sae_token_programs / programs /layer02 /21 /L02_F21400-21499.py
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"""GPT-2 SAE last-token programs, layer 2 -- features 21400 to 21499 (84 programs).
One function per SAE feature. Grouped 100 to a file so the set stays browsable;
the programs themselves are unchanged.
"""
def prog_L02F21400(input_tokens):
"""46 token families, 52 surface forms (train F1 of the uncapped optimum: 0.743).
Fires at 6,588 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to religious dioceses and bishops"""
# --- end external annotation ---
fire = {
# bishop (292 firings)
' bishops', ' bishop', 'bishop',
# chancellor (199 firings)
' chancellor',
# ocese (194 firings)
'ocese',
# priest (186 firings)
' priests',
# scout (175 firings)
' Scouts',
# pope (166 firings)
' pope',
# archbishop (151 firings)
' Archbishop',
# prince (150 firings)
' prince',
# dean (131 firings)
' dean',
# apost (125 firings)
' apost', ' Apost',
# ishop (114 firings)
'ishops', 'ishop',
# chq (113 firings)
'CHQ',
# clergy (113 firings)
' clergy',
# clar (90 firings)
' Clarence',
# angl (89 firings)
' Anglic',
# aber (87 firings)
' Aber',
# cathedr (87 firings)
' cathedral',
# canterbury (83 firings)
' Canterbury',
# thouse (78 firings)
'thouse',
# choir (77 firings)
' choir',
# rabbi (74 firings)
' rabbi',
# dal (72 firings)
'dal',
# episcop (71 firings)
' Episcopal',
# shanahan (67 firings)
' Shanahan',
# nun (62 firings)
' nuns',
# pastor (59 firings)
' pastoral',
# ama (57 firings)
'amation',
# xvi (56 firings)
' XVI',
# pediatric (52 firings)
' Pediatrics',
# rite (50 firings)
' Rite', ' rite',
# cleric (48 firings)
' clerics',
# eleanor (46 firings)
' Eleanor',
# agna (46 firings)
'agna',
# kou (46 firings)
' Kou',
# llp (44 firings)
' LLP',
# hael (42 firings)
'HAEL',
# patriarch (39 firings)
' Patriarch',
# istr (38 firings)
'istries',
# apostl (37 firings)
' Apostles', ' apostles',
# aure (36 firings)
' Aure',
# princ (32 firings)
' princes',
# urgy (32 firings)
'urgy',
# communion (31 firings)
' communion',
# nai (31 firings)
'nai',
# astery (31 firings)
'astery',
# esan (27 firings)
'esan',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'bishop-family', 1
def prog_L02F21401(input_tokens):
"""21 token families, 161 surface forms (train F1 of the uncapped optimum: 0.263).
Fires at 3,273,769 of 36,786,566 positions.
Fires at 8.90% 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: relevant non-English words or phrases in a document"""
# --- end external annotation ---
fire = {
# it (30,966 firings)
' it', ' It', 'It', 'it', 'IT', ' IT', 'ité',
# i (23,130 firings)
' I', 'I', 'i', ' i',
# s (18,992 firings)
's', 'S', ' S', ' s', 'és', 'ás',
# he (17,492 firings)
' he', ' He', 'He', 'he', ' HE', 'HE',
# t (17,465 firings)
't', "'t", 'T', ' T', ' t', 'ét',
# you (16,669 firings)
' you', ' You', 'You', 'you', ' YOU', 'YOU',
# not (15,613 firings)
' not', ' Not', 'Not', 'not', ' notes', ' noted', ' NOT', ' noting', ' notable', ' Notes', 'NOT', 'Notes', 'notes', 'Notable',
# we (13,776 firings)
' we', 'We', ' We', 'we', ' WE', 'WE',
# one (12,655 firings)
' one', ' One', 'One', 'one', ' ones', 'ones', ' ONE', 'ONE', 'onement', ' Ones', 'ONES',
# will (11,803 firings)
' will', ' willing', ' Will', 'Will', 'will', ' WILL', ' willingly', ' willful', ' wills',
# who (11,500 firings)
' who', ' Who', 'who', 'Who', ' WHO', 'WHO',
# year (11,094 firings)
' year', ' years', 'year', ' Year', ' Years', 'years', ' yearly', 'Year', 'Years', ' YEAR',
# which (10,357 firings)
' which', 'which', ' Which', 'Which',
# all (10,208 firings)
' all', ' All', 'All', 'all', ' allies', 'alling', 'alled', ' ALL', 'ALL', 'alls', ' allied', ' Allied', ' Allies', 'allic',
# out (10,112 firings)
' out', 'out', ' Out', 'outs', 'Out', ' outer', ' outs', 'outed', ' OUT', 'outing', ' outing', 'OUT', ' Outer', ' Outs', 'outer', ' outings',
# they (9,980 firings)
' they', ' They', 'They', 'they', ' THEY',
# said (9,836 firings)
' said', ' Said', 'said', 'Said',
# there (9,152 firings)
' there', ' There', 'There', 'there', ' THERE', 'thereal',
# up (8,521 firings)
' up', 'up', ' Up', 'Up', 'UP', ' UP',
# can (8,369 firings)
' can', ' Can', 'Can', 'can', ' CAN', ' cans', ' Canal', ' canal', 'CAN',
# so (8,212 firings)
' so', ' So', 'So', 'so', 'SO', ' SO',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'it-family', 1
def prog_L02F21402(input_tokens):
"""10 token families, 12 surface forms (train F1 of the uncapped optimum: 0.940).
Fires at 4,919 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of the word "Attorney." """
# --- end external annotation ---
fire = {
# attorney (3,601 firings)
' Attorney', ' attorney', 'Attorney',
# prosecutor (132 firings)
' Prosecutor',
# ney (116 firings)
'NEY',
# auditor (115 firings)
' Auditor',
# orney (108 firings)
'orneys',
# candy (107 firings)
' Candy',
# advoc (83 firings)
' Advoc',
# defend (72 firings)
' Defender',
# advocate (72 firings)
' Advocate',
# solicitor (61 firings)
' solicitor',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'attorney-family', 1
def prog_L02F21403(input_tokens):
"""19 token families, 26 surface forms (train F1 of the uncapped optimum: 0.892).
Fires at 2,208 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to ducks"""
# --- end external annotation ---
fire = {
# duck (747 firings)
' Ducks', ' duck', ' Duck', ' ducks',
# dunk (197 firings)
' Dunk', ' dunk',
# nephew (132 firings)
' nephew',
# hatch (117 firings)
' Hatch',
# dodg (107 firings)
' dodged', ' dodging',
# dove (107 firings)
' dove', ' Dove',
# dunn (92 firings)
' Dunn',
# ruff (72 firings)
' Ruff',
# dodge (69 firings)
' dodge',
# crawl (60 firings)
' crawl',
# roo (45 firings)
'roo',
# dun (43 firings)
' dun',
# silhou (30 firings)
' silhou',
# ã (23 firings)
'ã',
# squid (18 firings)
' Squid',
# toad (11 firings)
' Toad',
# peat (10 firings)
'peat',
# urtle (9 firings)
'urtle',
# \" (9 firings)
'\\"', ' \\"',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'duck-family', 1
def prog_L02F21405(input_tokens):
"""33 token families, 37 surface forms (train F1 of the uncapped optimum: 0.833).
Fires at 3,088 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to alternate names or aliases"""
# --- end external annotation ---
fire = {
# aka (663 firings)
' aka', 'aka',
# nicknam (182 firings)
' nicknamed',
# known (134 firings)
'Known',
# alia (126 firings)
' alias', 'alias', 'Alias',
# monik (121 firings)
' moniker',
# guise (99 firings)
' guise',
# rendi (93 firings)
' rendition',
# persona (89 firings)
' persona',
# post (88 firings)
'Posts',
# circa (86 firings)
' circa',
# hen (86 firings)
' hen',
# featur (85 firings)
' Featuring',
# untitl (73 firings)
'Untitled',
# og (58 firings)
' OG',
# add (57 firings)
'Adds',
# extraord (53 firings)
' extraord',
# avatar (52 firings)
' avatar',
# hue (49 firings)
' hue',
# aniel (44 firings)
'aniel',
# ★ (41 firings)
' ★', '★',
# nat (35 firings)
' natives',
# van (28 firings)
' vans',
# zzy (27 firings)
'zzy',
# alias (26 firings)
' aliases',
# what (26 firings)
' whats',
# /# (19 firings)
'/#',
# ie (18 firings)
' ie',
# /" (17 firings)
'/"',
# abil (13 firings)
' Abilities',
# roxy (12 firings)
'roxy',
# xx (11 firings)
' xx',
# (= (8 firings)
' (=',
# و (8 firings)
' و',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'aka-family', 1
def prog_L02F21406(input_tokens):
"""24 token families, 26 surface forms (train F1 of the uncapped optimum: 0.768).
Fires at 3,584 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: variations of the word "Tony" """
# --- end external annotation ---
fire = {
# ony (793 firings)
'ony', 'ONY',
# nbc (237 firings)
'NBC',
# oni (208 firings)
'onies',
# yer (172 firings)
'yers',
# onia (157 firings)
'onia',
# son (124 firings)
'SON',
# pony (115 firings)
' Pony',
# phony (95 firings)
' phony',
# tale (88 firings)
'tale',
# any (81 firings)
'ANY',
# ronnie (77 firings)
' Ronnie',
# rick (76 firings)
'ricks',
# unky (53 firings)
'unky',
# emy (52 firings)
'emy',
# itton (50 firings)
'itton',
# brenda (46 firings)
' Brenda',
# 235 (38 firings)
'235',
# brittle (30 firings)
' brittle',
# 234 (28 firings)
' 234',
# rit (27 firings)
'ritic',
# fm (27 firings)
'fm',
# myster (26 firings)
' Mysteries',
# 419 (22 firings)
' 419', '419',
# framework (13 firings)
'framework',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'ony-family', 1
def prog_L02F21407(input_tokens):
"""45 token families, 46 surface forms (train F1 of the uncapped optimum: 0.887).
Fires at 5,200 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: descriptors related to cuteness"""
# --- end external annotation ---
fire = {
# cute (371 firings)
' cute',
# love (320 firings)
' lovely',
# annoy (295 firings)
' annoying',
# ador (210 firings)
' adorable',
# smil (208 firings)
' smiling',
# pretty (206 firings)
' Pretty', 'Pretty',
# sexy (198 firings)
' sexy',
# charm (157 firings)
' charming',
# ummy (147 firings)
'ummy',
# stylish (144 firings)
' stylish',
# sleek (141 firings)
' sleek',
# quirky (123 firings)
' quirky',
# stick (120 firings)
' stickers',
# darl (92 firings)
' darling',
# coy (91 firings)
' coy',
# camouflage (86 firings)
' camouflage',
# catchy (84 firings)
' catchy',
# play (80 firings)
' playful',
# warm (80 firings)
'warming',
# tame (78 firings)
' tame',
# furry (74 firings)
' furry',
# pathet (70 firings)
' pathetic',
# cheer (68 firings)
' cheerful',
# quaint (65 firings)
' quaint',
# villag (64 firings)
' villagers',
# fluffy (62 firings)
' fluffy',
# cheesy (59 firings)
' cheesy',
# nifty (56 firings)
' nifty',
# goofy (55 firings)
' goofy',
# sooth (53 firings)
' soothing',
# ovable (50 firings)
'ovable',
# vou (47 firings)
'vous',
# prett (46 firings)
' prett',
# bunny (46 firings)
' bunny',
# flatter (45 firings)
' flattering',
# kitten (41 firings)
' kittens',
# timid (40 firings)
' timid',
# irritat (40 firings)
' irritating',
# cunn (39 firings)
' cunning',
# aughty (36 firings)
'aughty',
# imsy (32 firings)
'imsy',
# deform (29 firings)
' deform',
# cg (26 firings)
'CG',
# boob (23 firings)
' boobs',
# gen (14 firings)
'genic',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'cute-family', 1
def prog_L02F21408(input_tokens):
"""4 token families, 7 surface forms (train F1 of the uncapped optimum: 0.951).
