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sae_token_programs / programs /layer02 /21 /L02_F21000-21099.py
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"""GPT-2 SAE last-token programs, layer 2 -- features 21000 to 21099 (79 programs).
One function per SAE feature. Grouped 100 to a file so the set stays browsable;
the programs themselves are unchanged.
"""
def prog_L02F21001(input_tokens):
"""20 token families, 23 surface forms (train F1 of the uncapped optimum: 0.834).
Fires at 1,608 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to neighborhoods undergoing gentrification"""
# --- end external annotation ---
fire = {
# gent (424 firings)
'gent', ' gent', ' Gent',
# bigotry (142 firings)
' bigotry',
# nob (92 firings)
' Nob', ' nob',
# gerard (91 firings)
' Gerard',
# gart (88 firings)
'gart',
# goddard (77 firings)
' Goddard',
# saint (74 firings)
' saint',
# kitt (56 firings)
' Kitt',
# gpl (55 firings)
' GPL',
# off (49 firings)
' offic',
# bishop (47 firings)
' bishop',
# bigot (34 firings)
' bigot',
# utor (28 firings)
'utor',
# nero (22 firings)
' Nero',
# ceremon (14 firings)
' ceremon',
# entropy (12 firings)
' entropy',
# gad (11 firings)
' gad',
# godd (8 firings)
' Godd',
# brach (6 firings)
' Brach',
# icago (5 firings)
'icago',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'gent-family', 1
def prog_L02F21002(input_tokens):
"""3 token families, 5 surface forms (train F1 of the uncapped optimum: 0.794).
Fires at 24,476 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: conditional statements or phrases"""
# --- end external annotation ---
fire = {
# if (15,906 firings)
'If', ' If',
# should (142 firings)
'Should',
# otherwise (96 firings)
' Otherwise', 'Otherwise',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'if-family', 1
def prog_L02F21003(input_tokens):
"""1 token families, 5 surface forms (train F1 of the uncapped optimum: 0.864).
Fires at 84,024 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the word "you" in various contexts"""
# --- end external annotation ---
fire = {
# you (83,021 firings)
' you', ' You', 'You', ' YOU', 'YOU',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'you-family', 1
def prog_L02F21004(input_tokens):
"""1 token families, 1 surface forms (train F1 of the uncapped optimum: 0.788).
Fires at 222,801 of 36,786,566 positions.
Fires at 0.61% of positions, and
token rules do not serve features this dense: median test F1 0.086
across the 37,173 features above 0.39% of positions, against 0.763 for
the 76,283 below 0.016%. Read this fire set as the best available
approximation, not as what the feature does."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the phrase "this is" regardless of context"""
# --- end external annotation ---
fire = {
# is (193,258 firings)
' is',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'is-family', 1
def prog_L02F21005(input_tokens):
"""45 token families, 50 surface forms (train F1 of the uncapped optimum: 0.856).
Fires at 4,448 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the term "Fury." """
# --- end external annotation ---
fire = {
# fury (342 firings)
' Fury', ' fury',
# victory (247 firings)
' Victory',
# edgar (154 firings)
' Edgar',
# spike (126 firings)
' Spike',
# payne (120 firings)
' Payne',
# laurie (117 firings)
' Laurie',
# vega (116 firings)
' Vega',
# fur (115 firings)
' Fur',
# 290 (105 firings)
' 290', '290',
# fiji (102 firings)
' Fiji',
# yre (101 firings)
'yre',
# yi (93 firings)
' Yi', 'yi',
# iji (86 firings)
'iji',
# bale (82 firings)
' Bale',
# igor (80 firings)
' Igor',
# ups (79 firings)
' Ups',
# thr (76 firings)
' Thr',
# fir (73 firings)
' Fir',
# venge (73 firings)
' vengeance', ' Vengeance',
# premiere (72 firings)
' Premiere',
# thrott (66 firings)
' thrott',
# displeasure (66 firings)
' displeasure',
# 390 (66 firings)
' 390', '390',
# spark (63 firings)
' Sparks',
# spectator (59 firings)
' spectator',
# thunderbolt (58 firings)
' Thunderbolt',
# 980 (56 firings)
' 980',
# finch (54 firings)
' Finch',
# throttle (41 firings)
' throttle',
# axe (40 firings)
' Axe',
# rye (39 firings)
' Rye',
# 333 (38 firings)
'333',
# 580 (35 firings)
'580',
# fee (35 firings)
' Fee',
# 1899 (35 firings)
' 1899',
# 295 (33 firings)
' 295',
# fine (31 firings)
'Fine',
# 395 (30 firings)
'395',
# 490 (29 firings)
'490',
# 590 (26 firings)
'590',
# 990 (25 firings)
'990',
# otine (25 firings)
'otine',
# 444 (22 firings)
'444',
# voltage (20 firings)
' Voltage',
# adeon (19 firings)
'adeon',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'fury-family', 1
def prog_L02F21006(input_tokens):
"""39 token families, 48 surface forms (train F1 of the uncapped optimum: 0.480).
Fires at 81,093 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: city or town names and their references in context"""
# --- end external annotation ---
fire = {
# city (1,839 firings)
' City', ' CITY',
# ville (1,652 firings)
'ville', 'VILLE',
# ., (1,473 firings)
'.,',
# photo (1,163 firings)
' Photo', 'photo',
# ton (1,141 firings)
'ton',
# vega (1,129 firings)
' Vegas',
# island (877 firings)
' Island',
# beach (852 firings)
' Beach',
# ford (830 firings)
'ford',
# bay (597 firings)
' Bay',
# diego (582 firings)
' Diego',
# antonio (576 firings)
' Antonio',
# burg (560 firings)
'burg',
# ston (520 firings)
'STON', 'ston',
# port (425 firings)
'port', 'ports',
# ham (406 firings)
'ham',
# ney (403 firings)
'ney',
# area (401 firings)
' Area', 'Area',
# bury (393 firings)
'bury',
# to (347 firings)
'TO',
# wa (323 firings)
'WA',
# today (321 firings)
' TODAY',
# worth (308 firings)
' Worth', 'worth',
# abad (307 firings)
'abad',
# angel (289 firings)
' ANGEL',
# hire (284 firings)
'hire',
# co (284 firings)
'CO',
# fall (281 firings)
' Falls', 'fall',
# dame (278 firings)
' Dame',
# land (278 firings)
'LAND',
# orlean (264 firings)
' Orleans',
# side (250 firings)
' Side', 'Side',
# spr (249 firings)
' Springs',
# awa (222 firings)
'awa',
# aviv (220 firings)
' Aviv',
# ila (216 firings)
'ILA',
# ota (216 firings)
'ota',
# rapid (211 firings)
' Rapids',
# pton (205 firings)
'pton',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'city-family', 1
def prog_L02F21009(input_tokens):
"""14 token families, 16 surface forms (train F1 of the uncapped optimum: 0.783).
Fires at 3,726 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: the presence of the term "En" and its variations"""
# --- end external annotation ---
fire = {
# en (1,813 firings)
' En', 'En', ' EN',
# show (111 firings)
'Show',
# oren (100 firings)
'oren',
# mat (96 firings)
'Mat',
# enic (85 firings)
'enic',
# etern (78 firings)
' Eternal',
# etsu (64 firings)
'etsu',
# enzyme (61 firings)
' enzyme',
# enzym (42 firings)
' enzymes',
# ens (31 firings)
' Ens',
# enchant (26 firings)
' Enchant',
# verse (21 firings)
' Verse',
# enable (10 firings)
'Enable',
# サ (10 firings)
'サ',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'en-family', 1
def prog_L02F21010(input_tokens):
"""36 token families, 36 surface forms (train F1 of the uncapped optimum: 0.890).
Fires at 3,784 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: occurrences of the name "Anna." """
# --- end external annotation ---
fire = {
# anna (722 firings)
'anna',
# anne (249 firings)
'anne',
# atta (180 firings)
'atta',
# hannah (167 firings)
' Hannah',
# wanna (122 firings)
' wanna',
# danielle (114 firings)
' Danielle',
# rika (105 firings)
'rika',
# ahar (104 firings)
'ahar',
# andra (95 firings)
'andra',
# illian (90 firings)
'illian',
# annah (87 firings)
'annah',
# eni (87 firings)
'eni',
# know (85 firings)
'know',
# andromeda (68 firings)
' Andromeda',
# arie (63 firings)
'arie',
# aryn (63 firings)
'aryn',
# kill (63 firings)
'killer',
# mean (60 firings)
' Means',
# atha (58 firings)
'atha',
# hanna (57 firings)
' Hanna',
# achy (57 firings)
'achy',
# practition (56 firings)
' practitioner',
# say (55 firings)
'say',
# anye (52 firings)
'anye',
# canopy (50 firings)
' canopy',
# aina (48 firings)
'aina',
# asta (47 firings)
'asta',
# itta (43 firings)
'itta',
# arya (42 firings)
'arya',
# anni (39 firings)
'anni',
# innie (34 firings)
'innie',
# lear (27 firings)
'lear',
# ounty (19 firings)
'ounty',
# vari (17 firings)
'vari',
# antha (12 firings)
'antha',
# adle (10 firings)
'adle',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'anna-family', 1
def prog_L02F21011(input_tokens):
"""10 token families, 15 surface forms (train F1 of the uncapped optimum: 0.900).
Fires at 5,014 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: words and phrases related to fear"""
# --- end external annotation ---
fire = {
# fear (3,347 firings)
' fear', ' fears', ' Fear', 'Fear', ' fearing', ' fearful',
# frighten (206 firings)
' frightening',
# dread (194 firings)
' dread',
# ophobia (106 firings)
'ophobia',
# obia (97 firings)
'obia',
# ear (80 firings)
'EAR',
# unfound (64 firings)
' unfounded',
# grit (50 firings)
' grit',
# apprehen (37 firings)
' apprehension',
# compul (14 firings)
' compulsion',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'fear-family', 1
def prog_L02F21012(input_tokens):
"""25 token families, 26 surface forms (train F1 of the uncapped optimum: 0.632).
Fires at 1,584 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: special characters or symbols in the text"""
# --- end external annotation ---
fire = {
# α (108 firings)
'α', ' α',
# в (95 firings)
'в',
# pave (89 firings)
' pavement',
# ρ (72 firings)
'ρ',
# crook (57 firings)
' crooked',
# 中 (40 firings)
'中',
# cyborg (37 firings)
' Cyborg',
# a (36 firings)
'ça',
# oily (35 firings)
' oily',
# ast (30 firings)
' aster',
# kali (27 firings)
' Kali',
# olid (26 firings)
'olid',
# acryl (22 firings)
' acrylic',
# β (21 firings)
' β',
# ा (16 firings)
'ा',
# ּ (16 firings)
'ּ',
# チ (14 firings)
'チ',
# 人 (14 firings)
'人',
# ω (11 firings)
'ω',
# ズ (9 firings)
'ズ',
# aoe (7 firings)
' AoE',
# 王 (6 firings)
'王',
# amd (6 firings)
'amd',
# 方 (5 firings)
'方',
# antar (5 firings)
' Antar',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'α-family', 1
def prog_L02F21014(input_tokens):
"""35 token families, 41 surface forms (train F1 of the uncapped optimum: 0.868).
Fires at 2,780 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the name "Gra" or variations of it in different contexts"""
# --- end external annotation ---
fire = {
# gra (486 firings)
' Gra', ' gra', 'Gra', 'gra',
# ground (165 firings)
' Ground', 'Ground',
# gram (164 firings)
' Gram',
# gri (110 firings)
' Gri', ' gri',
# hol (98 firings)
' Holly',
# onte (95 firings)
'onte',
# grav (89 firings)
' Graves',
# gravel (89 firings)
' gravel',
# ker (84 firings)
' Kers',
# nou (84 firings)
' Nou',
# goff (80 firings)
' Goff',
# terra (79 firings)
' Terra',
# souven (68 firings)
' souven',
# gras (60 firings)
' Grass',
# jiu (59 firings)
' Jiu',
# scaff (54 firings)
' scaff',
# stra (53 firings)
'Stra',
# sandy (52 firings)
' sandy',
# grave (44 firings)
' Grave',
# hiro (41 firings)
'hiro',
# grid (37 firings)
' grids',
# restruct (33 firings)
' restruct',
# gum (30 firings)
' Gum',
# gn (28 firings)
' GN',
# rele (27 firings)
' rele',
# gou (26 firings)
' Gou',
# histor (25 firings)
' histor',
# gre (19 firings)
' GRE',
# ravel (16 firings)
'ravel',
# yug (15 firings)
' Yug',
# 331 (13 firings)
'331',
# ロ (10 firings)
'ロ',
# ギ (9 firings)
'ギ',
# (& (9 firings)
' (&', '(&',
# ク (8 firings)
'ク',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'gra-family', 1
def prog_L02F21018(input_tokens):
"""42 token families, 49 surface forms (train F1 of the uncapped optimum: 0.783).
