21 firings)
' Verse',
# domin (21 firings)
' domin',
# version (21 firings)
'versions', 'Versions',
# installa (17 firings)
' Installation',
# invari (15 firings)
' invari',
# neces (13 firings)
'necess',
# consecut (13 firings)
' consecut',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'ver-family', 1
def prog_L02F21999(input_tokens):
"""26 token families, 33 surface forms (train F1 of the uncapped optimum: 0.861).
Fires at 3,192 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions and references to mathematics"""
# --- end external annotation ---
fire = {
# math (740 firings)
' Math', ' math', 'math', ' maths', 'Math',
# ath (232 firings)
'ATH', 'aths',
# myth (174 firings)
' Myth', 'Myth',
# real (165 firings)
' Reality', 'reality',
# nd (162 firings)
' ND',
# fact (135 firings)
' Fact',
# bry (134 firings)
' Bry',
# mat (125 firings)
' Mats',
# graph (91 firings)
' Graph',
# lawson (82 firings)
' Lawson',
# rune (79 firings)
' Rune',
# jord (79 firings)
' Jord',
# aur (74 firings)
' Aur',
# boll (71 firings)
' Boll',
# round (71 firings)
' rounding',
# matth (59 firings)
' Matth',
# good (59 firings)
' Goods',
# nil (47 firings)
' Nil',
# nah (46 firings)
' Nah',
# cert (42 firings)
' Cert',
# varg (39 firings)
' Varg',
# rasm (26 firings)
' Rasm',
# hemy (26 firings)
'hemy',
# cannot (19 firings)
' Cannot',
# float (18 firings)
' Float',
# run (8 firings)
' Runes',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'math-family', 1