Fires at 8,552 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of policies"""
# --- end external annotation ---
fire = {
# policy (6,413 firings)
' policy', ' Policy', 'policy', 'Policy',
# polic (1,575 firings)
' policies',
# policymak (152 firings)
' policymakers',
# pol (67 firings)
' POL',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'policy-family', 1
def prog_L02F21409(input_tokens):
"""8 token families, 15 surface forms (train F1 of the uncapped optimum: 0.895).
Fires at 10,046 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "created" indicating the act of formulation or establishment"""
# --- end external annotation ---
fire = {
# creat (7,638 firings)
' created', ' creating', ' creates', ' Created', 'created', 'Created', 'Creating', ' Creating',
# creator (281 firings)
' creators',
# creation (145 firings)
' creations',
# generat (84 firings)
'generated',
# institut (77 firings)
' instituted',
# recre (73 firings)
' recre',
# lete (65 firings)
'lete',
# let (36 firings)
'leted',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'creat-family', 1
def prog_L02F21410(input_tokens):
"""5 token families, 6 surface forms (train F1 of the uncapped optimum: 0.695).
Fires at 4,539 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to direction or movement towards a specific target or goal"""
# --- end external annotation ---
fire = {
# toward (2,328 firings)
' towards', ' Towards',
# ward (71 firings)
'wards',
# far (63 firings)
'far',
# near (37 firings)
' nearer',
# oward (24 firings)
'oward',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'toward-family', 1
def prog_L02F21411(input_tokens):
"""15 token families, 20 surface forms (train F1 of the uncapped optimum: 0.927).
Fires at 1,413 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to characters in a narrative"""
# --- end external annotation ---
fire = {
# char (527 firings)
' char', 'CHAR', 'char', 'Char', ' CHAR', ' chars',
# ي (129 firings)
'ي',
# bash (124 firings)
' bash',
# color (83 firings)
'color',
# carriage (77 firings)
' carriage',
# aughlin (56 firings)
'aughlin',
# chau (54 firings)
' chau',
# param (50 firings)
' param',
# kul (49 firings)
' Kul',
# ellig (48 firings)
'ellig',
# colour (23 firings)
'colour',
# ashtra (11 firings)
'ashtra',
# uliffe (10 firings)
'uliffe',
# ]- (7 firings)
']-',
# thence (5 firings)
' thence',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'char-family', 1
def prog_L02F21413(input_tokens):
"""46 token families, 49 surface forms (train F1 of the uncapped optimum: 0.837).
Fires at 4,399 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to monarchy and its structures"""
# --- end external annotation ---
fire = {
# diplomat (241 firings)
' diplomat',
# monarch (202 firings)
' monarch', ' Monarch',
# ocrat (191 firings)
'ocrat', 'ocrats',
# onia (184 firings)
'onia',
# throne (153 firings)
' throne',
# southwestern (145 firings)
' southwestern',
# sonia (116 firings)
' Sonia',
# regim (103 firings)
' regimes',
# majesty (102 firings)
' Majesty', ' majesty',
# butterf (98 firings)
' butterfly',
# king (95 firings)
' kings',
# monarchy (92 firings)
' monarchy',
# migr (89 firings)
' migr',
# timeles (86 firings)
' timeless',
# apex (83 firings)
' apex',
# ert (82 firings)
'ERT',
# dictator (81 firings)
' dictators',
# stroll (79 firings)
' stroll',
# arch (73 firings)
'archs',
# psychopath (72 firings)
' psychopath',
# butterfl (70 firings)
' butterflies',
# cornwall (68 firings)
' Cornwall',
# patriarch (58 firings)
' patriarch',
# onian (58 firings)
'onian',
# mesm (57 firings)
' mesmer',
# roy (54 firings)
' roy',
# landown (52 firings)
' landowners',
# constitution (48 firings)
'constitutional',
# republican (46 firings)
' republican',
# alog (46 firings)
'alog',
# icult (41 firings)
'icult',
# intellect (40 firings)
' intellect',
# consequent (39 firings)
' consequential',
# top (37 firings)
' topical',
# para (34 firings)
' paras',
# sovereign (33 firings)
' Sovereign',
# opath (29 firings)
'opath',
# ept (27 firings)
'ept',
# dominion (27 firings)
' dominion',
# ailand (26 firings)
'ailand',
# xeon (25 firings)
' Xeon',
# edit (22 firings)
'Edited',
# quartz (22 firings)
' quartz',
# phill (21 firings)
' Phill',
# araoh (20 firings)
'araoh',
# templar (18 firings)
' Templar',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'diplomat-family', 1
def prog_L02F21414(input_tokens):
"""22 token families, 28 surface forms (train F1 of the uncapped optimum: 0.887).
Fires at 2,954 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of JavaScript"""
# --- end external annotation ---
fire = {
# javascript (881 firings)
' JavaScript', ' javascript', 'javascript',
# js (301 firings)
'JS', ' JS', ' js',
# script (190 firings)
'Script',
# brows (146 firings)
' browsers', 'Browser',
# jquery (112 firings)
' jQuery',
# java (105 firings)
'Java',
# ajax (102 firings)
' Ajax',
# json (96 firings)
' JSON',
# nxt (84 firings)
' NXT',
# efin (61 firings)
'efined',
# emb (59 firings)
' Ember',
# prope (53 firings)
' prope',
# unicode (47 firings)
' Unicode',
# natasha (46 firings)
' Natasha',
# brave (40 firings)
'Brave',
# dynamical (37 firings)
' dynamically',
# shiny (26 firings)
' Shiny',
# rame (25 firings)
'rame',
# undefin (25 firings)
' undefined',
# bounce (15 firings)
' Bounce',
# boolean (15 firings)
' boolean', ' Boolean',
# avascript (8 firings)
'avascript',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'javascript-family', 1
def prog_L02F21415(input_tokens):
"""39 token families, 49 surface forms (train F1 of the uncapped optimum: 0.801).
Fires at 3,755 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to attachments or connected items"""
# --- end external annotation ---
fire = {
# attach (370 firings)
' attach', ' attachment', ' attaching', ' attaches', ' attachments', 'attach', 'Attach',
# magazin (291 firings)
' magazines',
# obses (229 firings)
' obsession',
# institu (153 firings)
' Institution',
# cling (127 firings)
' clinging', ' cling',
# reten (120 firings)
' retention',
# baggage (102 firings)
' baggage',
# ach (102 firings)
'achment', 'achable',
# tabloid (87 firings)
' tabloid',
# trojan (73 firings)
' Trojan',
# ist (65 firings)
' IST',
# alk (62 firings)
'alker',
# remov (59 firings)
' removable',
# plural (56 firings)
' plurality',
# lik (55 firings)
' liking',
# 223 (52 firings)
'223',
# surprise (51 firings)
' Surprise',
# abduc (47 firings)
' abduction',
# aver (45 firings)
' aversion',
# detach (45 firings)
' detachment', ' detach',
# ascen (43 firings)
' Ascension',
# entry (43 firings)
' Entry',
# secure (41 firings)
' securely',
# myst (39 firings)
' Mystic',
# fixa (33 firings)
' fixation',
# aspira (32 firings)
' aspiration',
# atibil (32 firings)
'atibility',
# adher (32 firings)
' adherence',
# pouch (30 firings)
' pouch',
# latch (28 firings)
' latch',
# oval (28 firings)
' oval',
# adhes (26 firings)
' adhesive',
# bondage (22 firings)
' bondage',
# 148 (22 firings)
'148',
# adapt (19 firings)
' Adapter', 'Adapter',
# magazine (15 firings)
'Magazine',
# ceiv (15 firings)
'ceiver',
# hesion (13 firings)
'hesion',
# vertise (11 firings)
'VERTISEMENT',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'attach-family', 1
def prog_L02F21417(input_tokens):
"""13 token families, 21 surface forms (train F1 of the uncapped optimum: 0.753).
Fires at 7,335 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "stepped" in various contexts"""
# --- end external annotation ---
fire = {
# step (3,914 firings)
' step', ' steps', 'Step', ' Step', 'steps', ' STEP', 'STEP',
# stepp (1,217 firings)
' stepped', ' stepping',
# weigh (128 firings)
' weighed',
# eas (103 firings)
' easing', ' eased',
# tread (89 firings)
' tread',
# stephen (67 firings)
' Stephens',
# thorn (64 firings)
' thorn',
# per (52 firings)
'pering',
# pping (50 firings)
'ppings',
# stool (49 firings)
' stool',
# strut (33 firings)
' strut',
# stood (23 firings)
'stood',
# whistlebl (21 firings)
' whistlebl',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'step-family', 1
def prog_L02F21419(input_tokens):
"""13 token families, 14 surface forms (train F1 of the uncapped optimum: 0.924).
Fires at 3,487 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the city of Miami"""
# --- end external annotation ---
fire = {
# miami (1,747 firings)
' Miami', 'Miami',
# money (259 firings)
'Money',
# ami (173 firings)
'AMI',
# marlin (164 firings)
' Marlins',
# hurrican (156 firings)
' Hurricanes',
# havana (120 firings)
' Havana',
# syracuse (115 firings)
' Syracuse',
# cor (87 firings)
' Coral',
# arez (82 firings)
'arez',
# darl (71 firings)
' Darling',
# um (56 firings)
' UM',
# contra (36 firings)
' Contra',
# mia (17 firings)
' MIA',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'miami-family', 1
def prog_L02F21420(input_tokens):
"""31 token families, 34 surface forms (train F1 of the uncapped optimum: 0.653).
Fires at 4,077 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to economic stimulus"""
# --- end external annotation ---
fire = {
# package (324 firings)
' package',
# stimulu (235 firings)
' stimulus',
# teas (222 firings)
' teaser',
# reconstruc (140 firings)
' reconstruction', ' Reconstruction',
# rup (134 firings)
'rup',
# eas (115 firings)
' easing',
# shock (111 firings)
' shocks', 'shock',
# stimulate (98 firings)
' stimulate',
# rein (97 firings)
' Rein',
# stim (89 firings)
' Stim', 'stim',
# prime (87 firings)
'prime',
# ulu (86 firings)
'ulus',
# ilater (86 firings)
'ilateral',
# recovery (82 firings)
' Recovery',
# stimuli (77 firings)
' stimuli',
# deficit (69 firings)
' deficits',
# novelty (68 firings)
' novelty',
# suck (54 firings)
' sucker',
# imu (45 firings)
'imus',
# aration (42 firings)
'arations',
# surprise (42 firings)
' Surprise',
# buddha (40 firings)
' Buddha',
# timid (36 firings)
' timid',
# pig (33 firings)
' Pigs',
# read (26 firings)
'Reader',
# insensit (26 firings)
' insensitive',
# rastructure (17 firings)
'rastructure',
# uncond (16 firings)
' uncond',
# erity (16 firings)
'erity',
# random (15 firings)
'random',
# stimulat (13 firings)
' stimulates',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'package-family', 1
def prog_L02F21421(input_tokens):
"""46 token families, 51 surface forms (train F1 of the uncapped optimum: 0.876).