Fires at 2,969 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: concepts related to incremental progress and improvements"""
# --- end external annotation ---
fire = {
# incre (170 firings)
'Incre', ' increment', 'incre', ' increments', ' Incre',
# boost (114 firings)
' booster', ' Booster',
# init (113 firings)
'Initial', ' Initial',
# gradu (105 firings)
' gradual',
# clama (101 firings)
'clamation',
# ora (101 firings)
'oration',
# increment (85 firings)
' incremental',
# atom (82 firings)
' Atom',
# cosmet (74 firings)
' cosmetic',
# underdog (73 firings)
' underdog',
# pragmat (71 firings)
' pragmatic',
# eph (63 firings)
'eph',
# whichev (59 firings)
' whichever',
# gener (57 firings)
' generational',
# intermittent (57 firings)
' intermittent',
# asynchron (52 firings)
' asynchronous',
# aspir (52 firings)
' aspir',
# hour (52 firings)
' hourly',
# ment (49 firings)
'mental',
# cartridge (49 firings)
' cartridge',
# prag (45 firings)
' prag',
# carrot (44 firings)
' carrot',
# anecdot (43 firings)
' anecdotal',
# amboo (41 firings)
'amboo',
# otal (39 firings)
'otal',
# inh (36 firings)
' inhal',
# sequent (33 firings)
' sequential',
# aspira (32 firings)
' aspiration',
# piston (31 firings)
' piston',
# ribbon (31 firings)
' Ribbon',
# cartridg (30 firings)
' cartridges',
# quota (29 firings)
' quotation',
# achiev (29 firings)
' achievable',
# criterion (24 firings)
' criterion',
# altru (22 firings)
' altru',
# sata (21 firings)
' SATA',
# maxim (20 firings)
' maximal',
# 10000 (20 firings)
' 10000', '10000',
# regen (17 firings)
' Regener',
# icat (14 firings)
'icative',
# onent (13 firings)
'onential',
# passive (13 firings)
' passively',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'incre-family', 1
def prog_L02F21019(input_tokens):
"""14 token families, 17 surface forms (train F1 of the uncapped optimum: 0.739).
Fires at 2,507 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to cruises and the associated context"""
# --- end external annotation ---
fire = {
# cruise (453 firings)
' cruise', ' Cruise',
# sail (178 firings)
' sailing', ' sailed',
# aval (152 firings)
'aval',
# cru (124 firings)
'cru', 'Cru',
# ling (117 firings)
' linger',
# carniv (107 firings)
' Carnival',
# cruis (86 firings)
' cruising',
# casino (86 firings)
' Casino',
# sea (70 firings)
' Seas',
# buffet (61 firings)
' buffet',
# fiesta (60 firings)
' Fiesta',
# wand (57 firings)
' wander',
# boutique (43 firings)
' boutique',
# 993 (8 firings)
'993',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'cruise-family', 1
def prog_L02F21020(input_tokens):
"""21 token families, 25 surface forms (train F1 of the uncapped optimum: 0.827).
Fires at 4,741 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to the concept of delivery"""
# --- end external annotation ---
fire = {
# deliver (1,703 firings)
' delivered', ' deliveries',
# delivery (982 firings)
' delivery', ' Delivery', 'Delivery',
# ground (152 firings)
' Ground',
# couri (135 firings)
' Courier', ' courier',
# freight (111 firings)
' freight',
# fedex (79 firings)
' FedEx',
# m (77 firings)
' Mé',
# carriage (77 firings)
' carriage',
# ery (66 firings)
'ERY',
# iver (54 firings)
'ivered',
# childbirth (48 firings)
' childbirth',
# short (48 firings)
' shortest',
# hert (42 firings)
' Hert',
# frontline (41 firings)
' frontline',
# deliv (40 firings)
' Deliver',
# ivery (38 firings)
'ivery',
# break (28 firings)
' Breaker',
# fulfill (28 firings)
' fulfillment',
# inser (17 firings)
' insertion',
# retriev (17 firings)
' retrieval',
# response (12 firings)
'Response',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'deliver-family', 1
def prog_L02F21021(input_tokens):
"""50 token families, 51 surface forms (train F1 of the uncapped optimum: 0.831).
Fires at 5,921 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to a specific individual, particularly in a context of competition or notable activities"""
# --- end external annotation ---
fire = {
# chin (129 firings)
'chin',
# n (117 firings)
'ín',
# witch (115 firings)
' Witcher',
# avin (107 firings)
'avin',
# ensen (107 firings)
'ensen',
# dan (102 firings)
'dan',
# oin (98 firings)
'oin',
# recon (95 firings)
' Recon',
# opa (91 firings)
'OPA',
# rator (87 firings)
'rator',
# thin (86 firings)
'thin',
# olin (85 firings)
'olin',
# win (85 firings)
'WIN',
# imedia (84 firings)
'imedia',
# bps (81 firings)
'bps',
# ulin (74 firings)
'ulin',
# tcp (73 firings)
' TCP', ' tcp',
# ini (72 firings)
'inis',
# elin (70 firings)
'elin',
# cox (68 firings)
'cox',
# otin (66 firings)
'otin',
# eni (66 firings)
'eni',
# azaki (65 firings)
'azaki',
# owicz (64 firings)
'owicz',
# izu (63 firings)
'izu',
# enn (63 firings)
'ennes',
# din (62 firings)
'din',
# zin (59 firings)
'zin',
# iban (59 firings)
'iban',
# circa (59 firings)
' circa',
# nin (57 firings)
'nin',
# eport (57 firings)
'eport',
# remini (56 firings)
' reminis',
# iner (56 firings)
'ineries',
# eton (55 firings)
'eton',
# illin (53 firings)
'illin',
# arkin (53 firings)
'arkin',
# alin (52 firings)
'alin',
# inka (50 firings)
'inka',
# uckl (48 firings)
'uckles',
# llan (48 firings)
'llan',
# sin (45 firings)
'sin',
# itone (42 firings)
'itone',
# revers (41 firings)
' reversible',
# hirt (41 firings)
'hirt',
# wi (40 firings)
'wi',
# tin (40 firings)
'tin',
# toxin (39 firings)
' toxin',
# valiant (39 firings)
' valiant',
# wikipedia (38 firings)
'wikipedia',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'chin-family', 1
def prog_L02F21022(input_tokens):
"""11 token families, 15 surface forms (train F1 of the uncapped optimum: 0.701).
Fires at 1,837 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "rock" in various contexts"""
# --- end external annotation ---
fire = {
# rock (602 firings)
'rock', 'Rock', ' ROCK',
# ock (189 firings)
'OCK',
# brock (119 firings)
' Brock',
# jack (90 firings)
'jack',
# rocket (73 firings)
'rocket', 'Rocket',
# buck (58 firings)
'buck',
# broad (40 firings)
'broad',
# construct (39 firings)
'construct', 'Construct',
# 215 (21 firings)
'215',
# steam (11 firings)
'steam',
# れ (8 firings)
'れ',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'rock-family', 1
def prog_L02F21023(input_tokens):
"""35 token families, 37 surface forms (train F1 of the uncapped optimum: 0.806).
Fires at 3,646 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of the Mozilla brand or related products"""
# --- end external annotation ---
fire = {
# mozilla (264 firings)
' Mozilla',
# firefox (262 firings)
' Firefox',
# monsanto (195 firings)
' Monsanto',
# nike (184 firings)
' Nike',
# maverick (145 firings)
' Mavericks',
# gnu (136 firings)
' GNU', 'gnu',
# brows (129 firings)
' browsers',
# kde (128 firings)
' KDE',
# equal (105 firings)
' Equality',
# nc (101 firings)
'nc',
# transgend (100 firings)
' Transgender',
# pixar (92 firings)
' Pixar',
# furry (81 firings)
' furry',
# ant (78 firings)
'antic',
# raz (77 firings)
' Razer',
# ermott (75 firings)
'ermott',
# debian (73 firings)
' Debian',
# ecology (71 firings)
' Ecology',
# melanie (65 firings)
' Melanie',
# zilla (64 firings)
'zilla',
# noaa (64 firings)
' NOAA',
# vg (61 firings)
' VG', 'VG',
# emac (49 firings)
' Emacs',
# mang (48 firings)
' mang',
# cko (43 firings)
'cko',
# svg (39 firings)
' SVG',
# wegian (38 firings)
'wegian',
# wi (35 firings)
'wi',
# ylene (34 firings)
'ylene',
# 172 (30 firings)
' 172',
# oppo (27 firings)
' oppos',
# ns (25 firings)
' ns',
# elist (15 firings)
'elist',
# pli (15 firings)
'PLIED',
# iannopoulo (13 firings)
'iannopoulos',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'mozilla-family', 1
def prog_L02F21024(input_tokens):
"""34 token families, 120 surface forms (train F1 of the uncapped optimum: 0.334).
Fires at 299,061 of 36,786,566 positions.
Fires at 0.81% of positions, and
token rules do not serve features this dense: median test F1 0.086
across the 37,173 features above 0.39% of positions, against 0.763 for
the 76,283 below 0.016%. Read this fire set as the best available
approximation, not as what the feature does."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to urban infrastructure and development"""
# --- end external annotation ---
fire = {
# city (6,349 firings)
' city', ' City', 'City', 'city',
# area (4,091 firings)
' area', ' areas', ' Area', 'area', 'Area',
# park (3,831 firings)
' Park', ' parking', ' park', ' parks', ' PARK', ' parked', 'park', ' Parking', 'Park',
# street (3,813 firings)
' Street', ' street', ' streets', ' Streets', 'street',
# open (2,878 firings)
' open', ' opening', ' opened', 'open', 'opening', ' Opening', ' openings', 'opened', ' OPEN',
# near (2,500 firings)
' near',
# publ (2,270 firings)
' public', ' Public', ' PUBLIC',
# commun (1,893 firings)
' community', ' Community', ' communities',
# town (1,802 firings)
' town', 'town', ' towns', 'Town',
# district (1,726 firings)
' district', ' District', ' districts', ' DISTRICT',
# resident (1,666 firings)
' residents', ' residential', ' resident', 'Residents', ' Residents', ' Residential',
# east (1,566 firings)
' East', ' east', 'east', 'East',
# cent (1,543 firings)
' Center', ' center',
# council (1,409 firings)
' Council', ' council', ' councils', 'Council',
# build (1,369 firings)
' building', ' buildings', ' Building',
# road (1,357 firings)
' Road', ' road', ' roads', ' Roads',
# block (1,302 firings)
' block', ' blocks', ' Block', 'blocks',
# loc (1,293 firings)
' local', ' Local', ' Loc',
# downtown (1,287 firings)
' downtown', ' Downtown',
# square (1,239 firings)
' Square', ' square', 'square',
# sta (1,203 firings)
' station', ' Station',
# avenue (1,128 firings)
' Avenue', ' avenue',
# bay (1,124 firings)
' Bay', ' bay', 'bay',
# store (1,043 firings)
' store', 'store',
# site (1,029 firings)
' site',
# riv (1,025 firings)
' River', ' river', ' rivers',
# walk (1,009 firings)
' walk', ' walking', 'walk', ' Walk', 'Walk',
# neighborhood (949 firings)
' neighborhood', ' neighborhoods', ' Neighborhood',
# clos (918 firings)
' closed', ' closing', ' closes', ' Closed',
# apart (875 firings)
' apartment', ' apartments', ' Apart',
# london (852 firings)
' London',
# bus (849 firings)
' bus', ' buses', ' Bus',
# restaurant (848 firings)
' restaurant', ' restaurants', ' Restaurant',
# locat (785 firings)
' located', 'Located', ' Located',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'city-family', 1
def prog_L02F21025(input_tokens):
"""40 token families, 51 surface forms (train F1 of the uncapped optimum: 0.772).
Fires at 4,753 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: expressions related to widening or narrowing gaps or differences"""
# --- end external annotation ---
fire = {
# blaze (248 firings)
' blaze',
# widen (242 firings)
' widening', ' widened', ' widen',
# reopen (222 firings)
' reopen', ' reopened',
# enlarge (158 firings)
' enlarge',
# worsen (152 firings)
' worsening', ' worsen',
# narrow (132 firings)
' narrowed', ' narrowing',
# deepen (131 firings)
' deepening', ' deepen',
# wid (128 firings)
' wid', ' widest',
# swell (124 firings)
' swelling', ' swell',
# shorten (123 firings)
' shortened', ' shorten',
# xavi (89 firings)
' Xavier',
# splitt (89 firings)
' splitting',
# enlarg (77 firings)
' enlarged', ' enlarg',
# curv (69 firings)
' curved',
# gap (68 firings)
' gaping',
# shar (66 firings)
' shar',
# blurr (65 firings)
' blurred',
# broaden (63 firings)
' broaden',
# crook (58 firings)
' crooked',
# yawn (54 firings)
' yawn',
# grinn (53 firings)
' grinning', ' grinned',
# darken (51 firings)
' darkened',
# arter (49 firings)
' arteries',
# enlight (47 firings)
' enlight',
# redd (47 firings)
' redd',
# palate (44 firings)
' palate',
# lessen (43 firings)
' lessen',
# grin (43 firings)
' grin',
# canyon (40 firings)
' canyon',
# brid (39 firings)
' brid',
# elong (36 firings)
' elong',
# sharp (33 firings)
' sharper',
# ning (29 firings)
' Ning',
# leng (28 firings)
' leng',
# larg (26 firings)
'larg',
# fraz (24 firings)
' Fraz',
# coronary (24 firings)
' coronary',
# aston (23 firings)
' aston',
# indent (22 firings)
' indent',
# clerosi (17 firings)
'clerosis',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'blaze-family', 1
def prog_L02F21026(input_tokens):
"""50 token families, 53 surface forms (train F1 of the uncapped optimum: 0.817).
Fires at 16,941 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the name "Ritchie" along with various locations"""
# --- end external annotation ---
fire = {
# ondon (516 firings)
'ONDON', 'ondon',
# anne (258 firings)
'anne',
# ston (247 firings)
'STON',
# utterstock (204 firings)
'utterstock',
# ustra (204 firings)
'ustration',
# associate (160 firings)
' Associate',
# lake (154 firings)
'lake',
# brexit (154 firings)
'Brexit',
# neil (148 firings)
'Neil',
# hate (137 firings)
'hate',
# kingston (135 firings)
' Kingston',
# illard (132 firings)
'illard',
# roud (126 firings)
'roud',
# ooky (126 firings)
'ooky',
# respect (117 firings)
'respect', ' Respect', 'respective',
# bruno (116 firings)
' Bruno',
# angu (113 firings)
' Angus',
# cience (111 firings)
'cience',
# onge (110 firings)
'onge',
# ancouv (110 firings)
'ancouver',
# uter (106 firings)
'UTERS',
# pour (105 firings)
'pour',
# cliffe (104 firings)
'cliffe',
# arlane (101 firings)
'arlane',
# ovo (99 firings)
'ovo',
# ivers (99 firings)
'iversity',
# madonna (97 firings)
' Madonna',
# ilda (96 firings)
'ilda',
# rozen (94 firings)
'rozen',
# urst (94 firings)
'urst',
# asley (94 firings)
'asley',
# aston (92 firings)
'aston',
# illian (91 firings)
'illian',
# apple (90 firings)
'apple',
# ause (90 firings)
'ause',
# enary (89 firings)
'enary',
# ourke (87 firings)
'ourke',
# macdonald (87 firings)
' MacDonald',
# leary (86 firings)
'Leary',
# celona (85 firings)
'celona',
# innon (85 firings)
'innon',
# hiba (83 firings)
'hiba',
# irl (82 firings)
'irling',
# incent (82 firings)
'incent',
# ichael (80 firings)
'ichael',
# itizen (80 firings)
'itizen',
# iston (79 firings)
'iston',
# mond (78 firings)
'monds',
# atherine (78 firings)
'atherine',
# ansson (78 firings)
'ansson',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'ondon-family', 1
def prog_L02F21027(input_tokens):
"""6 token families, 10 surface forms (train F1 of the uncapped optimum: 0.835).
Fires at 1,834 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances and variations of the word "mad." """
# --- end external annotation ---
fire = {
# mad (1,281 firings)
' mad', ' Mad', 'Mad', 'mad', ' MAD',
# misguid (119 firings)
' misguided',
# paranoid (96 firings)
' paranoid',
# jeal (79 firings)
' jealous',
# perverse (51 firings)
' perverse',
# merry (43 firings)
' merry',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'mad-family', 1
def prog_L02F21030(input_tokens):
"""50 token families, 54 surface forms (train F1 of the uncapped optimum: 0.885).
Fires at 6,861 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of specific locations and brands, particularly in relation to events or entities associated with them"""
# --- end external annotation ---
fire = {
# judic (169 firings)
' Judicial',
# mythology (169 firings)
' mythology',
# prem (161 firings)
'Prem',
# mat (160 firings)
' Mats', ' mats',
# mazda (134 firings)
' Mazda',
# cholesterol (134 firings)
' cholesterol',
# mask (134 firings)
' Mask', 'Mask',
# monst (132 firings)
' Monsters',
# dream (124 firings)
' Dreams',
# mx (118 firings)
' MX',
# middl (114 firings)
' Middles',
# maz (114 firings)
' Maz',
# cumm (113 firings)
' Cummings',
# mgm (110 firings)
' MGM',
# 1937 (105 firings)
' 1937',
# macdonald (105 firings)
' MacDonald',
# mant (101 firings)
' Mant', ' mant',
# symphony (100 firings)
' Symphony',
# 1934 (98 firings)
' 1934',
# manny (90 firings)
' Manny',
# maritime (87 firings)
' Maritime',
# amaz (86 firings)
'amaz',
# majesty (82 firings)
' Majesty',
# mania (80 firings)
'Mania',
# minst (78 firings)
'minster',
# mamm (78 firings)
' mamm', ' Mamm',
# ping (77 firings)
' Ping',
# ludwig (76 firings)
' Ludwig',
# moose (76 firings)
' Moose',
# mush (76 firings)
' Mush',
# gazette (75 firings)
' Gazette',
# olympia (71 firings)
' Olympia',
# ozone (67 firings)
' ozone',
# m (67 firings)
' Mé',
# tec (63 firings)
' Tec',
# jiang (61 firings)
' Jiang',
# manufact (60 firings)
' Manufact',
# mailbox (60 firings)
' mailbox',
# guild (60 firings)
' guild',
# iti (58 firings)
'itious',
# microphon (57 firings)
' microphones',
# 151 (54 firings)
' 151',
# jeanne (52 firings)
' Jeanne',
# ambo (50 firings)
'ambo',
# babe (50 firings)
' Babe',
# jou (49 firings)
' Jou',
# mirage (49 firings)
' Mirage',
# migraine (46 firings)
' migraine',
# wax (45 firings)
' Wax',
# cabrera (44 firings)
' Cabrera',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'judic-family', 1
def prog_L02F21031(input_tokens):
"""14 token families, 21 surface forms (train F1 of the uncapped optimum: 0.824).
Fires at 7,732 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "developing" in various contexts"""
# --- end external annotation ---
fire = {
# develop (5,465 firings)
' developed', ' developing', ' develop', 'Develop', ' Develop', ' develops', 'develop',
# design (285 firings)
' designing',
# progress (156 firings)
' progressing', ' progresses',
# redevelop (64 firings)
' redevelop',
# formulate (43 firings)
' formulate',
# concoct (41 firings)
' concoct',
# subdiv (39 firings)
' subdiv',
# cultivat (38 firings)
' cultivating',
# devise (34 firings)
' devise',
# velop (33 firings)
'velop',
# pir (29 firings)
'pires',
# nvidia (29 firings)
'NVIDIA',
# project (24 firings)
'projects',
# cultivate (21 firings)
' cultivate',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'develop-family', 1
def prog_L02F21032(input_tokens):
"""6 token families, 6 surface forms (train F1 of the uncapped optimum: 0.804).
Fires at 2,610 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: phrases indicating potentiality or possibility"""
# --- end external annotation ---
fire = {
# potential (1,500 firings)
' potentially',
# theoretical (101 firings)
' theoretically',
# aska (82 firings)
'aska',
# ential (77 firings)
'entially',
# risk (43 firings)
' risked',
# ivab (32 firings)
'ivably',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'potential-family', 1
def prog_L02F21033(input_tokens):
"""39 token families, 62 surface forms (train F1 of the uncapped optimum: 0.918).
Fires at 16,298 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: numerical values, particularly ones that appear frequently like "69" """
# --- end external annotation ---
fire = {
# 39 (1,511 firings)
' 39', '39',
# 59 (1,092 firings)
'59', ' 59',
# 09 (919 firings)
'09', ' 09',
# 1999 (815 firings)
' 1999', '1999',
# 49 (779 firings)
'49',
# 69 (728 firings)
' 69', '69',
# 79 (627 firings)
'79', ' 79',
# 99 (556 firings)
' 99',
# 1979 (406 firings)
' 1979', '1979',
# 68 (331 firings)
'68',
# 1969 (323 firings)
' 1969', '1969',
# 559 (291 firings)
'559',
# shap (285 firings)
' shapes',
# 89 (276 firings)
' 89',
# nine (184 firings)
'nine', 'Nine',
# 1959 (165 firings)
' 1959', '1959',
# 119 (162 firings)
' 119', '119',
# 1939 (160 firings)
' 1939',
# 109 (145 firings)
' 109', '109',
# 999 (135 firings)
'999', ' 999',
# 129 (132 firings)
' 129', '129',
# 149 (131 firings)
' 149', '149',
# 199 (121 firings)
'199', ' 199',
# 114 (118 firings)
' 114', '114',
# 1949 (106 firings)
' 1949',
# 159 (92 firings)
' 159', '159',
# 139 (92 firings)
' 139', '139',
# 299 (91 firings)
'299', ' 299',
# 1919 (89 firings)
' 1919',
# 169 (84 firings)
' 169', '169',
# 249 (83 firings)
'249', ' 249',
# gh (82 firings)
' gh',
# 399 (72 firings)
'399', ' 399',
# kidn (70 firings)
' kidn',
# achy (57 firings)
'achy',
# inj (52 firings)
' inj',
# 1899 (51 firings)
' 1899',
# broch (46 firings)
' broch',
# frequ (46 firings)
' frequ',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return '39-family', 1
def prog_L02F21034(input_tokens):
"""15 token families, 21 surface forms (train F1 of the uncapped optimum: 0.915).
Fires at 2,589 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to different types of gameplay modes in a gaming context"""
# --- end external annotation ---
fire = {
# mode (1,484 firings)
' mode', ' Mode', 'mode', 'Mode', 'MODE',
# mod (282 firings)
' modes', ' Modes',
# ode (164 firings)
'odes', 'ODE',
# captain (76 firings)
' captains',
# denomina (48 firings)
' denomination',
# aperture (42 firings)
' aperture',
# rite (38 firings)
' rite',
# livion (35 firings)
'livion',
# simul (31 firings)
' simul',
# pane (30 firings)
' pane',
# preset (29 firings)
' preset',
# wm (21 firings)
'wm',
# denomination (21 firings)
' denominations',
# trl (12 firings)
'trl',
# bm (8 firings)
'bm',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'mode-family', 1
def prog_L02F21035(input_tokens):
"""12 token families, 14 surface forms (train F1 of the uncapped optimum: 0.793).
Fires at 2,471 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: occurrences of the word "firing" in various contexts"""
# --- end external annotation ---
fire = {
# fir (890 firings)
' firing', ' FIR', ' fir',
# iring (201 firings)
'iring',
# dismiss (161 firings)
' dismissal',
# glow (147 firings)
' glowing',
# shell (118 firings)
' shelling',
# termina (61 firings)
' termination',
# sight (60 firings)
' sighting',
# sig (59 firings)
' SIG',
# stock (54 firings)
' stocking',
# charg (42 firings)
'charging',
# dodg (40 firings)
' dodging',
# uracy (21 firings)
'uracy',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'fir-family', 1
def prog_L02F21036(input_tokens):
"""30 token families, 32 surface forms (train F1 of the uncapped optimum: 0.845).
Fires at 2,206 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the individual "Pompeo." """
# --- end external annotation ---
fire = {
# curios (146 firings)
' Curiosity',
# bolton (133 firings)
' Bolton',
# impe (125 firings)
' impe',
# pizz (116 firings)
' pizz',
# atell (107 firings)
'atell',
# conserv (98 firings)
' Conserv', 'conserv',
# pompe (95 firings)
' Pompe',
# unfinish (89 firings)
' unfinished',
# pave (85 firings)
' pave',
# vall (81 firings)
' Vall',
# uebl (69 firings)
'uebl',
# antip (63 firings)
' antip',
# parad (61 firings)
' Parad', ' parad',
# thin (47 firings)
' Thin',
# pf (41 firings)
' PF',
# mis (41 firings)
' MISS',
# microbiota (41 firings)
' microbiota',
# plast (37 firings)
' plaster',
# pis (35 firings)
' Pis',
# emp (34 firings)
' EMP',
# mod (32 firings)
' Modest',
# vii (27 firings)
'VII',
# ios (25 firings)
'iosity',
# patri (23 firings)
' patri',
# reconstruct (18 firings)
' reconstructed',
# treach (16 firings)
' treacher',
# propri (15 firings)
' propri',
# ippery (12 firings)
'ippery',
# append (9 firings)
'append',
# comple (8 firings)
' COMPLE',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'curios-family', 1
def prog_L02F21037(input_tokens):
"""26 token families, 27 surface forms (train F1 of the uncapped optimum: 0.822).