Fires at 9,788 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to motorsports or automotive topics"""
# --- end external annotation ---
fire = {
# motor (686 firings)
' Motors', ' motors',
# day (505 firings)
' Days', 'Days',
# wir (300 firings)
' wires', ' wired', ' wiring',
# verti (170 firings)
'VERTIS',
# motorsport (160 firings)
' Motorsport',
# driveway (146 firings)
' driveway',
# wind (140 firings)
' winding',
# youtube (132 firings)
' Youtube',
# watt (131 firings)
' Watts',
# shell (118 firings)
' shelling',
# gundam (118 firings)
' Gundam',
# middl (114 firings)
' Middles',
# pony (112 firings)
' pony',
# methodist (111 firings)
' Methodist',
# gus (111 firings)
' Gus',
# purdue (107 firings)
' Purdue',
# jes (104 firings)
'Jes',
# week (99 firings)
' Weeks',
# ning (94 firings)
'nings', ' Ning',
# motivate (92 firings)
' motivate',
# onso (91 firings)
'onso',
# oust (89 firings)
' oust',
# wick (89 firings)
' Wick',
# vand (87 firings)
' Vander',
# brand (86 firings)
' Brands',
# kes (83 firings)
' Kes',
# tek (83 firings)
' Tek',
# yuri (78 firings)
' Yuri',
# heat (78 firings)
' heats',
# shrimp (77 firings)
' shrimp',
# rish (77 firings)
'rish',
# swollen (76 firings)
' swollen',
# ups (76 firings)
' Ups',
# buildup (74 firings)
' buildup',
# powershell (72 firings)
' PowerShell',
# vitri (71 firings)
' vitri',
# vish (67 firings)
' Vish',
# ь (64 firings)
'ь',
# pharma (64 firings)
' Pharma',
# bot (62 firings)
'bots',
# whol (61 firings)
' wholes',
# carrot (61 firings)
' carrots',
# rah (61 firings)
'Rah',
# undercut (58 firings)
' undercut',
# whin (56 firings)
' whining',
# hair (56 firings)
' hairs',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'motor-family', 1
def prog_L02F21422(input_tokens):
"""47 token families, 51 surface forms (train F1 of the uncapped optimum: 0.866).
Fires at 3,900 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to stewards and variations of the word "stew." """
# --- end external annotation ---
fire = {
# stew (227 firings)
' stew', 'Stew', ' Stew',
# ral (200 firings)
' Rally',
# engine (164 firings)
' Engine',
# 119 (155 firings)
' 119', '119',
# infeld (138 firings)
'infeld',
# spani (132 firings)
' Spani',
# rov (122 firings)
' Rover',
# eston (118 firings)
'eston',
# stainles (99 firings)
' stainless', ' Stainless',
# oin (93 firings)
'oin',
# stove (89 firings)
' stove',
# lenn (81 firings)
' Lenn',
# sweat (75 firings)
' sweats',
# simm (74 firings)
' simmer',
# l (73 firings)
'lé',
# roll (72 firings)
' Rolls',
# slow (68 firings)
' Slow',
# lve (64 firings)
'lves',
# wark (62 firings)
'wark',
# steward (61 firings)
' stewards',
# chal (61 firings)
'chal',
# estro (56 firings)
'estro',
# roximate (51 firings)
'roximately',
# ogie (51 firings)
'ogie',
# straw (51 firings)
' Straw',
# stool (49 firings)
' stool',
# umph (49 firings)
'umph',
# haz (44 firings)
' haz',
# broth (43 firings)
' broth',
# rever (41 firings)
' reverence',
# eck (41 firings)
' Eck',
# ses (40 firings)
'ses',
# ollo (38 firings)
'ollo',
# iesta (37 firings)
'iesta',
# gre (36 firings)
'gre',
# drunk (31 firings)
' Drunk',
# propriet (31 firings)
' propriet',
# gravy (30 firings)
' gravy',
# pall (28 firings)
' pall',
# sovereign (28 firings)
' Sovereign',
# stand (26 firings)
' STAND',
# herm (26 firings)
' Hermes',
# pol (24 firings)
' Polly',
# aly (24 firings)
'alys',
# starch (23 firings)
' starch',
# heist (20 firings)
' Heist',
# cust (19 firings)
' cust',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'stew-family', 1
def prog_L02F21423(input_tokens):
"""25 token families, 85 surface forms (train F1 of the uncapped optimum: 0.236).
Fires at 313,771 of 36,786,566 positions.
Fires at 0.85% 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 photo credits and source acknowledgments"""
# --- end external annotation ---
fire = {
# thi (10,940 firings)
' this', ' THIS',
# by (7,883 firings)
' by', ' BY',
# / (6,689 firings)
'/', ' /',
# our (4,298 firings)
' our', ' OUR',
# read (3,331 firings)
' read', ' reading', ' Read', ' readers', ' reader', ' Reading', 'read', ' Reader', ' READ', 'reading', 'reader', ' Readers',
# photo (2,442 firings)
' photo', ' Photo', ' PHOTO', 'photo', ' Photos', 'photos',
# below (2,068 firings)
' below', ' Below', ' BELOW',
# | (2,000 firings)
' |', '|',
# view (1,926 firings)
' view', ' View', ' views', ' viewed', 'View', ' viewer', ' VIEW', ' Views',
# link (1,834 firings)
' link', ' links', ' Link', 'link', ' Links', 'Link', ' LINK', 'Links', 'links',
# image (1,730 firings)
' image', 'image',
# via (1,521 firings)
' via', 'via',
# com (1,389 firings)
'com', ' Comments', 'comment', ' Comment',
# privacy (1,233 firings)
' privacy',
# subscrib (1,228 firings)
' subscribing',
# updat (1,136 firings)
' updated', ' Updated', ' updates', ' Updates', 'updated',
# file (1,110 firings)
' file', ' File', 'File', ' FILE', 'file',
# facebook (1,101 firings)
' Facebook', ' facebook', 'facebook',
# share (1,084 firings)
' Share', ' share',
# ap (1,073 firings)
' AP',
# dai (940 firings)
' daily',
# post (935 firings)
' posted', 'post', ' POST', 'posted',
# page (922 firings)
' page', ' Page', ' PAGE',
# twitt (858 firings)
' Twitter',
# courtesy (806 firings)
' courtesy', ' Courtesy',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'thi-family', 1
def prog_L02F21425(input_tokens):
"""37 token families, 37 surface forms (train F1 of the uncapped optimum: 0.806).
Fires at 3,386 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: proper nouns related to geographic locations or cultural identities"""
# --- end external annotation ---
fire = {
# ky (294 firings)
'KY',
# ank (265 firings)
'ANK',
# iya (163 firings)
'iya',
# afa (145 firings)
'afa',
# sergei (126 firings)
' Sergei',
# ism (103 firings)
'ISM',
# ija (101 firings)
'ija',
# emb (96 firings)
'EMBER',
# anka (84 firings)
'anka',
# umbai (81 firings)
'umbai',
# bah (80 firings)
'bah',
# kaya (70 firings)
'kaya',
# jeremiah (66 firings)
' Jeremiah',
# chenko (65 firings)
'chenko',
# adia (62 firings)
'adia',
# iyah (61 firings)
'iyah',
# royale (61 firings)
' Royale',
# ulia (60 firings)
'ulia',
# я (54 firings)
'я',
# yah (51 firings)
'yah',
# kay (44 firings)
'kay',
# akia (39 firings)
'akia',
# kernel (37 firings)
' Kernel',
# ya (36 firings)
'YA',
# kosh (35 firings)
' kosher',
# azeera (31 firings)
'azeera',
# oulo (30 firings)
'oulos',
# gravy (29 firings)
' gravy',
# い (27 firings)
'い',
# general (25 firings)
' generalized',
# season (24 firings)
' seasoning',
# deen (24 firings)
'deen',
# ansky (24 firings)
'ansky',
# knife (17 firings)
'knife',
# isi (16 firings)
' ISI',
# phia (15 firings)
'phia',
# isma (14 firings)
'isma',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'ky-family', 1
def prog_L02F21426(input_tokens):
"""19 token families, 19 surface forms (train F1 of the uncapped optimum: 0.791).
Fires at 2,130 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to terrorist organizations, specifically ISIL/ISIS and Daesh"""
# --- end external annotation ---
fire = {
# enix (241 firings)
' Enix',
# isil (182 firings)
' ISIL',
# ukip (175 firings)
' UKIP',
# isi (149 firings)
' Isis',
# daesh (115 firings)
' Daesh',
# hpv (82 firings)
' HPV',
# transl (73 firings)
' transl',
# vision (61 firings)
'Vision',
# ima (60 firings)
'imation',
# powerpoint (56 firings)
' PowerPoint',
# psp (54 firings)
' PSP',
# svg (39 firings)
' SVG',
# 223 (37 firings)
'223',
# fnat (36 firings)
' Fnatic',
# sponsor (35 firings)
' Sponsor',
# identifi (32 firings)
' identifiable',
# avg (13 firings)
' AVG',
# esv (11 firings)
' ESV',
# 335 (9 firings)
' 335',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'enix-family', 1
def prog_L02F21427(input_tokens):
"""31 token families, 33 surface forms (train F1 of the uncapped optimum: 0.734).
Fires at 4,391 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: topics related to environmental pollution"""
# --- end external annotation ---
fire = {
# pollu (655 firings)
' pollution',
# surrey (160 firings)
' Surrey',
# cholesterol (129 firings)
' cholesterol',
# cleanup (126 firings)
' cleanup',
# pristine (118 firings)
' pristine',
# pollut (118 firings)
' polluted', ' pollut',
# ution (112 firings)
'ution',
# sewage (111 firings)
' sewage',
# inflamma (110 firings)
' inflammation',
# devasta (106 firings)
' devastation',
# wastewat (95 firings)
' wastewater',
# poll (87 firings)
'Poll', 'poll',
# contamina (74 firings)
' contamination',
# toxin (73 firings)
' toxins',
# ozone (68 firings)
' ozone',
# exhaus (63 firings)
' exhaustion',
# viol (62 firings)
' viol',
# pollutant (59 firings)
' pollutants',
# haze (58 firings)
' haze',
# trout (55 firings)
' Trout',
# pollen (53 firings)
' pollen',
# clean (49 firings)
'Clean',
# overflow (43 firings)
' overflowing',
# part (33 firings)
' partic',
# contaminant (30 firings)
' contaminants',
# lung (28 firings)
' Lung',
# majesty (18 firings)
' majesty',
# phosphoru (18 firings)
' phosphorus',
# purif (15 firings)
' purified',
# tox (13 firings)
' tox',
# 601 (11 firings)
'601',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'pollu-family', 1
def prog_L02F21428(input_tokens):
"""24 token families, 24 surface forms (train F1 of the uncapped optimum: 0.824).