Fires at 2,752 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: expressions of urgent need or desperation"""
# --- end external annotation ---
fire = {
# desperate (315 firings)
' desperately',
# genuine (184 firings)
' genuinely',
# cling (127 firings)
' clinging', ' cling',
# besieg (122 firings)
' besieged',
# visib (103 firings)
' visibly',
# angri (101 firings)
' angrily',
# sincere (85 firings)
' sincerely',
# understandab (85 firings)
' understandably',
# unsuccessful (82 firings)
' unsuccessfully',
# ish (80 firings)
'ishly',
# eful (79 firings)
'efully',
# frantical (77 firings)
' frantically',
# urgent (77 firings)
' urgently',
# furious (67 firings)
' furiously',
# sore (63 firings)
' sorely',
# sure (61 firings)
' Surely',
# cherish (54 firings)
' cherish',
# clutch (52 firings)
' clutching',
# dear (51 firings)
' dearly',
# long (50 firings)
' longing',
# anx (45 firings)
' anx',
# nervous (43 firings)
' nervously',
# cher (35 firings)
' cher',
# instinctive (23 firings)
' instinctively',
# ggle (14 firings)
'ggle',
# カ (8 firings)
'カ',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'desperate-family', 1
def prog_L02F21038(input_tokens):
"""24 token families, 33 surface forms (train F1 of the uncapped optimum: 0.906).
Fires at 11,591 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: numerical representations of the year 1779"""
# --- end external annotation ---
fire = {
# 17 (7,594 firings)
' 17', '17',
# 18 (942 firings)
'18',
# 170 (294 firings)
' 170', '170',
# 1800 (198 firings)
' 1800', '1800',
# 175 (181 firings)
' 175', '175',
# share (151 firings)
'SHARE',
# 1917 (147 firings)
' 1917',
# thirteen (105 firings)
' thirteen',
# 1918 (97 firings)
' 1918',
# в (95 firings)
'в',
# 1700 (84 firings)
' 1700',
# 217 (83 firings)
' 217', '217',
# 173 (69 firings)
' 173', '173',
# 179 (64 firings)
' 179', '179',
# 171 (55 firings)
'171', ' 171',
# seventeen (52 firings)
' seventeen',
# 178 (50 firings)
' 178',
# 169 (45 firings)
' 169',
# eenth (41 firings)
'eenth',
# 172 (41 firings)
' 172',
# eteen (40 firings)
'eteen',
# 417 (36 firings)
'417', ' 417',
# eighteenth (32 firings)
' eighteenth',
# 174 (29 firings)
'174',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return '17-family', 1
def prog_L02F21039(input_tokens):
"""1 token families, 5 surface forms (train F1 of the uncapped optimum: 0.963).
Fires at 22,108 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: the term "during" in various contexts"""
# --- end external annotation ---
fire = {
# dur (21,663 firings)
' during', 'During', ' During', 'during', ' dur',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'dur-family', 1
def prog_L02F21040(input_tokens):
"""20 token families, 26 surface forms (train F1 of the uncapped optimum: 0.795).
Fires at 3,478 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: the term "expression" in various contexts related to communication and representation"""
# --- end external annotation ---
fire = {
# expres (781 firings)
' expression', 'Express', 'express', ' Expression', 'expression',
# express (406 firings)
' expressing', ' expresses', ' expressive',
# illustra (248 firings)
' illustration',
# expression (213 firings)
' expressions',
# compila (162 firings)
' compilation',
# exp (108 firings)
'Exp',
# res (86 firings)
'ression',
# com (79 firings)
'Comments',
# ani (64 firings)
'ANI',
# lyr (59 firings)
' lyric',
# word (57 firings)
'Words',
# abbey (53 firings)
' Abbey',
# comprehen (47 firings)
' comprehension',
# transcrip (47 firings)
' transcription',
# ribu (43 firings)
'ribution',
# nota (42 firings)
' notation',
# ite (42 firings)
'itement',
# accumula (37 firings)
' accumulation',
# manifestation (27 firings)
' manifestations',
# symbol (16 firings)
' Symbol',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'expres-family', 1
def prog_L02F21041(input_tokens):
"""30 token families, 47 surface forms (train F1 of the uncapped optimum: 0.391).
Fires at 37,194 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the Secret Service and Border Patrol"""
# --- end external annotation ---
fire = {
# agency (1,926 firings)
' agency', ' Agency',
# intellig (1,595 firings)
' intelligence', ' Intelligence', 'intelligence',
# agent (1,563 firings)
' agents', ' agent', ' Agent', ' Agents', 'agents',
# secur (1,084 firings)
' Security', 'security',
# guard (1,018 firings)
' Guard', ' guard', ' guards', 'guard', 'guards', ' Guards',
# forc (937 firings)
' forces', ' Forces',
# service (922 firings)
' Service',
# agenc (586 firings)
' agencies',
# director (482 firings)
' Director',
# administra (436 firings)
' Administration',
# servic (399 firings)
' Services', 'Services',
# enforce (306 firings)
' Enforcement', 'enforcement',
# affair (304 firings)
' Affairs',
# patrol (284 firings)
' Patrol',
# investiga (277 firings)
' Investigation',
# amend (270 firings)
' Amendment',
# safety (234 firings)
' Safety',
# corp (231 firings)
' Corps',
# check (192 firings)
' checks',
# custom (132 firings)
' Customs',
# contractor (130 firings)
' contractor',
# revenue (129 firings)
' Revenue',
# alien (125 firings)
' aliens',
# yard (118 firings)
' Yard',
# cov (117 firings)
'cover',
# bord (113 firings)
' Border',
# hunt (111 firings)
'hunt',
# oper (109 firings)
'opers',
# info (109 firings)
'info',
# detector (104 firings)
' detector', ' detectors',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'agency-family', 1
def prog_L02F21042(input_tokens):
"""15 token families, 65 surface forms (train F1 of the uncapped optimum: 0.188).
Fires at 802,470 of 36,786,566 positions.
Fires at 2.18% of positions, and
token rules do not serve features this dense: median test F1 0.086
across the 37,173 features above 0.39% of positions, against 0.763 for
the 76,283 below 0.016%. Read this fire set as the best available
approximation, not as what the feature does."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to cognitive concepts or discussions related to mental processes"""
# --- end external annotation ---
fire = {
# � (7,158 firings)
'�',
# year (6,545 firings)
' years', ' year', 'year', ' Year', ' Years', ' YEAR',
# police (4,240 firings)
' police', ' Police', 'police',
# people (3,074 firings)
' people', ' People', 'people', ' PEOPLE',
# 2017 (2,619 firings)
' 2017', '2017',
# nation (2,618 firings)
' national', ' National', ' nation', ' Nations', ' Nation', ' nations', 'national', 'nation', 'Nation',
# donald (2,551 firings)
' Donald', 'Donald',
# old (2,550 firings)
'old', ' Old', 'OLD', 'olds', 'older', ' Older', ' olds',
# game (2,369 firings)
' game', ' Game', 'game', 'Game', ' GAME',
# recent (2,356 firings)
' recently', ' Recently', ' Recent',
# cap (2,195 firings)
' caption', ' Caption', ' cap', 'caps', ' Caps',
# week (2,186 firings)
' week', ' weeks', 'week', 'weekly',
# president (2,095 firings)
' President', ' president', ' presidential', ' Presidential',
# city (2,039 firings)
' City', ' city', ' CITY', 'city',
# season (2,038 firings)
' season', ' seasons', ' Season', ' seasoned', ' seasonal', ' Seasons',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return '�-family', 1
def prog_L02F21043(input_tokens):
"""6 token families, 11 surface forms (train F1 of the uncapped optimum: 0.864).
Fires at 7,653 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "continued." """
# --- end external annotation ---
fire = {
# continu (5,745 firings)
' continues', ' continued', ' continuing', ' continual', ' continu',
# resum (138 firings)
' resumed',
# continua (98 firings)
' continuation',
# prolong (95 firings)
' prolonged',
# contin (89 firings)
'contin', ' CONTIN',
# persist (30 firings)
' persisted',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'continu-family', 1
def prog_L02F21044(input_tokens):
"""6 token families, 7 surface forms (train F1 of the uncapped optimum: 0.885).
Fires at 1,141 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: phrases that emphasize a lack of significance or diminishment of an idea"""
# --- end external annotation ---
fire = {
# hard (653 firings)
' hardly',
# bare (91 firings)
' Bare', 'bare',
# nob (58 firings)
'nob',
# scarce (42 firings)
' scarcely',
# indi (38 firings)
' indis',
# neglig (29 firings)
' negligible',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'hard-family', 1
def prog_L02F21046(input_tokens):
"""25 token families, 39 surface forms (train F1 of the uncapped optimum: 0.240).
Fires at 36,558 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: words related to deception or appearance"""
# --- end external annotation ---
fire = {
# ing (2,499 firings)
'ing', 'ingly',
# ed (1,947 firings)
'ed',
# ation (666 firings)
'ations', 'ation',
# ated (557 firings)
'ated',
# ating (453 firings)
'ating',
# ize (391 firings)
'ize', 'izes',
# ity (385 firings)
'ity',
# izing (291 firings)
'izing',
# nes (277 firings)
'ness',
# ical (259 firings)
'ically',
# ist (203 firings)
'istic', 'isters', 'istical',
# ifi (194 firings)
'ified', 'ifiable',
# ician (191 firings)
'icians', 'ician',
# ious (154 firings)
'iously',
# pretend (153 firings)
' pretending', ' pretend', ' pretended',
# ulat (147 firings)
'ulating', 'ulates', 'ulated',
# ned (141 firings)
'ned',
# lying (141 firings)
' lying',
# lied (139 firings)
' lied',
# uat (135 firings)
'uating', 'uated', 'uates',
# ise (113 firings)
'ises',
# oric (107 firings)
'orical', 'oric',
# aced (102 firings)
'aced',
# inent (98 firings)
'inent',
# iat (96 firings)
'iated',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'ing-family', 1
def prog_L02F21047(input_tokens):
"""49 token families, 51 surface forms (train F1 of the uncapped optimum: 0.777).
Fires at 7,783 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to imprinting or marking processes"""
# --- end external annotation ---
fire = {
# impact (196 firings)
' Impact',
# impression (167 firings)
' impressions',
# insight (160 firings)
' insights',
# satisfac (155 firings)
' satisfaction',
# innovation (152 firings)
' innovations',
# iz (150 firings)
'IZ', ' Iz',
# illustrat (138 firings)
' Illustrated',
# digital (135 firings)
' digitally',
# personal (128 firings)
' personalized',
# publish (122 firings)
' Publishing',
# monik (122 firings)
' moniker',
# implant (116 firings)
' implants', ' implanted',
# imprint (108 firings)
' imprint',
# inflamma (107 firings)
' inflammation',
# consultancy (95 firings)
' consultancy',
# azon (94 firings)
'azon',
# son (92 firings)
' Sons',
# handheld (90 firings)
' handheld',
# ingram (89 firings)
' Ingram',
# holog (87 firings)
' holog',
# outpost (87 firings)
' outpost',
# repercussion (84 firings)
' repercussions',
# millennium (83 firings)
' millennium',
# royalt (82 firings)
' royalties',
# fingerprint (82 firings)
' fingerprints',
# scrib (76 firings)
' scrib',
# oled (76 firings)
' OLED',
# oxide (74 firings)
' oxide',
# overs (74 firings)
' oversized',
# etch (71 firings)
' etched',
# print (70 firings)
'printed',
# hallmark (68 firings)
' hallmark',
# ing (67 firings)
'Ing',
# ramification (67 firings)
' ramifications',
# acion (66 firings)
'acion',
# oblit (64 firings)
' obliter',
# scar (63 firings)
' scars',
# retribu (63 firings)
' retribution',
# transformat (62 firings)
' transformative',
# pict (58 firings)
' pict',
# engrav (55 firings)
' engraved',
# mable (53 firings)
'mable',
# infus (53 firings)
' infused',
# ippl (48 firings)
'ipples',
# mark (47 firings)
' markings',
# initial (45 firings)
' initials',
# influ (44 firings)
' influ',
# ingrain (43 firings)
' ingrained',
# inscrip (41 firings)
' inscription',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'impact-family', 1
def prog_L02F21048(input_tokens):
"""9 token families, 13 surface forms (train F1 of the uncapped optimum: 0.957).
Fires at 2,015 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the concept of "tomorrow." """
# --- end external annotation ---
fire = {
# tomorrow (1,265 firings)
' tomorrow', ' Tomorrow', 'Tomorrow',
# day (263 firings)
'DAY', ' DAY',
# someday (127 firings)
' someday',
# tom (77 firings)
'tom', ' TOM',
# chopp (55 firings)
' chopping',
# today (47 firings)
'today',
# terday (13 firings)
'terday',
# onday (12 firings)
'onday',
# eday (10 firings)
'eday',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'tomorrow-family', 1
def prog_L02F21049(input_tokens):
"""18 token families, 24 surface forms (train F1 of the uncapped optimum: 0.668).
Fires at 4,077 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: words related to injuries or limitations"""
# --- end external annotation ---
fire = {
# ain (1,438 firings)
'ained', 'aining', 'ains', 'ainer',
# uss (127 firings)
'ussed',
# rain (124 firings)
'rained', 'raining', ' raining',
# aint (105 firings)
'aints',
# join (92 firings)
'join', 'joined',
# umb (65 firings)
'umbing',
# sustain (63 firings)
' sustaining',
# attain (59 firings)
' attained',
# hunt (58 firings)
' Hunters',
# alys (51 firings)
'alysed',
# aintain (36 firings)
'aintain',
# aml (27 firings)
'aml',
# urse (26 firings)
'urse',
# ruc (25 firings)
'ruction',
# ten (24 firings)
'tenance',
# assemb (23 firings)
'assembly',
# abee (22 firings)
'abee',
# tend (17 firings)
' tending',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'ain-family', 1
def prog_L02F21050(input_tokens):
"""46 token families, 52 surface forms (train F1 of the uncapped optimum: 0.829).
Fires at 4,047 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: words related to logic and reasoning"""
# --- end external annotation ---
fire = {
# olog (502 firings)
'olog', 'ologies', 'ologic', 'OLOG',
# tic (232 firings)
'tic', 'tical',
# refurb (113 firings)
' refurb',
# norm (108 firings)
'normal',
# acular (96 firings)
'acular',
# ologue (95 firings)
'ologue',
# alog (94 firings)
'alog',
# ograph (92 firings)
'ograph',
# holog (87 firings)
' holog',
# oem (86 firings)
' OEM',
# ο (83 firings)
'ο',
# edu (81 firings)
' Edu',
# chem (79 firings)
' Chem',
# loc (76 firings)
'local',
# theolog (71 firings)
' theolog',
# apolog (67 firings)
'apolog',
# pell (66 firings)
'pell',
# mbudsman (65 firings)
'mbudsman',
# tac (61 firings)
' Tac',
# educ (58 firings)
' Educ', 'Educ',
# eval (55 firings)
'eval',
# center (55 firings)
'centered',
# orient (53 firings)
' Oriental',
# omal (52 firings)
'omal',
# agog (50 firings)
'agog',
# rel (49 firings)
' REL',
# specializ (47 firings)
' specializing',
# nik (47 firings)
'Nik',
# rolog (45 firings)
'rolog',
# stigmat (43 firings)
' stigmat',
# ted (35 firings)
'TED',
# nerg (33 firings)
'nerg',
# itent (31 firings)
'itent',
# prophe (31 firings)
' Prophe',
# okin (31 firings)
'okin',
# oral (30 firings)
' Oral',
# imila (29 firings)
'imilation',
# linear (24 firings)
'linear',
# catalog (23 firings)
' Catalog', 'Catalog',
# ω (21 firings)
'ω',
# aceut (18 firings)
'aceutical',
# repro (17 firings)
' repro',
# oxid (16 firings)
' oxid',
# 899 (13 firings)
'899',
# ital (12 firings)
' Ital',
# dev (12 firings)
'DEV',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'olog-family', 1
def prog_L02F21051(input_tokens):
"""50 token families, 50 surface forms (train F1 of the uncapped optimum: 0.859).
Fires at 4,200 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: adjectives describing qualities or characteristics"""
# --- end external annotation ---
fire = {
# rugg (155 firings)
' rugged',
# lean (153 firings)
' lean',
# sleek (141 firings)
' sleek',
# slick (140 firings)
' slick',
# pristine (118 firings)
' pristine',
# brazen (109 firings)
' brazen',
# muscular (105 firings)
' muscular',
# rigid (102 firings)
' rigid',
# frant (101 firings)
' frantic',
# coy (93 firings)
' coy',
# sluggish (91 firings)
' sluggish',
# lush (89 firings)
' lush',
# plush (86 firings)
' plush',
# brisk (79 firings)
' brisk',
# reassur (75 firings)
' reassuring',
# rout (74 firings)
' rout',
# streamlin (72 firings)
' streamlined',
# bland (70 firings)
' bland',
# compliant (70 firings)
' compliant',
# glossy (69 firings)
' glossy',
# bloat (69 firings)
' bloated',
# sloppy (68 firings)
' sloppy',
# smug (62 firings)
' smug',
# bulky (59 firings)
' bulky',
# lifeles (57 firings)
' lifeless',
# dull (56 firings)
' Dull',
# limp (54 firings)
' limp',
# deft (50 firings)
' deft',
# ubby (50 firings)
'ubby',
# cumbersome (49 firings)
' cumbersome',
# rabid (49 firings)
' rabid',
# avatar (46 firings)
' avatar',
# ooz (44 firings)
' ooz',
# sterile (43 firings)
' sterile',
# professionalism (43 firings)
' professionalism',
# numb (41 firings)
' numb',
# neoliber (41 firings)
' neoliberal',
# floppy (40 firings)
' floppy',
# frail (39 firings)
' frail',
# inert (39 firings)
' inert',
# warp (37 firings)
' warped',
# translucent (36 firings)
' translucent',
# snug (33 firings)
' snug',
# mush (33 firings)
' mush',
# cas (33 firings)
' cass',
# manipulat (31 firings)
' manipulative',
# obedient (19 firings)
' obedient',
# uggish (18 firings)
'uggish',
# respons (13 firings)
' responsiveness',
# rador (12 firings)
'rador',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'rugg-family', 1
def prog_L02F21053(input_tokens):
"""22 token families, 24 surface forms (train F1 of the uncapped optimum: 0.878).
Fires at 2,130 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: themes related to agriculture and farming practices"""
# --- end external annotation ---
fire = {
# agricultur (401 firings)
' agricultural', ' Agricultural',
# agriculture (355 firings)
' agriculture',
# volcan (130 firings)
' volcanic',
# aic (105 firings)
'aic',
# cere (89 firings)
' cereal',
# farmland (86 firings)
' farmland',
# mountain (76 firings)
' mountainous',
# cooperat (63 firings)
' Cooperative',
# pastor (59 firings)
' pastoral',
# administrat (59 firings)
' Administrative',
# hort (51 firings)
' Hort',
# bean (49 firings)
'bean',
# ultur (46 firings)
'ultural',
# peasant (43 firings)
' peasant',
# icultur (42 firings)
'icultural',
# chem (37 firings)
'chemical',
# conglom (28 firings)
' conglomer',
# irrig (20 firings)
' irrig',
# agr (14 firings)
' Agric', ' agric',
# misc (11 firings)
'misc',
# ination (9 firings)
'inational',
# 748 (6 firings)
'748',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'agricultur-family', 1
def prog_L02F21054(input_tokens):
"""37 token families, 40 surface forms (train F1 of the uncapped optimum: 0.873).
Fires at 2,157 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to critical assessment or critique"""
# --- end external annotation ---
fire = {
# prem (187 firings)
' prem',
# crit (175 firings)
' crit', 'crit',
# pract (96 firings)
' pract',
# quant (91 firings)
' quant',
# carc (89 firings)
' carc',
# ping (71 firings)
' ping',
# approx (66 firings)
' approx',
# dispo (66 firings)
' dispos',
# scaven (65 firings)
' scaven',
# misc (62 firings)
' misc', 'misc',
# repr (61 firings)
' repr',
# pi (59 firings)
' pi',
# inv (58 firings)
' inver',
# goof (54 firings)
' goof',
# debug (50 firings)
' debug',
# reneg (49 firings)
' reneg',
# extr (45 firings)
' extr',
# phy (38 firings)
' phys',
# mun (30 firings)
' mun',
# graz (29 firings)
' graz',
# pred (29 firings)
'pred',
# ategor (28 firings)
'ategor',
# inhab (28 firings)
' inhab',
# proto (22 firings)
' proto',
# subsystem (21 firings)
' subsystem',
# tou (20 firings)
' tou',
# corro (20 firings)
' corro',
# part (20 firings)
'parts',
# -------------------- (18 firings)
'--------------------',
# what (18 firings)
' whats',
# eger (17 firings)
'eger',
# rl (15 firings)
' RL',
# viz (13 firings)
' viz',
# ok (10 firings)
'oké',
# crc (8 firings)
' CRC',
# somet (7 firings)
' somet',
# expr (6 firings)
'expr', ' expr',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'prem-family', 1
def prog_L02F21056(input_tokens):
"""1 token families, 1 surface forms (train F1 of the uncapped optimum: 0.104).
Fires at 15 of 36,786,566 positions."""
fire = {
# ime (15 firings)
'imes',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'ime-family', 1
def prog_L02F21057(input_tokens):
"""21 token families, 29 surface forms (train F1 of the uncapped optimum: 0.876).
Fires at 1,791 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the name "Doc" in various contexts"""
# --- end external annotation ---
fire = {
# doc (542 firings)
' Doc', ' doc', ' docs', 'doc', 'Doc', ' DOC', 'DOC', 'docs',
# dag (104 firings)
' Dag',
# glob (86 firings)
' Glob',
# ggy (83 firings)
'ggy',
# deng (71 firings)
' Deng',
# jam (65 firings)
' Jamal',
# dani (57 firings)
' Dani',
# off (54 firings)
' Offic',
# disp (51 firings)
' Disp',
# ilic (46 firings)
'ilic',
# doct (44 firings)
' doct', ' Doct',
# vitamin (39 firings)
' Vitamin',
# kind (39 firings)
'Kind',
# inert (37 firings)
' inert',
# minute (36 firings)
' Minute',
# stub (32 firings)
' stub',
# phase (21 firings)
'Phase',
# cou (17 firings)
' Cous',
# sect (17 firings)
' Sect',
# codec (7 firings)
' Codec',
# cig (7 firings)
' cig',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'doc-family', 1
def prog_L02F21058(input_tokens):
"""36 token families, 36 surface forms (train F1 of the uncapped optimum: 0.538).
Fires at 2,543 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: occurrences of a specific character or letter"""
# --- end external annotation ---
fire = {
# uki (172 firings)
'uki',
# rang (120 firings)
' Ranger',
# rowe (73 firings)
' Rowe',
# minor (64 firings)
' Minor',
# mag (51 firings)
' MAG',
# 275 (43 firings)
'275',
# 325 (38 firings)
' 325',
# comfort (32 firings)
'comfort',
# 102 (30 firings)
'102',
# 269 (26 firings)
'269',
# fema (26 firings)
' FEMA',
# ef (26 firings)
'EF',
# puff (25 firings)
'puff',
# 1100 (25 firings)
' 1100',
# zhao (24 firings)
' Zhao',
# help (24 firings)
' helper',
# pcie (21 firings)
' PCIe',
# 206 (21 firings)
'206',
# rf (20 firings)
'rf',
# 226 (19 firings)
'226',
# rr (19 firings)
'RR',
# 551 (18 firings)
'551',
# 332 (17 firings)
'332',
# 251 (17 firings)
'251',
# 254 (15 firings)
'254',
# princip (13 firings)
' princip',
# 人 (12 firings)
'人',
# 025 (9 firings)
'025',
# 331 (9 firings)
'331',
# qiao (8 firings)
' Qiao',
# 武 (8 firings)
'武',
# 026 (8 firings)
'026',
# エ (7 firings)
'エ',
# オ (7 firings)
'オ',
# 326 (7 firings)
' 326',
# 268 (7 firings)
'268',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'uki-family', 1
def prog_L02F21059(input_tokens):
"""39 token families, 50 surface forms (train F1 of the uncapped optimum: 0.784).