Fires at 2,273 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of the name "Chandler." """
# --- end external annotation ---
fire = {
# monica (246 firings)
' Monica',
# chandl (145 firings)
' Chandler',
# pg (115 firings)
' PG',
# stephan (112 firings)
' Stephan',
# rap (109 firings)
'raper',
# parson (100 firings)
' Parsons',
# kem (100 firings)
' Kem',
# chong (91 firings)
' Chong',
# christensen (75 firings)
' Christensen',
# dresden (63 firings)
' Dresden',
# kram (62 firings)
' Kramer',
# chamberlain (61 firings)
' Chamberlain',
# pyramid (60 firings)
' Pyramid',
# chron (54 firings)
' Chron',
# charm (49 firings)
' Charm',
# bend (37 firings)
' Bender',
# grang (26 firings)
' Granger',
# amateur (26 firings)
' Amateur',
# hermione (21 firings)
' Hermione',
# hetti (20 firings)
'hetti',
# rad (18 firings)
' radial',
# lect (11 firings)
'lectic',
# herm (10 firings)
'Herm',
# anooga (7 firings)
'anooga',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'monica-family', 1
def prog_L02F21429(input_tokens):
"""44 token families, 47 surface forms (train F1 of the uncapped optimum: 0.891).
Fires at 2,997 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the concept of an "umbrella" in various contexts"""
# --- end external annotation ---
fire = {
# umbrella (146 firings)
' umbrella',
# bann (145 firings)
' banner',
# ivy (143 firings)
' Ivy',
# umb (100 firings)
' Umb', ' umb',
# windshield (98 firings)
' windshield',
# apparatu (97 firings)
' apparatus',
# mantle (91 firings)
' mantle',
# ominium (87 firings)
'ominium',
# parachute (87 firings)
' parachute',
# canary (82 firings)
' Canary',
# andel (81 firings)
'andel',
# cottage (79 firings)
' cottage',
# urs (68 firings)
' Urs',
# neb (66 firings)
' neb',
# unicorn (66 firings)
' Unicorn',
# faw (64 firings)
' Faw',
# span (63 firings)
'span',
# laure (62 firings)
' laure',
# cape (61 firings)
' cape',
# ausp (60 firings)
' ausp',
# para (59 firings)
' paras', ' Paras',
# rella (57 firings)
'rella',
# hanna (56 firings)
' Hanna',
# overarch (55 firings)
' overarching',
# extrem (52 firings)
' Extrem',
# canopy (52 firings)
' canopy',
# igsaw (49 firings)
'igsaw',
# aux (48 firings)
' Aux', ' aux',
# uteru (40 firings)
' uterus',
# aceae (40 firings)
'aceae',
# tentacl (40 firings)
' tentacles',
# aspirin (39 firings)
' aspirin',
# baby (36 firings)
' babys',
# encompass (36 firings)
' encompasses',
# marg (32 firings)
' marg',
# broom (31 firings)
' broom',
# acea (31 firings)
'acea',
# magnum (29 firings)
' Magnum',
# membership (26 firings)
' Membership',
# utenberg (25 firings)
'utenberg',
# auxiliary (17 firings)
' auxiliary',
# ang (16 firings)
'angible',
# namespace (13 firings)
' namespace',
# izzy (12 firings)
' Izzy',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'umbrella-family', 1
def prog_L02F21431(input_tokens):
"""1 token families, 1 surface forms (train F1 of the uncapped optimum: 0.651).
Fires at 664,586 of 36,786,566 positions.
Fires at 1.81% 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: quantifiable data or statistics related to social issues"""
# --- end external annotation ---
fire = {
# \n (663,216 firings)
'\n',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return '\\n-family', 1
def prog_L02F21434(input_tokens):
"""1 token families, 5 surface forms (train F1 of the uncapped optimum: 0.944).
Fires at 83,173 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: negation phrases emphasizing what is not the case"""
# --- end external annotation ---
fire = {
# not (76,533 firings)
' not', ' Not', 'not', ' NOT', 'NOT',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'not-family', 1
def prog_L02F21435(input_tokens):
"""14 token families, 19 surface forms (train F1 of the uncapped optimum: 0.795).
Fires at 3,792 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to distribution and distributing"""
# --- end external annotation ---
fire = {
# distribut (938 firings)
' distributed', ' distributing', ' Distribut', ' distribut',
# distribu (880 firings)
' distribution', ' Distribution',
# distribute (253 firings)
' distribute',
# distributor (199 firings)
' distributor', ' distributors',
# disperse (79 firings)
' disperse',
# affiliat (77 firings)
' affiliates',
# ribut (65 firings)
'ributes',
# ship (60 firings)
' shipments',
# ration (54 firings)
' ration',
# allocate (50 firings)
' allocate',
# leas (45 firings)
'leasing',
# ortion (44 firings)
'ortion',
# dosage (32 firings)
' dosage',
# tract (26 firings)
' tracts',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'distribut-family', 1
def prog_L02F21436(input_tokens):
"""9 token families, 10 surface forms (train F1 of the uncapped optimum: 0.904).
Fires at 4,689 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the Supreme Court"""
# --- end external annotation ---
fire = {
# supreme (3,004 firings)
' Supreme', ' supreme',
# elector (226 firings)
' Electoral',
# judic (203 firings)
' judicial',
# revolutionary (194 firings)
' Revolutionary',
# reme (154 firings)
'reme',
# sharia (133 firings)
' Sharia',
# sup (95 firings)
'Sup',
# arbit (56 firings)
' arbit',
# rul (16 firings)
' Ruler',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'supreme-family', 1
def prog_L02F21437(input_tokens):
"""33 token families, 129 surface forms (train F1 of the uncapped optimum: 0.323).
Fires at 220,560 of 36,786,566 positions.
Fires at 0.60% 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: terms related to public assistance and welfare programs"""
# --- end external annotation ---
fire = {
# work (9,346 firings)
' work', ' workers', ' working', ' worked', ' worker', ' Work', 'work', 'working', ' Working', 'Work', 'Working', 'worker', 'worked', ' Worker', ' WORK', 'WORK',
# people (7,423 firings)
' people',
# their (6,507 firings)
' their',
# job (3,578 firings)
' job', ' jobs', ' Job', 'job', 'Job',
# pay (2,752 firings)
' pay', ' paying', ' payments', ' pays', ' Pay', 'paying', 'payers', 'payment',
# liv (2,386 firings)
' living', ' lived', ' Living', 'living', 'Living', ' liv',
# fami (2,242 firings)
' family', ' Family', 'family', 'Family',
# children (2,084 firings)
' children', ' Children', 'Children',
# student (1,886 firings)
' students', ' student', 'Student', 'student',
# soc (1,753 firings)
' social', ' Social',
# human (1,655 firings)
' human', ' Human',
# program (1,586 firings)
' program', ' programs', ' Program',
# benefit (1,530 firings)
' benefits', ' benefit', ' Benefits', ' Benefit', 'benefit',
# child (1,447 firings)
' child', ' Child',
# food (1,414 firings)
' food', ' Food', 'food', 'Food',
# age (1,410 firings)
' age', ' ages', 'Age',
# servic (1,258 firings)
' services', ' Services',
# famil (1,191 firings)
' families', ' Families', ' familial',
# employ (1,179 firings)
' employment', ' employer', ' employers', ' employed', ' Employment', 'employed', 'employment', 'Employ', ' Employ', 'employ',
# bas (1,111 firings)
' basic', ' Basic', 'Basic', 'basic',
# leg (1,100 firings)
' legal', ' Legal', 'Legal', ' LEG',
# paid (1,081 firings)
' paid', 'paid', ' Paid',
# poor (1,069 firings)
' poor', ' Poor', ' poorer', 'poor', 'Poor',
# income (994 firings)
' income', 'income', ' Income',
# hous (937 firings)
' housing', ' housed', ' Housing', 'housing',
# provide (917 firings)
' provide',
# american (883 firings)
' Americans',
# leave (727 firings)
' leave', 'leave',
# wage (654 firings)
' wage', 'wage', ' Wage',
# kid (596 firings)
' kids', 'Kids', 'kids',
# unemploy (585 firings)
' unemployment', ' unemployed', ' Unemployment', ' unemploy',
# assist (570 firings)
' assistance', ' Assistance', ' assisted', 'assisted', ' assisting',
# minimum (559 firings)
' minimum', ' Minimum', 'minimum',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'work-family', 1
def prog_L02F21438(input_tokens):
"""13 token families, 15 surface forms (train F1 of the uncapped optimum: 0.880).
Fires at 1,181 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the name "Felipe" in various contexts"""
# --- end external annotation ---
fire = {
# fel (519 firings)
' Fel', ' fel', 'Fel',
# nab (99 firings)
' nab',
# forfeiture (75 firings)
' forfeiture',
# leash (60 firings)
' leash',
# activ (33 firings)
' activ',
# dex (33 firings)
'Dex',
# forfe (31 firings)
' forfe',
# innocent (27 firings)
' Innocent',
# anol (19 firings)
'anol',
# xc (15 firings)
'xc',
# ellar (15 firings)
'ellar',
# ************ (6 firings)
'************',
# ---------- (6 firings)
'----------',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'fel-family', 1
def prog_L02F21439(input_tokens):
"""1 token families, 3 surface forms (train F1 of the uncapped optimum: 0.751).
Fires at 170,284 of 36,786,566 positions.
Fires at 0.46% 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: the word "that" and its frequency in context"""
# --- end external annotation ---
fire = {
# that (165,334 firings)
' that', 'that', ' THAT',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'that-family', 1
def prog_L02F21440(input_tokens):
"""11 token families, 14 surface forms (train F1 of the uncapped optimum: 0.816).
Fires at 3,068 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the Liberal political party"""
# --- end external annotation ---
fire = {
# liber (1,218 firings)
' Liberal', 'Liberal', 'liberal',
# liberal (362 firings)
' Liberals',
# lib (297 firings)
'Liber', 'liber',
# monst (107 firings)
' Monsters',
# ont (65 firings)
'Ont',
# loy (40 firings)
' Loyal',
# nek (33 firings)
' Nek',
# sen (28 firings)
' SEN',
# honour (28 firings)
' Honour',
# demon (25 firings)
' Demons',
# high (19 firings)
' Highest',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'liber-family', 1
def prog_L02F21441(input_tokens):
"""33 token families, 37 surface forms (train F1 of the uncapped optimum: 0.904).