Fires at 3,847 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to e-cigarettes and nicotine products"""
# --- end external annotation ---
fire = {
# cigarett (343 firings)
' cigarettes', 'cigarettes',
# smok (148 firings)
' smokers', ' smoker',
# 650 (144 firings)
'650',
# nicotine (124 firings)
' nicotine', ' Nicotine',
# vibr (111 firings)
' vibr',
# liquid (109 firings)
'Liquid', 'liquid',
# march (108 firings)
' marches',
# mech (105 firings)
' Mech', ' mech',
# ju (100 firings)
'Ju',
# vap (100 firings)
' vaping', ' vap',
# enc (99 firings)
'encers', 'encer',
# ape (97 firings)
'apes', 'APE',
# rave (85 firings)
' rave',
# yre (85 firings)
'yre',
# firef (79 firings)
' Firefly',
# 510 (77 firings)
' 510', '510',
# ixtape (73 firings)
'ixtape',
# coil (72 firings)
' coil', ' coils',
# cigarette (69 firings)
'cigarette',
# ringe (64 firings)
'ringe',
# ratom (58 firings)
'ratom',
# lynn (52 firings)
'lynn',
# 420 (46 firings)
'420',
# vapor (43 firings)
' Vapor',
# dab (42 firings)
' dab',
# cessa (36 firings)
' cessation',
# mah (35 firings)
'mAh',
# arette (31 firings)
'arette',
# vape (31 firings)
' vape',
# iggin (31 firings)
'iggins',
# refill (29 firings)
' refill',
# ildo (23 firings)
'ildo',
# entanyl (20 firings)
'entanyl',
# iasco (20 firings)
'iasco',
# arett (18 firings)
'arettes',
# tube (16 firings)
'tube',
# cig (16 firings)
'cig', ' cig',
# resistor (10 firings)
' resistor',
# rx (10 firings)
'rx',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'cigarett-family', 1
def prog_L02F21060(input_tokens):
"""14 token families, 18 surface forms (train F1 of the uncapped optimum: 0.772).
Fires at 5,142 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to "buyer" or related terms in a market context"""
# --- end external annotation ---
fire = {
# buy (2,174 firings)
' buying', ' buyers', ' Buy', ' buyer', 'buy',
# shopp (235 firings)
' shoppers',
# bride (144 firings)
' bride',
# bu (136 firings)
'bu',
# borrow (127 firings)
' borrowers',
# sell (127 firings)
' seller',
# afford (103 firings)
' affordability',
# adop (95 firings)
' adop',
# bidd (76 firings)
' bidder',
# salesman (73 firings)
' salesman',
# £ (68 firings)
'£',
# prohib (42 firings)
' prohib',
# purch (35 firings)
' purch',
# purchas (15 firings)
' purchaser',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'buy-family', 1
def prog_L02F21061(input_tokens):
"""16 token families, 17 surface forms (train F1 of the uncapped optimum: 0.693).
Fires at 1,031 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: percentage symbols and related numerical values"""
# --- end external annotation ---
fire = {
# % (187 firings)
' %',
# ^ (84 firings)
' ^',
# dont (75 firings)
' dont',
# percent (57 firings)
' Percent', 'Percent',
# alot (36 firings)
' alot',
# hk (36 firings)
' HK',
# **** (30 firings)
' ****',
# ± (22 firings)
' ±',
# unsure (19 firings)
' Unsure',
# vl (10 firings)
'vl',
# \\ (9 firings)
' \\\\',
# didnt (6 firings)
' didnt',
# (% (5 firings)
' (%',
# verty (5 firings)
'verty',
# "% (4 firings)
' "%',
# <+ (4 firings)
' <+',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return '%-family', 1
def prog_L02F21062(input_tokens):
"""27 token families, 32 surface forms (train F1 of the uncapped optimum: 0.771).
Fires at 3,077 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: occurrences of the substring "hy" """
# --- end external annotation ---
fire = {
# hy (643 firings)
'hy', ' Hy', 'Hy', 'HY', ' HY',
# sy (171 firings)
'SY', ' SY',
# fy (145 firings)
'fy',
# thy (116 firings)
'thy',
# yth (107 firings)
'yth',
# hyde (105 firings)
' Hyde',
# phy (83 firings)
'phy',
# heon (74 firings)
'heon',
# hybrid (73 firings)
' Hybrid',
# omorph (71 firings)
'omorph',
# slippery (71 firings)
' slippery',
# ja (61 firings)
'Ja',
# hyd (61 firings)
'hyd',
# eton (58 firings)
'eton',
# achy (57 firings)
'achy',
# yn (46 firings)
'YN',
# iru (46 firings)
'iru',
# n (43 firings)
'ön',
# emy (43 firings)
'emy',
# xy (30 firings)
'XY',
# hyp (28 firings)
'hyper',
# ethy (25 firings)
'ethy',
# fet (25 firings)
'fet',
# ropy (22 firings)
'ropy',
# nir (18 firings)
'nir',
# 035 (17 firings)
'035',
# vl (10 firings)
'VL',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'hy-family', 1
def prog_L02F21063(input_tokens):
"""17 token families, 43 surface forms (train F1 of the uncapped optimum: 0.174).
Fires at 149,800 of 36,786,566 positions.
Fires at 0.41% of positions, and
token rules do not serve features this dense: median test F1 0.086
across the 37,173 features above 0.39% of positions, against 0.763 for
the 76,283 below 0.016%. Read this fire set as the best available
approximation, not as what the feature does."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: themes related to class struggle and political movements"""
# --- end external annotation ---
fire = {
# world (1,795 firings)
' world', ' World',
# ist (1,537 firings)
'ist', 'ists',
# polit (1,254 firings)
' political', ' Political',
# soc (1,049 firings)
' social', ' Social', 'social', 'Social', ' soc',
# ism (823 firings)
'ism', 'isms',
# move (815 firings)
' movement', ' movements', ' Movement',
# human (790 firings)
' human', ' Human', ' humanity',
# work (770 firings)
' workers', ' Workers', ' worker', ' Worker', 'workers',
# lead (693 firings)
' leaders', ' leader', 'leaders',
# party (658 firings)
' Party',
# clas (622 firings)
' class', 'class',
# centr (600 firings)
' Central', ' central', ' centr',
# develop (549 firings)
' development', ' Development',
# revolu (547 firings)
' revolution', ' Revolution', 'revolution', 'Revolution',
# right (473 firings)
' rights',
# common (441 firings)
' common',
# struggle (417 firings)
' struggle', ' Struggle',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'world-family', 1
def prog_L02F21064(input_tokens):
"""10 token families, 14 surface forms (train F1 of the uncapped optimum: 0.568).
Fires at 4,199 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the Bay Area"""
# --- end external annotation ---
fire = {
# area (2,669 firings)
' area', ' Area', 'area', ' Areas', 'Area',
# final (233 firings)
' Finals',
# agree (147 firings)
' Agreement',
# scape (84 firings)
'scape',
# za (64 firings)
'ZA',
# unit (53 firings)
' Units',
# iu (44 firings)
'IU',
# escape (35 firings)
' Escape',
# contra (25 firings)
' Contra',
# scene (21 firings)
'Scene',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'area-family', 1
def prog_L02F21067(input_tokens):
"""24 token families, 29 surface forms (train F1 of the uncapped optimum: 0.827).
Fires at 5,395 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: repeated mentions of the word "use." """
# --- end external annotation ---
fire = {
# use (2,246 firings)
'use', ' Use', 'uses', 'Use', 'USE', ' USE',
# used (483 firings)
'used',
# using (291 firings)
'using',
# us (189 firings)
'Us',
# mus (179 firings)
'mus',
# usion (143 firings)
'usion',
# aste (142 firings)
'aste',
# assort (77 firings)
' assortment',
# abuse (68 firings)
'abuse',
# reuse (62 firings)
' reuse',
# heat (56 firings)
'heat',
# enable (54 firings)
'enable',
# mix (51 firings)
'mix',
# fuse (49 firings)
' fuse',
# fitt (49 firings)
'fitting',
# usal (40 firings)
'usal',
# nice (35 firings)
'nice',
# util (35 firings)
' utilization',
# ulse (34 firings)
'ulse',
# osh (30 firings)
'OSH',
# useum (24 firings)
'useum',
# usable (19 firings)
'usable',
# require (17 firings)
'require',
# usage (15 firings)
'usage',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'use-family', 1
def prog_L02F21068(input_tokens):
"""18 token families, 21 surface forms (train F1 of the uncapped optimum: 0.872).
Fires at 2,497 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of Richard Nixon and related historical contexts, especially concerning Watergate"""
# --- end external annotation ---
fire = {
# 1972 (323 firings)
' 1972', '1972',
# 1971 (265 firings)
' 1971', '1971',
# nixon (264 firings)
' Nixon',
# gaal (199 firings)
' Gaal',
# politic (180 firings)
' Politics',
# infeld (133 firings)
'infeld',
# nieto (114 firings)
' Nieto',
# kissing (104 firings)
' Kissinger',
# woodward (103 firings)
' Woodward',
# unix (76 firings)
' Unix', 'Unix',
# watergate (74 firings)
' Watergate',
# ixon (71 firings)
'ixon',
# glas (60 firings)
'glass',
# nak (53 firings)
' Naked',
# mey (45 firings)
'meyer',
# sulf (39 firings)
' sulf',
# hume (37 firings)
' Hume',
# socrat (33 firings)
' Socrates',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return '1972-family', 1
def prog_L02F21069(input_tokens):
"""29 token families, 38 surface forms (train F1 of the uncapped optimum: 0.637).
Fires at 4,905 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to instructions for tasks or processes"""
# --- end external annotation ---
fire = {
# instruction (534 firings)
' instructions', ' instructional', ' Instructions',
# direct (264 firings)
'Direct', ' directive', ' directives',
# command (262 firings)
' commands', ' commandments',
# instruct (225 firings)
' instructed', 'Instruct',
# instruc (220 firings)
' instruction', ' Instruction',
# ert (156 firings)
'ERT',
# direction (148 firings)
' directions', ' Directions',
# ord (120 firings)
'orders',
# teach (116 firings)
' teachings',
# inst (78 firings)
'Inst',
# old (67 firings)
'olded', 'olding',
# message (60 firings)
' Message',
# ruc (59 firings)
'ruction',
# esi (54 firings)
'esis',
# atum (53 firings)
'atum',
# manual (52 firings)
' manuals',
# enzym (43 firings)
' enzymes',
# encourage (39 firings)
' encouragement',
# installa (34 firings)
' Installation',
# rul (30 firings)
'Rules',
# isal (30 firings)
'isal',
# visory (27 firings)
'visory',
# guide (26 firings)
'Guide',
# assemb (25 firings)
'assembly',
# nota (22 firings)
' notation',
# express (21 firings)
' expressly',
# ution (14 firings)
'UTION',
# struct (13 firings)
'STRUCT',
# opsi (13 firings)
'opsis',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'instruction-family', 1
def prog_L02F21070(input_tokens):
"""17 token families, 29 surface forms (train F1 of the uncapped optimum: 0.793).
Fires at 14,246 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of increases across various contexts"""
# --- end external annotation ---
fire = {
# increas (4,455 firings)
' increased', ' increasing', ' increases', 'increasing', ' Increases', 'Increased', 'Increases',
# increase (3,527 firings)
' increase', ' Increase', 'Increase',
# reduce (692 firings)
' reduce',
# decrease (285 firings)
' decrease',
# hike (222 firings)
' hike',
# reduc (205 firings)
' reduction',
# spike (155 firings)
' spike',
# hik (140 firings)
' hikes',
# ris (139 firings)
' rises',
# inc (136 firings)
'INC', ' INC',
# incre (110 firings)
' increment', 'incre', ' increments', ' incre',
# skyrocket (100 firings)
' skyrocket',
# escala (95 firings)
' escalation',
# uptick (89 firings)
' uptick',
# decreas (58 firings)
' decreases',
# esc (58 firings)
' escal',
# swell (37 firings)
' swell',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'increas-family', 1
def prog_L02F21073(input_tokens):
"""4 token families, 9 surface forms (train F1 of the uncapped optimum: 0.935).
Fires at 13,182 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: occurrences of the word "members." """
# --- end external annotation ---
fire = {
# memb (12,335 firings)
' members', ' member', 'Members', ' Members', 'member', 'members',
# gay (192 firings)
' gays',
# excerpt (90 firings)
' excerpts',
# disband (45 firings)
' disband',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'memb-family', 1
def prog_L02F21074(input_tokens):
"""29 token families, 30 surface forms (train F1 of the uncapped optimum: 0.784).
Fires at 3,445 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to hedge funds and related financial terminology"""
# --- end external annotation ---
fire = {
# hedge (424 firings)
' hedge', ' Hedge',
# trad (224 firings)
' trades',
# mask (164 firings)
' masked',
# coon (138 firings)
'coon',
# edge (114 firings)
'edge',
# mit (97 firings)
' mit',
# hog (86 firings)
'hog',
# trillion (85 firings)
' trillions',
# cary (82 firings)
' Cary',
# esche (80 firings)
' esche',
# edg (79 firings)
' edged',
# bermuda (74 firings)
' Bermuda',
# advi (72 firings)
' Advis',
# arbit (69 firings)
' arbit',
# harden (66 firings)
' hardened',
# mitigate (61 firings)
' mitigate',
# sweat (55 firings)
' sweats',
# hend (52 firings)
'hend',
# shrugg (51 firings)
' shrugged',
# itch (47 firings)
'ITCH',
# neoc (45 firings)
' neoc',
# bush (42 firings)
'bush',
# hed (39 firings)
' hed',
# pent (38 firings)
'penter',
# woodland (36 firings)
' woodland',
# berm (22 firings)
' Berm',
# crop (22 firings)
'crop',
# ル (16 firings)
'ル',
# illion (14 firings)
'illions',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'hedge-family', 1
def prog_L02F21075(input_tokens):
"""19 token families, 21 surface forms (train F1 of the uncapped optimum: 0.825).
Fires at 2,809 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to space technology and satellites"""
# --- end external annotation ---
fire = {
# satellite (704 firings)
' satellite', ' Satellite',
# satellit (305 firings)
' satellites',
# moon (137 firings)
' moons', ' Moons',
# orbit (115 firings)
' orbiting',
# balloon (108 firings)
' balloons',
# constella (104 firings)
' constellation',
# cube (92 firings)
' Cube',
# atell (88 firings)
'atell',
# ust (84 firings)
'usters',
# acon (78 firings)
'acons',
# celest (77 firings)
' celestial',
# ramid (67 firings)
'ramids',
# stephenson (61 firings)
' Stephenson',
# galileo (49 firings)
' Galileo',
# ati (49 firings)
'atial',
# castl (43 firings)
' castles',
# ixel (34 firings)
'ixels',
# ads (25 firings)
'ADS',
# sov (18 firings)
' Sov',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'satellite-family', 1
def prog_L02F21076(input_tokens):
"""9 token families, 15 surface forms (train F1 of the uncapped optimum: 0.696).
Fires at 3,819 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to numeric scores associated with various contexts"""
# --- end external annotation ---
fire = {
# scor (1,734 firings)
' scores', ' scored', ' scoring', 'scoring', ' Scores',
# score (943 firings)
' score', ' Score', 'score',
# shor (115 firings)
' shores',
# unn (101 firings)
'unning',
# read (79 firings)
' readings',
# card (50 firings)
'cards',
# ard (23 firings)
'ARDS',
# als (20 firings)
' ALS',
# medal (18 firings)
' Medals',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'scor-family', 1
def prog_L02F21077(input_tokens):
"""24 token families, 28 surface forms (train F1 of the uncapped optimum: 0.691).
Fires at 4,430 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms associated with high quality"""
# --- end external annotation ---
fire = {
# qual (1,554 firings)
' quality', 'quality', ' Quality', 'Quality',
# spe (303 firings)
'speed',
# rat (270 firings)
'rated',
# perform (214 firings)
'performance', 'performing',
# pric (131 firings)
'priced',
# uds (113 firings)
'uds',
# bett (102 firings)
'better',
# equ (82 firings)
'equ',
# oddy (74 firings)
'oddy',
# format (68 firings)
'format',
# verif (67 firings)
'verified',
# sold (60 firings)
'sold',
# idel (57 firings)
'idelity',
# calib (55 firings)
'caliber',
# equal (53 firings)
'equality',
# shop (53 firings)
'Shop',
# democracy (52 firings)
'democracy',
# cheap (44 firings)
' Cheap',
# smanship (43 firings)
'smanship',
# urity (39 firings)
'urity',
# fficiency (17 firings)
'fficiency',
# worthi (17 firings)
'worthiness',
# strength (15 firings)
'strength',
# ב (12 firings)
'ב',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'qual-family', 1
def prog_L02F21080(input_tokens):
"""30 token families, 32 surface forms (train F1 of the uncapped optimum: 0.805).
Fires at 3,700 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to internet or data transmission speeds"""
# --- end external annotation ---
fire = {
# speed (751 firings)
' speeds', ' speeding',
# delay (412 firings)
' delays',
# optim (94 firings)
' optimized',
# slat (93 firings)
' Slater',
# blaz (91 firings)
' blazing',
# jerome (90 firings)
' Jerome',
# upt (87 firings)
' upt',
# cruis (86 firings)
' cruising',
# tier (84 firings)
' tiers',
# speedy (77 firings)
' speedy',
# sped (64 firings)
' sped',
# stunt (64 firings)
' stunts',
# spe (61 firings)
'Speed',
# propul (60 firings)
' propulsion',
# lowell (60 firings)
' Lowell',
# glitch (56 firings)
' glitches',
# jam (46 firings)
' jams',
# rpm (44 firings)
' RPM', 'rpm',
# spin (37 firings)
' spins',
# vibration (34 firings)
' vibrations',
# eed (30 firings)
'EED',
# maneuv (29 firings)
' maneuvers',
# unim (27 firings)
' unim',
# slow (27 firings)
' slows',
# peed (25 firings)
'peed',
# transmission (25 firings)
' transmissions',
# imum (22 firings)
'imum',
# instantane (20 firings)
' instantaneous',
# pru (18 firings)
' Pru',
# volt (17 firings)
' volts',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'speed-family', 1
def prog_L02F21082(input_tokens):
"""30 token families, 32 surface forms (train F1 of the uncapped optimum: 0.920).
Fires at 2,005 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the name "Aren" and related variations"""
# --- end external annotation ---
fire = {
# col (197 firings)
'COL',
# aren (183 firings)
' Aren', 'Aren',
# isn (172 firings)
' Isn', 'Isn',
# doesn (95 firings)
' Doesn',
# lorenzo (94 firings)
' Lorenzo',
# didn (93 firings)
' Didn',
# announc (93 firings)
' announcer',
# arel (87 firings)
'arel',
# corpor (71 firings)
' Corpor',
# econom (70 firings)
' Econom',
# ain (61 firings)
' Ain',
# good (56 firings)
' Goods',
# cam (55 firings)
' Camer',
# roz (54 firings)
' Roz',
# wouldn (49 firings)
' Wouldn',
# orc (46 firings)
' orc',
# eca (38 firings)
'ECA',
# arena (37 firings)
' arenas',
# associ (31 firings)
' Associ',
# lobb (29 firings)
' lobb',
# ourna (27 firings)
'ournaments',
# cod (24 firings)
'Cod',
# orn (24 firings)
' Orn',
# dat (24 firings)
'dat',
# razen (21 firings)
'razen',
# utor (20 firings)
'utorial',
# iox (19 firings)
'iox',
# bec (15 firings)
' bec',
# gor (12 firings)
' Gors',
# 「 (10 firings)
'「',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'col-family', 1
def prog_L02F21083(input_tokens):
"""48 token families, 49 surface forms (train F1 of the uncapped optimum: 0.876).
Fires at 3,919 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: specific place names and locations"""
# --- end external annotation ---
fire = {
# sioux (162 firings)
' Sioux',
# isle (160 firings)
' Isle',
# mount (157 firings)
'mount',
# cumb (135 firings)
' Cumber',
# lock (124 firings)
' Lock',
# newport (121 firings)
' Newport',
# rut (120 firings)
' Rut',
# frig (115 firings)
' frig',
# middl (114 firings)
' Middles',
# irth (112 firings)
'irth',
# quant (112 firings)
' Quant', 'Quant',
# onge (110 firings)
'onge',
# lak (110 firings)
' Lakes',
# arat (104 firings)
'arat',
# batch (79 firings)
'batch',
# cup (78 firings)
'cup',
# cest (77 firings)
'cester',
# metall (77 firings)
' Metall',
# upload (77 firings)
'Upload',
# hamp (72 firings)
' Hamp',
# opt (71 firings)
'Opt',
# lect (69 firings)
' Lect',
# cavern (67 firings)
' cavern',
# clerk (65 firings)
' Clerk',
# sync (60 firings)
' Sync',
# optimu (56 firings)
' Optimus',
# utt (53 firings)
' Utt',
# ettle (53 firings)
'ettle',
# por (52 firings)
' porous',
# cull (52 firings)
' Cull',
# pow (51 firings)
' Pow',
# lve (50 firings)
'lves',
# ion (42 firings)
' ions',
# ococ (41 firings)
'ococ',
# knob (40 firings)
' knob',
# reserv (40 firings)
' Reserv',
# prick (38 firings)
' prick',
# neth (33 firings)
' Nether',
# fresh (30 firings)
'fresh',
# lich (27 firings)
' Lich',
# rosc (27 firings)
'rosc',
# eele (23 firings)
'eele',
# orc (20 firings)
' orcs',
# enable (20 firings)
' Enable',
# nit (17 firings)
'nit',
# ient (16 firings)
'IENT',
# clark (16 firings)
' Clarks',
# chloride (14 firings)
' chloride',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'sioux-family', 1
def prog_L02F21084(input_tokens):
"""25 token families, 26 surface forms (train F1 of the uncapped optimum: 0.815).
Fires at 3,148 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the term "sidelines." """
# --- end external annotation ---
fire = {
# sidelin (579 firings)
' sidelines', ' sidelined',
# hiatu (211 firings)
' hiatus',
# chair (147 firings)
'chair',
# sideline (143 firings)
' sideline',
# shadow (122 firings)
' shadows',
# rory (114 firings)
' Rory',
# overshadow (105 firings)
' overshadowed',
# sofa (86 firings)
' sofa',
# hew (80 firings)
'hews',
# stall (79 firings)
' stalls',
# marginal (78 firings)
' marginalized',
# bandwagon (73 firings)
' bandwagon',
# stump (72 firings)
' stump',
# casualty (70 firings)
' casualty',
# kickoff (65 firings)
' kickoff',
# yna (62 firings)
'yna',
# spectator (54 firings)
' spectator',
# complementary (49 firings)
' complementary',
# participat (47 firings)
' participates',
# seminar (47 firings)
' seminar',
# substitut (37 firings)
' substitutes',
# alla (31 firings)
'allas',
# arya (30 firings)
'arya',
# iannopoulo (15 firings)
'iannopoulos',
# ane (10 firings)
'aneers',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'sidelin-family', 1
def prog_L02F21085(input_tokens):
"""4 token families, 10 surface forms (train F1 of the uncapped optimum: 0.958).
Fires at 10,963 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of the word "data" in various contexts related to data transfer and management"""
# --- end external annotation ---
fire = {
# data (10,277 firings)
' data', ' Data', 'Data', 'data', ' DATA', 'DATA',
# dataset (103 firings)
' dataset', ' datasets',
# ー (59 firings)
'ー',
# metry (44 firings)
'metry',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'data-family', 1
def prog_L02F21086(input_tokens):
"""21 token families, 21 surface forms (train F1 of the uncapped optimum: 0.884).
Fires at 3,586 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: the word "busy" in various contexts"""
# --- end external annotation ---
fire = {
# busy (1,383 firings)
' busy',
# lone (189 firings)
' lonely',
# ctic (170 firings)
'ctic',
# busi (162 firings)
' busiest',
# distract (149 firings)
' distracted',
# noisy (107 firings)
' noisy',
# bustl (101 firings)
' bustling',
# sleepy (81 firings)
' sleepy',
# multit (78 firings)
' multit',
# aky (77 firings)
'aky',
# cong (67 firings)
' congest',
# employ (64 firings)
'employed',
# man (61 firings)
' mans',
# ply (58 firings)
' ply',
# multif (45 firings)
' multif',
# overload (37 firings)
' overloaded',
# bilingu (35 firings)
' bilingual',
# ilingu (35 firings)
'ilingual',
# restles (34 firings)
' restless',
# ogg (33 firings)
'ogged',
# bus (17 firings)
' BUS',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'busy-family', 1
def prog_L02F21087(input_tokens):
"""42 token families, 43 surface forms (train F1 of the uncapped optimum: 0.882).
Fires at 2,872 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: proper names related to geographic locations and individuals"""
# --- end external annotation ---
fire = {
# uki (238 firings)
'uki',
# kun (171 firings)
' Kun', 'kun',
# hun (146 firings)
'hun',
# fuj (114 firings)
' Fuj',
# auna (97 firings)
'auna',
# yun (88 firings)
' Yun',
# fuk (88 firings)
' Fuk',
# kru (83 firings)
' Kru',
# lunar (81 firings)
' Lunar',
# lup (71 firings)
' Lup',
# kubrick (69 firings)
' Kubrick',
# lub (68 firings)
' Lub',
# damien (65 firings)
' Damien',
# jiang (62 firings)
' Jiang',
# kuh (59 firings)
' Kuh',
# ober (58 firings)
'ober',
# kund (57 firings)
' Kund',
# kung (56 firings)
' Kung',
# yuan (55 firings)
' Yuan',
# holm (52 firings)
'holm',
# kuro (51 firings)
' Kuro',
# kul (49 firings)
' Kul',
# kag (47 firings)
' Kag',
# klu (45 firings)
' Klu',
# junk (44 firings)
' Junk',
# krish (41 firings)
' Krish',
# grun (37 firings)
' grun',
# buk (37 firings)
' Buk',
# schwar (36 firings)
' Schwar',
# schwe (34 firings)
' Schwe',
# tsu (33 firings)
' Tsu',
# movie (33 firings)
'movie',
# kash (31 firings)
' Kash',
# puzzle (30 firings)
' Puzzle',
# kus (29 firings)
' Kus',
# umo (25 firings)
'umo',
# meow (16 firings)
' Meow',
# kush (16 firings)
' Kush',
# slime (11 firings)
' Slime',
# ++ (11 firings)
' ++',
# lump (9 firings)
' Lump',
# aud (8 firings)
'auder',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'uki-family', 1
def prog_L02F21088(input_tokens):
"""41 token families, 43 surface forms (train F1 of the uncapped optimum: 0.844).