Fires at 3,327 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: occurrences of the word "Barn" in various contexts"""
# --- end external annotation ---
fire = {
# barn (511 firings)
' Barn', ' barn', 'Barn',
# rab (273 firings)
'rab', ' Rab',
# karn (178 firings)
' Karn',
# brig (161 firings)
' Brig',
# shel (144 firings)
' Shel',
# norwich (139 firings)
' Norwich',
# barg (99 firings)
' barg',
# bethlehem (93 firings)
' Bethlehem',
# barnett (92 firings)
' Barnett',
# pig (92 firings)
' Pig',
# quant (92 firings)
'Quant', 'quant',
# bern (86 firings)
'Bern',
# caramel (78 firings)
' caramel',
# annoy (78 firings)
' annoy',
# bar (66 firings)
' Bars',
# cramm (64 firings)
' crammed',
# bang (58 firings)
' banging',
# crat (57 firings)
' crates',
# inth (55 firings)
'inth',
# astro (50 firings)
' Astro',
# bird (50 firings)
'birds',
# biscuit (49 firings)
' biscuits',
# eer (47 firings)
'eers',
# …… (41 firings)
'……',
# block (41 firings)
'blocks',
# atl (36 firings)
' ATL',
# abandon (35 firings)
' Abandon',
# barcl (28 firings)
' Barcl',
# bisc (28 firings)
' bisc',
# rectangular (21 firings)
' rectangular',
# pack (14 firings)
' PACK',
# merchant (14 firings)
' Merchants',
# 447 (12 firings)
'447',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'barn-family', 1
def prog_L02F21444(input_tokens):
"""7 token families, 10 surface forms (train F1 of the uncapped optimum: 0.741).
Fires at 2,545 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "sticking." """
# --- end external annotation ---
fire = {
# stick (1,300 firings)
' stick', ' sticks', ' sticking', ' Stick',
# stay (259 firings)
' staying',
# hang (208 firings)
' hanging',
# pok (61 firings)
' poking',
# dipp (57 firings)
' dipping',
# protr (48 firings)
' protr',
# whipp (45 firings)
' whipping',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'stick-family', 1
def prog_L02F21445(input_tokens):
"""19 token families, 45 surface forms (train F1 of the uncapped optimum: 0.360).
Fires at 62,056 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to the Jehovah's Witnesses and other religious groups"""
# --- end external annotation ---
fire = {
# church (2,862 firings)
' Church', ' church', ' churches', ' Churches', 'Church',
# christian (1,276 firings)
' Christian', ' Christianity', ' Christians', 'Christian',
# ism (1,032 firings)
'ism', 'isms',
# religi (1,025 firings)
' religious', 'religious',
# faith (946 firings)
' faith', ' Faith', ' faithful', ' faiths', 'faith', 'Faith',
# religion (809 firings)
' religion', ' religions', ' Religion',
# belief (655 firings)
' beliefs', ' belief', ' Belief',
# move (628 firings)
' movement',
# pray (596 firings)
' prayer', ' prayers', ' pray', ' praying', ' Prayer', ' prayed',
# islam (444 firings)
' Islam', 'Islamic',
# christ (377 firings)
' Christ',
# bible (337 firings)
' Bible', ' bible',
# jesu (311 firings)
' Jesus',
# pri (232 firings)
' priest', ' Priest',
# rad (214 firings)
' radical',
# worship (196 firings)
' worship',
# life (193 firings)
'life',
# spiritu (165 firings)
' spiritual',
# holy (162 firings)
' holy',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'church-family', 1
def prog_L02F21446(input_tokens):
"""49 token families, 51 surface forms (train F1 of the uncapped optimum: 0.892).
Fires at 8,101 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: proper nouns, specifically names of individuals and organizations"""
# --- end external annotation ---
fire = {
# 650 (289 firings)
' 650', '650',
# nrl (271 firings)
' NRL',
# 1964 (202 firings)
' 1964',
# ption (164 firings)
'ption',
# sing (163 firings)
' Singer',
# 750 (153 firings)
'750',
# bling (144 firings)
'bling',
# siz (140 firings)
' sizable',
# asha (132 firings)
'asha',
# nikki (130 firings)
' Nikki',
# sturgeon (129 firings)
' Sturgeon',
# ricardo (128 firings)
' Ricardo',
# rabbit (118 firings)
' Rabbit',
# gaga (117 firings)
' Gaga',
# gallagh (114 firings)
' Gallagher',
# ariel (114 firings)
' Ariel',
# jquery (112 firings)
' jQuery',
# ako (111 firings)
'ako',
# clive (109 firings)
' Clive',
# ulsion (107 firings)
'ulsion',
# kell (100 firings)
' Keller',
# frog (96 firings)
' frogs', 'frog',
# bark (94 firings)
' Barker',
# adel (94 firings)
'adel',
# abo (93 firings)
'abo',
# lip (91 firings)
' Lip',
# prometheu (85 firings)
' Prometheus',
# bounc (83 firings)
' bouncing',
# volleyball (83 firings)
' volleyball',
# endless (83 firings)
' endlessly',
# aj (82 firings)
' AJ',
# lak (79 firings)
' Lak',
# 550 (73 firings)
'550',
# frankie (71 firings)
' Frankie',
# rih (70 firings)
' Rih',
# bartend (70 firings)
' bartender',
# bend (70 firings)
'bender',
# darl (68 firings)
' Darling',
# samoa (66 firings)
' Samoa',
# lipstick (61 firings)
' lipstick',
# dickinson (59 firings)
' Dickinson',
# sylvia (57 firings)
' Sylvia',
# samson (57 firings)
' Samson',
# size (57 firings)
' sizeable',
# ydia (54 firings)
'ydia',
# snatch (52 firings)
' snatch',
# jou (49 firings)
' Jou',
# silicone (48 firings)
' silicone',
# arl (48 firings)
'arling',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return '650-family', 1
def prog_L02F21447(input_tokens):
"""45 token families, 53 surface forms (train F1 of the uncapped optimum: 0.760).
Fires at 6,034 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to financial payments and earnings"""
# --- end external annotation ---
fire = {
# money (625 firings)
'Money', ' Money', 'money',
# bill (295 firings)
'Bill', 'BILL',
# apocalypse (236 firings)
' apocalypse', ' Apocalypse',
# check (185 firings)
'check', 'checks', ' Checks', 'CHECK',
# dollar (117 firings)
' Dollar',
# bank (111 firings)
' banker',
# betsy (103 firings)
' Betsy',
# grocer (102 firings)
' groceries',
# buck (100 firings)
' bucks',
# cowboy (99 firings)
' cowboy', ' Cowboy',
# earn (94 firings)
' earners',
# payout (87 firings)
' payout',
# capitalize (87 firings)
' capitalize',
# dispos (86 firings)
' disposable',
# fly (85 firings)
' flyer',
# bulletin (82 firings)
' bulletin',
# paycheck (79 firings)
' paycheck',
# grizz (78 firings)
' grizz',
# dime (77 firings)
' dime',
# din (74 firings)
' diner',
# cowork (73 firings)
' coworkers',
# rich (71 firings)
' riches',
# payday (71 firings)
' payday',
# chor (61 firings)
' chores',
# ogie (61 firings)
'ogie',
# sudden (58 firings)
' Suddenly',
# fashion (57 firings)
' fashioned',
# cav (55 firings)
' Caval',
# sund (53 firings)
' sund',
# dig (53 firings)
'dig',
# ocalypse (48 firings)
'ocalypse',
# meag (47 firings)
' meager',
# snowball (47 firings)
' snowball',
# scrape (42 firings)
' scrape',
# wait (40 firings)
' waiter',
# mea (39 firings)
' meas',
# blow (39 firings)
'blow',
# gratifica (38 firings)
' gratification',
# appalach (37 firings)
' Appalach',
# everyday (37 firings)
' Everyday',
# payoff (33 firings)
' payoff',
# larg (29 firings)
' larg',
# ith (28 firings)
'ithing',
# ization (27 firings)
'izational',
# photoc (26 firings)
' photoc',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'money-family', 1
def prog_L02F21448(input_tokens):
"""29 token families, 29 surface forms (train F1 of the uncapped optimum: 0.865).
Fires at 2,322 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: names and references associated with specific individuals"""
# --- end external annotation ---
fire = {
# onda (280 firings)
'onda',
# oda (234 firings)
'oda',
# wheel (155 firings)
'wheel',
# antam (135 firings)
'antam',
# odi (119 firings)
'odi',
# endra (112 firings)
'endra',
# anka (110 firings)
'anka',
# kamp (102 firings)
'kamp',
# uca (76 firings)
'uca',
# wood (72 firings)
'WOOD',
# amara (63 firings)
'amara',
# endium (49 firings)
'endium',
# spec (45 firings)
'spec',
# steroid (40 firings)
' steroid',
# plat (37 firings)
'plates',
# ylene (34 firings)
'ylene',
# --> (33 firings)
' -->',
# ihar (33 firings)
'ihar',
# amiya (32 firings)
'amiya',
# pine (32 firings)
'pine',
# algia (31 firings)
'algia',
# pant (22 firings)
' panties',
# ccoli (22 firings)
'ccoli',
# pyrrha (18 firings)
' Pyrrha',
# pec (18 firings)
'pec',
# ceptor (12 firings)
'ceptor',
# duc (8 firings)
'duc',
# ustom (6 firings)
'ustom',
# wagon (6 firings)
'wagon',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'onda-family', 1
def prog_L02F21449(input_tokens):
"""18 token families, 18 surface forms (train F1 of the uncapped optimum: 0.877).
Fires at 1,168 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of the name 'Brennan'"""
# --- end external annotation ---
fire = {
# brennan (218 firings)
' Brennan',
# one (132 firings)
' ONE',
# bat (118 firings)
' Bates',
# romero (112 firings)
' Romero',
# booth (111 firings)
' Booth',
# bren (64 firings)
' Bren',
# intel (63 firings)
' intel',
# slaught (44 firings)
' Slaughter',
# bj (34 firings)
' BJ',
# vera (31 firings)
' Vera',
# media (30 firings)
' mediation',
# karin (21 firings)
' Karin',
# kenobi (18 firings)
' Kenobi',
# bd (18 firings)
'bd',
# 4096 (12 firings)
' 4096',
# leth (10 firings)
' Lethal',
# retch (8 firings)
'retched',
# vm (3 firings)
' vm',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'brennan-family', 1
def prog_L02F21450(input_tokens):
"""48 token families, 50 surface forms (train F1 of the uncapped optimum: 0.808).
Fires at 5,021 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of specific individuals, particularly those with the surname Gardner"""
# --- end external annotation ---
fire = {
# garden (317 firings)
' Gardens', ' gardens',
# gain (174 firings)
' Gain', 'gain',
# brew (134 firings)
' Brewer',
# gard (132 firings)
'gard',
# oby (124 firings)
'oby',
# gardn (118 firings)
' Gardner',
# hyde (105 firings)
' Hyde',
# larson (99 firings)
' Larson',
# bundy (99 firings)
' Bundy',
# garland (96 firings)
' Garland',
# grimm (90 firings)
' Grimm',
# gerrard (90 firings)
' Gerrard',
# gaard (87 firings)
'gaard',
# gillespie (85 firings)
' Gillespie',
# vant (80 firings)
'vant',
# fay (80 firings)
' Fay',
# thwart (80 firings)
' thwarted',
# field (79 firings)
'FIELD',
# emerson (78 firings)
' Emerson',
# flem (73 firings)
' Fleming',
# haf (73 firings)
' Haf',
# ling (72 firings)
'linger',
# hamper (71 firings)
' hampered',
# haa (69 firings)
' Haas',
# fairy (67 firings)
' Fairy',
# mongo (63 firings)
' Mongo',
# goodwin (63 firings)
' Goodwin',
# finite (62 firings)
' finite',
# gil (59 firings)
' Giles',
# melvin (56 firings)
' Melvin',
# found (55 firings)
' Founders',
# frankenstein (53 firings)
' Frankenstein',
# lyme (51 firings)
' Lyme',
# jewel (50 firings)
' Jewel',
# fee (42 firings)
' Fee',
# flora (41 firings)
' flora',
# goldstein (41 firings)
' Goldstein',
# feng (40 firings)
' Feng',
# aceae (38 firings)
'aceae',
# for (35 firings)
'Forest',
# forestry (34 firings)
' Forestry',
# gree (33 firings)
' Gree',
# tree (32 firings)
'Tree',
# eb (31 firings)
' EB',
# crea (31 firings)
'creation',
# gre (29 firings)
'GRE',
# abel (29 firings)
' Abel',
# druid (23 firings)
' Druid',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'garden-family', 1
def prog_L02F21451(input_tokens):
"""2 token families, 7 surface forms (train F1 of the uncapped optimum: 0.889).
Fires at 7,279 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to rooms"""
# --- end external annotation ---
fire = {
# room (5,736 firings)
' room', 'room', ' rooms', ' Room', 'Room', ' Rooms',
# hallway (114 firings)
' hallway',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'room-family', 1
def prog_L02F21452(input_tokens):
"""3 token families, 6 surface forms (train F1 of the uncapped optimum: 0.711).
Fires at 5,969 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: occurrences of the substring "ch" in various contexts"""
# --- end external annotation ---
fire = {
# ch (5,696 firings)
' ch', 'ch', ' Ch', ' CH',
# champ (131 firings)
' champ',
# gon (56 firings)
' gon',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'ch-family', 1
def prog_L02F21453(input_tokens):
"""20 token families, 20 surface forms (train F1 of the uncapped optimum: 0.875).
Fires at 1,537 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of the name "Seth." """
# --- end external annotation ---
fire = {
# seth (365 firings)
' Seth',
# genr (150 firings)
' genres',
# sushi (92 firings)
' sushi',
# 199 (78 firings)
'199',
# julio (77 firings)
' Julio',
# seymour (77 firings)
' Seymour',
# satan (69 firings)
' Satanic',
# nutriti (50 firings)
' nutritious',
# semen (41 firings)
' semen',
# tenth (35 firings)
' Tenth',
# natasha (35 firings)
' Natasha',
# gorith (32 firings)
'gorith',
# sys (30 firings)
'Sys',
# raw (30 firings)
'RAW',
# 409 (24 firings)
'409',
# stat (15 firings)
' STATS',
# 259 (14 firings)
'259',
# 579 (13 firings)
'579',
# /# (12 firings)
'/#',
# 459 (8 firings)
'459',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'seth-family', 1
def prog_L02F21454(input_tokens):
"""40 token families, 45 surface forms (train F1 of the uncapped optimum: 0.892).
Fires at 2,997 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to FM radio technology and its features"""
# --- end external annotation ---
fire = {
# fm (364 firings)
' FM', 'FM', 'fm',
# haskell (189 firings)
' Haskell',
# methodist (105 firings)
' Methodist',
# marsh (100 firings)
' Marshal',
# ubb (99 firings)
'ubb',
# kh (97 firings)
' KH',
# famine (95 firings)
' famine',
# xm (87 firings)
'XM',
# mhz (82 firings)
' MHz',
# hf (82 firings)
'HF', ' HF',
# mafia (78 firings)
' Mafia',
# kp (77 firings)
' KP',
# podcast (76 firings)
' podcasts',
# mac (74 firings)
' MAC', 'MAC',
# mv (68 firings)
' MV',
# inen (67 firings)
'inen',
# favorite (66 firings)
'favorite',
# lm (65 firings)
'LM',
# kgb (61 firings)
' KGB',
# wm (58 firings)
'WM',
# um (56 firings)
' UM',
# tg (52 firings)
'TG',
# anni (47 firings)
'anni',
# pf (46 firings)
'PF',
# commission (43 firings)
' Commissioners',
# ghz (43 firings)
' GHz',
# mf (36 firings)
' MF', 'MF',
# multif (33 firings)
' multif',
# fk (32 firings)
'FK',
# mult (32 firings)
' multic',
# mp (32 firings)
' mp',
# floppy (31 firings)
' floppy',
# wf (29 firings)
'WF',
# anca (28 firings)
'anca',
# hh (27 firings)
' HH',
# jp (27 firings)
'jp',
# km (27 firings)
' KM',
# emp (19 firings)
'EMP',
# jm (12 firings)
' JM',
# esm (9 firings)
'esm',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'fm-family', 1
def prog_L02F21455(input_tokens):
"""49 token families, 50 surface forms (train F1 of the uncapped optimum: 0.706).
Fires at 4,381 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: punctuation marks used in dialogues or quotes"""
# --- end external annotation ---
fire = {
# exist (265 firings)
' exists',
# ': (169 firings)
"':",
# !). (164 firings)
'!).',
# "? (128 firings)
'"?',
# ,'" (108 firings)
',\'"',
# !), (108 firings)
'!),',
# "; (96 firings)
'";',
# "— (93 firings)
'"—',
# !, (88 firings)
'!,',
# .'" (72 firings)
'.\'"',
# ]; (67 firings)
'];',
# ?' (63 firings)
"?'",
# )" (62 firings)
')"',
# heartbeat (59 firings)
' heartbeat',
# )," (54 firings)
'),"',
# ."[ (54 firings)
'."[',
# kal (42 firings)
'Kal',
# .? (41 firings)
'.?',
# {" (41 firings)
'{"', ' {"',
# %" (40 firings)
'%"',
# ]," (38 firings)
'],"',
# ]), (38 firings)
']),',
# "- (37 firings)
'"-',
# '" (34 firings)
'\'"',
# .� (33 firings)
'.�',
# !. (32 firings)
'!.',
# '? (32 firings)
"'?",
# )." (31 firings)
')."',
# ?'" (30 firings)
'?\'"',
# ."" (30 firings)
'.""',
# ..." (29 firings)
' ..."',
# )' (29 firings)
")'",
# .") (29 firings)
'.")',
# ," (28 firings)
' ,"',
# ." (27 firings)
' ."',
# )] (27 firings)
')]',
# '- (25 firings)
"'-",
# ]." (23 firings)
']."',
# ?", (23 firings)
'?",',
# .," (22 firings)
'.,"',
# _______ (21 firings)
'_______',
# '," (21 firings)
'\',"',
# '; (21 firings)
"';",
# '." (20 firings)
'\'."',
# ]" (17 firings)
']"',
# "! (17 firings)
'"!',
# !", (17 firings)
'!",',
# ;" (17 firings)
';"',
# ">< (15 firings)
'"><',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'exist-family', 1
def prog_L02F21456(input_tokens):
"""31 token families, 36 surface forms (train F1 of the uncapped optimum: 0.760).
Fires at 3,661 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the concept of something being in motion or continuously moving"""
# --- end external annotation ---
fire = {
# flow (852 firings)
' flow', ' flows', ' flowing', ' flowed', 'flows',
# pour (202 firings)
' pouring',
# rag (195 firings)
' raging',
# surg (170 firings)
' surging', ' surges',
# stream (149 firings)
' streams',
# swirl (128 firings)
' swirling',
# pump (108 firings)
' pumping',
# spr (84 firings)
' springs',
# gary (72 firings)
'gary',
# smooth (70 firings)
' smoothly',
# emanat (69 firings)
' emanating',
# dripp (58 firings)
' dripping',
# evapor (54 firings)
' evapor',
# drap (51 firings)
' draped',
# magical (50 firings)
' magically',
# overflow (48 firings)
' overflowing',
# strand (46 firings)
' strands',
# filter (41 firings)
' filtered',
# dissip (40 firings)
' dissip',
# drain (40 firings)
' draining',
# waterfall (37 firings)
' waterfall',
# conduit (35 firings)
' conduit',
# revert (31 firings)
' reverted',
# flush (29 firings)
' flushed',
# weep (25 firings)
' weeping',
# rev (25 firings)
' rever',
# cloak (25 firings)
' cloaked',
# atural (18 firings)
'aturally',
# 的 (13 firings)
'的',
# condu (10 firings)
' condu',
# secre (10 firings)
' secretion',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'flow-family', 1
def prog_L02F21457(input_tokens):
"""6 token families, 7 surface forms (train F1 of the uncapped optimum: 0.878).
Fires at 7,849 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the direction "north." """
# --- end external annotation ---
fire = {
# north (2,296 firings)
' north', 'north',
# south (2,003 firings)
' south',
# east (1,304 firings)
' east',
# northeast (323 firings)
' northeast',
# northw (294 firings)
' northwest',
# nort (22 firings)
' nort',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'north-family', 1
def prog_L02F21458(input_tokens):
"""40 token families, 41 surface forms (train F1 of the uncapped optimum: 0.840).
Fires at 3,749 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of a specific political figure, Reince Priebus"""
# --- end external annotation ---
fire = {
# jinp (205 firings)
' Jinping',
# priebu (170 firings)
' Priebus',
# lennon (157 firings)
' Lennon',
# rnc (152 firings)
' RNC',
# playoff (145 firings)
' Playoff',
# oscar (133 firings)
' Oscars',
# luxembourg (121 firings)
' Luxembourg',
# fest (107 firings)
' festive',
# nominate (103 firings)
' nominate',
# enei (100 firings)
'enei',
# pri (100 firings)
'Pri',
# icer (90 firings)
'icer',
# hai (78 firings)
'hai',
# primat (77 firings)
' primates',
# mlg (73 firings)
' MLG',
# hin (67 firings)
' Hin',
# wcs (66 firings)
' WCS',
# cohn (64 firings)
' Cohn',
# igroup (64 firings)
'igroup',
# restructur (63 firings)
' restructuring',
# nio (62 firings)
' Niño',
# pastor (59 firings)
' pastoral',
# innes (53 firings)
'inness',
# efe (48 firings)
'efe',
# broth (48 firings)
' broth',
# picard (45 firings)
' Picard',
# sole (43 firings)
' Sole',
# nih (38 firings)
' NIH',
# conf (38 firings)
' confer',
# apostl (37 firings)
' Apostles', ' apostles',
# pasture (34 firings)
' pasture',
# ps (30 firings)
' Ps',
# ocyt (29 firings)
'ocytes',
# illin (25 firings)
'illin',
# vanquish (24 firings)
' vanquished',
# conferr (22 firings)
' conferred',
# ebu (16 firings)
'ebus',
# pci (16 firings)
' PCI',
# pcie (14 firings)
' PCIe',
# command (11 firings)
' Commands',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'jinp-family', 1
def prog_L02F21459(input_tokens):
"""10 token families, 12 surface forms (train F1 of the uncapped optimum: 0.557).