Fires at 3,643 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to guiding principles or beliefs, specifically mottos and mantras"""
# --- end external annotation ---
fire = {
# philosophy (319 firings)
' philosophy',
# slogan (299 firings)
' slogan',
# maharashtra (154 firings)
' Maharashtra',
# motto (140 firings)
' motto',
# mantra (135 firings)
' mantra',
# cca (106 firings)
'cca',
# mant (101 firings)
' Mant', ' mant',
# andi (99 firings)
'andi',
# greet (98 firings)
' greeting',
# virtu (97 firings)
' virtues',
# flourish (87 firings)
' flourish',
# minimalist (85 firings)
' minimalist',
# emerson (79 firings)
' Emerson',
# mat (78 firings)
'matic',
# maxim (77 firings)
' maxim',
# iom (75 firings)
'iom',
# andersen (74 firings)
' Andersen',
# clich (72 firings)
' cliché',
# salute (69 firings)
' salute',
# cheer (68 firings)
' cheerful',
# admon (60 firings)
' admon',
# etho (56 firings)
' ethos',
# bible (53 firings)
' bible',
# augustine (51 firings)
' Augustine',
# anca (49 firings)
'anca',
# phrase (47 firings)
'phrase',
# affirma (46 firings)
' affirmation',
# behaviour (46 firings)
' behaviours',
# inscrip (41 firings)
' inscription',
# philosoph (39 firings)
' philosophies',
# aph (35 firings)
' aph',
# transla (34 firings)
'Translation',
# inscrib (27 firings)
' inscribed',
# cre (26 firings)
' creed',
# lambda (26 firings)
' lambda', 'lambda',
# urist (23 firings)
'uristic',
# proverb (19 firings)
' proverb',
# precept (18 firings)
' precept',
# run (17 firings)
' runes',
# command (14 firings)
' commandments',
# gorithm (11 firings)
'gorithm',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'philosophy-family', 1
def prog_L02F21089(input_tokens):
"""28 token families, 29 surface forms (train F1 of the uncapped optimum: 0.897).
Fires at 2,946 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: occurrences of the name "Raz" or related variations"""
# --- end external annotation ---
fire = {
# raz (365 firings)
'raz', ' Raz',
# craz (181 firings)
' craz',
# cros (156 firings)
'cross',
# 1977 (145 firings)
' 1977',
# zurich (134 firings)
' Zurich',
# cz (129 firings)
'cz',
# maz (114 firings)
' Maz',
# ruck (109 firings)
'ruck',
# braz (105 firings)
' Braz',
# rox (99 firings)
'rox',
# rav (98 firings)
' Rav',
# plung (95 firings)
' plung',
# stad (92 firings)
'stad',
# amaz (86 firings)
'amaz',
# arras (69 firings)
'arrass',
# rench (68 firings)
'renched',
# rugg (63 firings)
'rugged',
# zar (61 firings)
'zar',
# addict (60 firings)
' addict',
# bohem (59 firings)
' Bohem',
# hoff (51 firings)
'hoff',
# maul (49 firings)
' Maul',
# bust (49 firings)
' Bust',
# drill (49 firings)
' drilled',
# ritz (46 firings)
'ritz',
# hypnot (45 firings)
' hypnot',
# hus (39 firings)
' Huss',
# graz (28 firings)
' graz',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'raz-family', 1
def prog_L02F21090(input_tokens):
"""12 token families, 15 surface forms (train F1 of the uncapped optimum: 0.844).
Fires at 2,159 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: the prefix "gl" as part of various words"""
# --- end external annotation ---
fire = {
# gl (1,233 firings)
'gl', 'Gl', 'GL', ' GL',
# igl (82 firings)
'igl',
# gly (76 firings)
'gly',
# ogl (59 firings)
'ogl',
# γ (55 firings)
'γ',
# ν (48 firings)
'ν',
# regn (35 firings)
'regn',
# infall (23 firings)
' infall',
# gm (18 firings)
'gm',
# gru (17 firings)
'gru',
# フ (7 firings)
'フ',
# ェ (6 firings)
'ェ',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'gl-family', 1
def prog_L02F21092(input_tokens):
"""20 token families, 27 surface forms (train F1 of the uncapped optimum: 0.825).
Fires at 3,123 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "disrupt" and its variations"""
# --- end external annotation ---
fire = {
# disrupt (623 firings)
' disrupt', ' disrupted', ' disruptive', ' disrupting',
# assault (330 firings)
' assaulted',
# disrup (208 firings)
' disruption',
# disturb (166 firings)
' disturbed', ' disturb',
# rupt (148 firings)
'rupt', 'rupted',
# obstruct (130 firings)
' obstruct',
# interfer (110 firings)
' interfering', ' interfered',
# interrupt (108 firings)
' interrupt', ' interrupts',
# destabil (104 firings)
' destabil',
# unct (91 firings)
'unct',
# nab (86 firings)
' Nab',
# toxin (73 firings)
' toxins',
# disruption (71 firings)
' disruptions',
# irrit (71 firings)
' irrit',
# ruly (56 firings)
'ruly',
# counter (52 firings)
' countering',
# chall (51 firings)
' Chall',
# overwhelm (42 firings)
' overwhelm',
# break (21 firings)
'breakers',
# overwhel (9 firings)
' overwhel',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'disrupt-family', 1
def prog_L02F21093(input_tokens):
"""26 token families, 31 surface forms (train F1 of the uncapped optimum: 0.832).
Fires at 2,616 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to changes in direction or course"""
# --- end external annotation ---
fire = {
# revers (492 firings)
' reversed', ' reversal', ' reversing', ' reversible',
# reverse (327 firings)
' reverse',
# turnaround (128 firings)
' turnaround',
# flipp (123 firings)
' flipped',
# repeal (101 firings)
' repealed',
# affirm (88 firings)
' affirmed',
# revert (85 firings)
' revert', ' reverted',
# enz (69 firings)
'enz',
# rev (64 firings)
' revers', ' rever',
# irrevers (59 firings)
' irreversible',
# inv (58 firings)
' inver',
# sideway (57 firings)
' sideways',
# mirror (50 firings)
' mirrored',
# strip (44 firings)
' striped',
# landsl (39 firings)
' landsl',
# addin (38 firings)
'addin',
# undone (38 firings)
' undone',
# linear (37 firings)
'linear',
# soften (35 firings)
' softened',
# invert (28 firings)
' inverted',
# stere (22 firings)
' stere',
# uin (20 firings)
'uin',
# direc (20 firings)
'direction',
# vers (16 firings)
'versible',
# modula (11 firings)
' modulation',
# ド (10 firings)
'ド',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'revers-family', 1
def prog_L02F21094(input_tokens):
"""35 token families, 36 surface forms (train F1 of the uncapped optimum: 0.723).
Fires at 3,894 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms associated with addiction and attachment"""
# --- end external annotation ---
fire = {
# addict (275 firings)
' addicted', ' addictive',
# obsess (268 firings)
' obsessed',
# hook (175 firings)
' hooked',
# ess (151 firings)
'essed',
# ank (112 firings)
'anked',
# aldo (107 firings)
'aldo',
# eled (102 firings)
'eled',
# wir (97 firings)
' wired',
# ict (89 firings)
'icted',
# wolfgang (85 firings)
' Wolfgang',
# mad (85 firings)
'mad',
# ronnie (81 firings)
' Ronnie',
# plugg (77 firings)
' plugged',
# boot (69 firings)
' booted',
# ano (61 firings)
'anos',
# tu (58 firings)
'tu',
# screw (55 firings)
' screwed',
# mable (53 firings)
'mable',
# certif (50 firings)
' Certified',
# ook (48 firings)
'ooked',
# strap (47 firings)
' strap',
# ber (46 firings)
'bered',
# crazy (44 firings)
'crazy',
# udo (41 firings)
'udos',
# joint (39 firings)
' joints',
# )] (31 firings)
')]',
# iliat (31 firings)
'iliated',
# crip (30 firings)
'CRIPTION',
# rj (23 firings)
' RJ',
# condition (23 firings)
' conditioned',
# onica (20 firings)
'onica',
# scrib (19 firings)
'scribed',
# zos (15 firings)
'zos',
# '] (15 firings)
"']",
# ril (14 firings)
'rils',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'addict-family', 1
def prog_L02F21095(input_tokens):
"""42 token families, 45 surface forms (train F1 of the uncapped optimum: 0.811).
Fires at 6,056 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to consulting services"""
# --- end external annotation ---
fire = {
# publish (831 firings)
' publishing', ' Publishing',
# consult (484 firings)
' consulting', ' Consult', ' Consulting',
# work (200 firings)
' Working',
# car (186 firings)
' caring',
# freel (186 firings)
' freelance',
# advis (148 firings)
' advising',
# associat (132 firings)
' Associates',
# restructur (128 firings)
' restructuring',
# model (116 firings)
' modeling',
# tun (112 firings)
' tuning',
# counsel (110 firings)
' counseling',
# consultancy (95 firings)
' consultancy',
# solution (95 firings)
' Solutions',
# eer (90 firings)
'eering',
# conglomerate (87 firings)
' conglomerate',
# prof (86 firings)
'prof',
# boutique (83 firings)
' boutique',
# outsourc (82 firings)
' outsourcing',
# comput (81 firings)
' Computing',
# orporat (79 firings)
'orporated',
# consultant (76 firings)
' consultants',
# modell (75 firings)
' modelling',
# staff (72 firings)
' staffing',
# forecast (68 firings)
' forecasting',
# surve (65 firings)
' surve',
# adjunct (57 firings)
' adjunct',
# master (56 firings)
' mastering',
# cler (55 firings)
' cler',
# iddl (55 firings)
'iddling',
# cooperat (53 firings)
' cooperating',
# servic (50 firings)
' servicing',
# brokerage (49 firings)
' brokerage',
# counsell (49 firings)
' counselling',
# mercenary (47 firings)
' mercenary',
# lodg (46 firings)
' lodging',
# monitor (41 firings)
' Monitoring',
# interpret (37 firings)
' interpreting',
# refin (32 firings)
' refining',
# lish (31 firings)
'lishing',
# account (24 firings)
' Accounting',
# udd (18 firings)
'udding',
# compos (17 firings)
' composing',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'publish-family', 1
def prog_L02F21096(input_tokens):
"""22 token families, 23 surface forms (train F1 of the uncapped optimum: 0.828).
Fires at 1,483 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the term "utt," indicating a specific focus on certain entities or locations"""
# --- end external annotation ---
fire = {
# utt (289 firings)
'utt',
# bett (106 firings)
'bett',
# ubb (102 firings)
'ubb',
# anz (78 firings)
'anz',
# enda (77 firings)
'enda', 'endas',
# uti (66 firings)
'uti',
# uta (50 firings)
'uta',
# ippl (48 firings)
'ipples',
# ret (46 firings)
'rets',
# ple (42 firings)
'plement',
# nib (37 firings)
' nib',
# mitt (36 firings)
'mitt',
# regnancy (35 firings)
'regnancy',
# uckland (26 firings)
'uckland',
# dt (23 firings)
'dt',
# iffe (23 firings)
'iffe',
# etu (22 firings)
'etus',
# udd (19 firings)
'udder',
# τ (15 firings)
' τ',
# timet (14 firings)
' timet',
# td (14 firings)
'td',
# pru (12 firings)
'prus',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'utt-family', 1
def prog_L02F21098(input_tokens):
"""4 token families, 6 surface forms (train F1 of the uncapped optimum: 0.805).
Fires at 4,908 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: occurrences of the word "eventually." """
# --- end external annotation ---
fire = {
# eventual (1,885 firings)
' eventually', ' Eventually', 'Eventually',
# ultimate (1,028 firings)
' ultimately',
# inevitab (258 firings)
' inevitably',
# someday (127 firings)
' someday',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'eventual-family', 1
def prog_L02F21099(input_tokens):
"""2 token families, 2 surface forms (train F1 of the uncapped optimum: 0.979).
Fires at 96 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the entity "Baal." """
# --- end external annotation ---
fire = {
# tau (61 firings)
' Tau',
# baal (31 firings)
' Baal',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'tau-family', 1