Fires at 3,293 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: occurrences of the prefix "Ed," indicating references to editorial content or individuals named Ed"""
# --- end external annotation ---
fire = {
# ed (1,183 firings)
' Ed', 'Ed',
# es (99 firings)
'Es',
# tn (80 firings)
'TN',
# ing (67 firings)
'Ing',
# edit (65 firings)
'edited', 'Edited',
# edi (62 firings)
'edition',
# cert (57 firings)
'cert',
# review (29 firings)
'Reviewed',
# spr (14 firings)
'Spr',
# pret (13 firings)
'pret',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'ed-family', 1
def prog_L02F21461(input_tokens):
"""7 token families, 10 surface forms (train F1 of the uncapped optimum: 0.912).
Fires at 4,381 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "higher" and its variations, indicating an emphasis on elevated standards or levels"""
# --- end external annotation ---
fire = {
# high (3,244 firings)
' higher', ' Higher', 'Higher', 'higher',
# new (215 firings)
' newer',
# tier (151 firings)
'tier',
# avi (47 firings)
'avier',
# eep (26 firings)
'eeper',
# enc (16 firings)
'ENC',
# awei (11 firings)
'awei',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'high-family', 1
def prog_L02F21462(input_tokens):
"""49 token families, 50 surface forms (train F1 of the uncapped optimum: 0.886).
Fires at 4,931 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the city of Springfield and its cultural elements"""
# --- end external annotation ---
fire = {
# springfield (247 firings)
' Springfield',
# grove (208 firings)
' Grove',
# sim (180 firings)
' Sims',
# spr (167 firings)
'Spring', 'spring',
# simpson (163 firings)
' Simpsons',
# field (146 firings)
'FIELD',
# erville (138 firings)
'erville',
# faux (122 firings)
' faux',
# sausage (115 firings)
' sausage',
# hom (113 firings)
' Homer',
# hartford (108 firings)
' Hartford',
# asthma (106 firings)
' asthma',
# lexington (100 firings)
' Lexington',
# stapl (98 firings)
' Staples',
# grim (95 firings)
' Grimes',
# drap (86 firings)
' Draper',
# emerson (79 firings)
' Emerson',
# mall (77 firings)
' malls',
# worcest (75 firings)
' Worcester',
# 1911 (69 firings)
' 1911',
# reload (69 firings)
' reload',
# mustache (67 firings)
' mustache',
# skinn (66 firings)
' Skinner',
# winchest (65 firings)
' Winchester',
# ned (59 firings)
' Ned',
# sarcast (58 firings)
' sarcastic',
# augusta (56 firings)
' Augusta',
# humm (54 firings)
' humming',
# pi (53 firings)
' pi',
# spinach (52 firings)
' spinach',
# moe (51 firings)
' Moe',
# imitate (50 firings)
' imitate',
# scul (50 firings)
' Scully',
# snail (47 firings)
' snail',
# mey (45 firings)
'meyer',
# lange (45 firings)
' Lange',
# rieg (41 firings)
'rieg',
# smile (40 firings)
' Smile',
# pharmac (40 firings)
' pharmacies',
# 1886 (39 firings)
' 1886',
# treadmill (38 firings)
' treadmill',
# sterile (32 firings)
' sterile',
# ideshow (30 firings)
'ideshow',
# magnum (29 firings)
' Magnum',
# anut (29 firings)
'anuts',
# leica (26 firings)
' Leica',
# 010 (26 firings)
'010',
# mei (24 firings)
' Mei',
# sg (20 firings)
'sg',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'springfield-family', 1
def prog_L02F21463(input_tokens):
"""48 token families, 51 surface forms (train F1 of the uncapped optimum: 0.809).
Fires at 4,284 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to gastrointestinal issues and medications"""
# --- end external annotation ---
fire = {
# enge (162 firings)
'enge',
# journey (145 firings)
' Journey',
# boat (133 firings)
' Boat',
# hamm (127 firings)
' Hammer',
# kamp (119 firings)
'kamp',
# surviv (117 firings)
' Survival',
# delay (112 firings)
' delaying',
# hyde (105 firings)
' Hyde',
# hous (103 firings)
'houses',
# advocate (96 firings)
' Advocate',
# shovel (84 firings)
' shovel',
# salva (78 firings)
' Salvation',
# bulldo (77 firings)
' bulldo',
# restora (77 firings)
' Restoration',
# hardship (74 firings)
' hardship',
# questionnaire (73 firings)
' questionnaire',
# iev (73 firings)
'ieving', 'ieves',
# wit (72 firings)
' Wit',
# cly (63 firings)
' Cly',
# kemp (62 firings)
' Kemp',
# hoe (61 firings)
'hoe',
# pastor (59 firings)
' pastoral',
# ectomy (57 firings)
'ectomy',
# grav (55 firings)
' Graves',
# gra (50 firings)
'gra',
# riv (47 firings)
'river',
# labou (43 firings)
' labou',
# agra (41 firings)
'agra',
# aga (41 firings)
' AGA',
# load (41 firings)
' loader', 'loader',
# tool (40 firings)
'Tools', 'tools',
# nair (39 firings)
'naires',
# end (39 firings)
' Ender',
# severe (36 firings)
'severe',
# lime (35 firings)
'lime',
# akedown (35 firings)
'akedown',
# axe (35 firings)
' Axe',
# destroy (35 firings)
' Destroyer',
# ringe (35 firings)
'ringe',
# thirst (33 firings)
'thirst',
# voc (29 firings)
' vocational',
# chest (27 firings)
'chest',
# cutt (27 firings)
' Cutter',
# bleach (25 firings)
' bleach',
# bapt (23 firings)
' bapt',
# ractor (23 firings)
'ractor',
# wee (20 firings)
' Wee',
# ggle (14 firings)
'ggle',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'enge-family', 1
def prog_L02F21464(input_tokens):
"""9 token families, 12 surface forms (train F1 of the uncapped optimum: 0.828).
Fires at 10,131 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "faced" in various contexts indicating challenges or obstacles"""
# --- end external annotation ---
fire = {
# fac (4,677 firings)
' facing', ' faced', ' faces', 'faced',
# face (3,898 firings)
' face',
# confront (320 firings)
' confronted',
# aced (243 firings)
'aced',
# encounter (218 firings)
' encountered',
# dar (114 firings)
' dared',
# rack (103 firings)
' racked',
# risk (88 firings)
' risked',
# far (80 firings)
' fared',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'fac-family', 1
def prog_L02F21465(input_tokens):
"""46 token families, 54 surface forms (train F1 of the uncapped optimum: 0.872).
Fires at 5,483 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to qualifications and fundraising"""
# --- end external annotation ---
fire = {
# support (548 firings)
' supporter',
# fundrais (295 firings)
' fundraiser',
# qualifi (271 firings)
' qualifier', ' qualifiers',
# ifi (236 firings)
'ifier', 'ifiers',
# wrestl (206 firings)
' wrestler', ' wrestlers',
# rac (152 firings)
' racer', ' Racer',
# afe (129 firings)
'afe',
# distributor (129 firings)
' distributor',
# mechan (128 firings)
' mechanic',
# monik (120 firings)
' moniker',
# gam (115 firings)
' Gamer',
# lin (112 firings)
'liner',
# slur (110 firings)
' slurs',
# mathematician (108 firings)
' mathematician',
# pro (107 firings)
' PRO',
# accelerator (99 firings)
' accelerator',
# fundra (79 firings)
' fundra',
# writ (75 firings)
'Writer',
# wrapp (69 firings)
' wrapper',
# convert (63 firings)
' convertible',
# aero (62 firings)
' Aero',
# factor (62 firings)
'factor', 'Factor',
# semif (62 firings)
' semif',
# help (59 firings)
' helper', ' helpers', 'Helper',
# lied (57 firings)
'lied',
# antagonist (55 firings)
' antagonist', ' antagonists',
# mix (52 firings)
' mixer',
# mul (51 firings)
' mul',
# ump (50 firings)
'umper',
# hiro (50 firings)
' Hiro',
# slid (44 firings)
' slider',
# semant (43 firings)
' semantic',
# block (40 firings)
' blocker',
# labor (40 firings)
' laborers',
# caregiv (40 firings)
' caregivers',
# constant (39 firings)
' Constant',
# formula (37 firings)
' formulation',
# heat (35 firings)
' heater',
# lator (34 firings)
'lator',
# fill (31 firings)
' filler',
# shad (31 firings)
' shader',
# selector (28 firings)
' selector',
# transform (27 firings)
' transformer',
# load (27 firings)
' loader',
# cutoff (27 firings)
' cutoff',
# addit (26 firings)
' additives',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'support-family', 1
def prog_L02F21467(input_tokens):
"""39 token families, 40 surface forms (train F1 of the uncapped optimum: 0.855).
Fires at 4,053 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to challenges or difficulties"""
# --- end external annotation ---
fire = {
# tricky (287 firings)
' tricky',
# icky (252 firings)
'icky',
# delicate (186 firings)
' delicate',
# notorious (165 firings)
' notoriously',
# problemat (132 firings)
' problematic',
# quirky (120 firings)
' quirky',
# daunt (109 firings)
' daunting',
# sticky (106 firings)
' sticky',
# snag (101 firings)
' snag',
# iggle (98 firings)
'iggle',
# myst (98 firings)
' mystical', ' mystic',
# murky (97 firings)
' murky',
# thorn (90 firings)
' thorn',
# pesky (80 firings)
' pesky',
# dod (78 firings)
' dod',
# shady (77 firings)
' shady',
# slippery (75 firings)
' slippery',
# intuit (68 firings)
'intuitive',
# grapple (68 firings)
' grapple',
# knack (67 firings)
' knack',
# undrum (67 firings)
'undrum',
# pitfall (67 firings)
' pitfalls',
# troublesome (61 firings)
' troublesome',
# nifty (57 firings)
' nifty',
# treacher (56 firings)
' treacherous',
# dangl (56 firings)
' dangling',
# arcane (55 firings)
' arcane',
# sneaky (50 firings)
' sneaky',
# mastery (48 firings)
' mastery',
# naughty (47 firings)
' naughty',
# razy (46 firings)
'razy',
# stic (45 firings)
'stic',
# nuanc (43 firings)
' nuances',
# thal (42 firings)
'thal',
# trick (34 firings)
' Trick',
# ledge (27 firings)
' ledge',
# peril (26 firings)
' perilous',
# iery (22 firings)
'iery',
# trig (14 firings)
' trig',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'tricky-family', 1
def prog_L02F21468(input_tokens):
"""37 token families, 40 surface forms (train F1 of the uncapped optimum: 0.828).
Fires at 3,962 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to specific names, particularly "Alexis" and "Alexa" """
# --- end external annotation ---
fire = {
# alex (472 firings)
'Alex',
# alexi (227 firings)
' Alexis',
# alexandria (162 firings)
' Alexandria',
# alexa (151 firings)
' Alexa',
# isi (135 firings)
' Isis',
# santiago (130 firings)
' Santiago',
# 134 (121 firings)
' 134', '134',
# andrea (120 firings)
' Andreas',
# ū (114 firings)
'ū',
# adia (96 firings)
'adia',
# s (92 firings)
'és',
# ali (89 firings)
'alis',
# alexand (81 firings)
' Alexand',
# elong (74 firings)
'elong',
# mart (73 firings)
' Martial',
# metre (73 firings)
' metre',
# anal (65 firings)
' anal',
# 183 (65 firings)
' 183', '183',
# 173 (60 firings)
' 173', '173',
# ulia (56 firings)
'ulia',
# 168 (47 firings)
'168',
# semi (47 firings)
' Semi',
# louie (46 firings)
' Louie',
# anth (43 firings)
' anth',
# arc (42 firings)
' arcs',
# anchez (39 firings)
'anchez',
# oni (39 firings)
'onis',
# arie (38 firings)
'arie',
# aida (34 firings)
'aida',
# ierra (30 firings)
'ierra',
# && (28 firings)
'&&',
# ascend (26 firings)
' Ascend',
# makoto (24 firings)
' Makoto',
# artemi (21 firings)
' Artemis',
# emi (20 firings)
'emis',
# som (14 firings)
' Somers',
# sell (12 firings)
' Seller',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'alex-family', 1
def prog_L02F21469(input_tokens):
"""45 token families, 56 surface forms (train F1 of the uncapped optimum: 0.599).
Fires at 12,692 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms associated with the start or beginning of something"""
# --- end external annotation ---
fire = {
# start (1,617 firings)
' start', 'started', ' Starts', ' START',
# origin (453 firings)
' origins', ' Origins',
# ounc (259 firings)
'ounced', 'ouncing', 'ounces',
# kick (242 firings)
' kicks',
# establish (232 firings)
' establishing', 'establish',
# initial (208 firings)
' Initially', 'Initially', ' initialization', ' initialized',
# emerg (181 firings)
' emergence',
# incep (149 firings)
' inception',
# kickoff (143 firings)
' kickoff',
# onset (131 firings)
' onset',
# beginn (120 firings)
' beginnings',
# first (120 firings)
'Firstly', ' Firstly',
# foray (118 firings)
' foray',
# etime (115 firings)
'etime',
# urat (114 firings)
'urated',
# introductory (109 firings)
' introductory',
# fledgl (97 firings)
' fledgling',
# prim (92 firings)
' primer',
# ien (91 firings)
'iens',
# outset (89 firings)
' outset',
# commence (88 firings)
' commencement',
# backstory (86 firings)
' backstory',
# groundwork (85 firings)
' groundwork',
# nascent (84 firings)
' nascent',
# iminary (82 firings)
'iminary',
# begin (79 firings)
' Begins',
# fledg (79 firings)
'fledged',
# infancy (78 firings)
' infancy',
# comm (75 firings)
' commence',
# strap (70 firings)
'strap',
# act (69 firings)
'actic',
# precursor (67 firings)
' precursor',
# foothold (61 firings)
' foothold',
# commenc (59 firings)
' commenced',
# oduct (59 firings)
'ODUCT',
# ning (59 firings)
'nings',
# sprang (56 firings)
' sprang',
# found (55 firings)
' foundational',
# induc (55 firings)
' induction',
# takeoff (54 firings)
' takeoff',
# refr (54 firings)
' refres',
# impetu (52 firings)
' impetus',
# handshake (52 firings)
' handshake',
# fir (48 firings)
'FIR',
# ixt (46 firings)
'ixties',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'start-family', 1
def prog_L02F21470(input_tokens):
"""10 token families, 15 surface forms (train F1 of the uncapped optimum: 0.855).
Fires at 4,043 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "expand" """
# --- end external annotation ---
fire = {
# expand (2,471 firings)
' expand', ' expanding', ' expanded', ' expands', ' Expand',
# exp (246 firings)
'exp', 'Exp',
# enlarge (158 firings)
' enlarge',
# customize (86 firings)
' customize',
# broaden (63 firings)
' broaden',
# specialize (61 firings)
' specialize',
# refine (55 firings)
' refine',
# widen (50 firings)
' widen',
# multip (47 firings)
' multiply',
# devast (38 firings)
' devast',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'expand-family', 1
def prog_L02F21471(input_tokens):
"""47 token families, 57 surface forms (train F1 of the uncapped optimum: 0.864).
Fires at 13,802 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to group affiliation and hierarchical roles"""
# --- end external annotation ---
fire = {
# rid (626 firings)
' riders', ' Riders',
# memb (448 firings)
'Members', 'members',
# relation (401 firings)
' Relations', 'Relations', 'relations',
# musician (398 firings)
' musicians',
# adventur (343 firings)
' adventures',
# lak (333 firings)
' Lakes', ' lakes',
# judg (320 firings)
' judges',
# professor (297 firings)
' professors',
# arian (272 firings)
'arians',
# sponsor (269 firings)
' sponsors',
# guardian (254 firings)
' Guardians', ' guardians',
# homeown (248 firings)
' homeowners',
# off (245 firings)
'offs',
# trib (221 firings)
' tribes',
# deal (221 firings)
' dealers',
# receiv (216 firings)
' receivers',
# tir (199 firings)
' tires',
# own (192 firings)
'owners', ' Owners',
# icon (186 firings)
' icons',
# predator (163 firings)
' Predators',
# appl (148 firings)
' apples',
# star (145 firings)
'Stars',
# pirat (144 firings)
' pirates',
# moon (143 firings)
' moons', ' Moons',
# lectur (138 firings)
' lectures',
# listen (138 firings)
' listeners',
# different (137 firings)
' Different', 'different',
# sword (133 firings)
' swords', ' Swords',
# fortnight (132 firings)
' fortnight',
# companion (125 firings)
' companions',
# til (123 firings)
' tiles',
# general (119 firings)
' generals',
# envelop (105 firings)
' envelop',
# rul (104 firings)
' rulers',
# assistant (102 firings)
' assistants',
# lead (100 firings)
'leaders',
# asu (91 firings)
' ASUS',
# king (91 firings)
' kings',
# ambassador (86 firings)
' ambassadors',
# distribution (85 firings)
' distributions',
# flag (81 firings)
' Flags',
# dictator (81 firings)
' dictators',
# truste (80 firings)
' trustees',
# isan (80 firings)
'isans',
# den (77 firings)
' dens',
# burden (77 firings)
' burdens',
# atar (76 firings)
'atars',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'rid-family', 1
def prog_L02F21472(input_tokens):
"""8 token families, 24 surface forms (train F1 of the uncapped optimum: 0.666).
Fires at 75,206 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to proposals and competitive events"""
# --- end external annotation ---
fire = {
# ock (1,353 firings)
'ocked', 'ocking',
# test (363 firings)
'testers', 'test', ' Testing', 'testing', 'Testing', 'tests',
# mitt (306 firings)
'mitted', 'mittedly', 'mitting', 'mitter',
# offic (292 firings)
' Officer', 'Officers', ' Officers',
# otion (251 firings)
'otional', 'otions', 'otion',
# onent (212 firings)
'onents', 'onent', 'onential',
# ustra (191 firings)
'ustration',
# rator (190 firings)
'rator', 'rators',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'ock-family', 1
def prog_L02F21474(input_tokens):
"""37 token families, 37 surface forms (train F1 of the uncapped optimum: 0.865).
Fires at 4,180 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to wildfires and their impacts"""
# --- end external annotation ---
fire = {
# wing (286 firings)
' winger',
# burn (273 firings)
' burned',
# blaze (248 firings)
' blaze',
# flam (235 firings)
' flames',
# warcraft (169 firings)
' Warcraft',
# ransomware (164 firings)
' ransomware',
# volcano (162 firings)
' volcano',
# wildfire (148 firings)
' wildfire',
# wildfir (138 firings)
' wildfires',
# barbecue (125 firings)
' barbecue',
# blackburn (121 firings)
' Blackburn',
# bestsell (114 firings)
' bestselling',
# bolivia (114 firings)
' Bolivia',
# meadow (97 firings)
' Meadows',
# avalanche (96 firings)
' avalanche',
# conve (84 firings)
' conve',
# andel (81 firings)
'andel',
# orde (79 firings)
'orde',
# wilder (78 firings)
' Wilderness',
# re (76 firings)
'ère',
# fentanyl (72 firings)
' fentanyl',
# poach (65 firings)
' poaching',
# tuberculosi (65 firings)
' tuberculosis',
# deforesta (63 firings)
' deforestation',
# apon (53 firings)
'apon',
# fir (52 firings)
'fires',
# rosi (45 firings)
'rosis',
# fireplace (34 firings)
' fireplace',
# rebellion (32 firings)
' Rebellion',
# fungi (29 firings)
' fungi',
# renown (28 firings)
' renown',
# bandit (23 firings)
' bandits',
# nf (20 firings)
' NF',
# trad (19 firings)
' trad',
# δ (18 firings)
' Δ',
# aval (17 firings)
' aval',
# atchewan (16 firings)
'atchewan',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'wing-family', 1
def prog_L02F21476(input_tokens):
"""48 token families, 50 surface forms (train F1 of the uncapped optimum: 0.913).
Fires at 5,154 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to specific individuals and their actions or roles"""
# --- end external annotation ---
fire = {
# dund (182 firings)
' Dund',
# pas (148 firings)
' Pas',
# uv (145 firings)
' UV', 'UV',
# kiw (136 firings)
' Kiw',
# ib (132 firings)
' Ib', ' ib',
# gib (131 firings)
' Gib',
# flan (123 firings)
' Flan',
# 220 (117 firings)
' 220',
# fuj (114 firings)
' Fuj',
# bun (114 firings)
' Bun',
# yaz (108 firings)
' Yaz',
# bev (102 firings)
' Bever',
# bau (101 firings)
' Bauer',
# cran (93 firings)
' Cran',
# sas (89 firings)
' Sas',
# wick (89 firings)
' Wick',
# oba (88 firings)
'oba',
# nich (87 firings)
' Nich',
# kodi (87 firings)
' Kodi',
# bil (84 firings)
'BIL',
# hpv (82 firings)
' HPV',
# down (81 firings)
' downed',
# prairie (80 firings)
' Prairie',
# isaiah (78 firings)
' Isaiah',
# hud (70 firings)
' Hud',
# bigfoot (69 firings)
' Bigfoot',
# eucl (66 firings)
' Eucl',
# hav (66 firings)
' Hav',
# goose (63 firings)
' Goose',
# schl (62 firings)
' Schl',
# hib (60 firings)
' Hib',
# kuh (59 firings)
' Kuh',
# hes (57 firings)
' Hes',
# scotch (57 firings)
' Scotch',
# ip (56 firings)
' iP',
# aram (54 firings)
' Aram',
# fuji (54 firings)
' Fuji',
# baz (52 firings)
' Baz',
# pip (52 firings)
' Pip',
# beck (49 firings)
' beck',
# ghc (48 firings)
' GHC',
# cro (46 firings)
' Cros',
# klu (45 firings)
' Klu',
# subtitle (42 firings)
' subtitle',
# bib (40 firings)
' Bib',
# tas (36 firings)
' Tas',
# bord (36 firings)
' Bord',
# par (35 firings)
' Pars',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'dund-family', 1
def prog_L02F21477(input_tokens):
"""15 token families, 21 surface forms (train F1 of the uncapped optimum: 0.849).
Fires at 1,251 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to specific film titles and terminology related to the film industry"""
# --- end external annotation ---
fire = {
# tf (347 firings)
'TF', ' TF', 'tf', ' tf',
# adhd (97 firings)
' ADHD',
# ftc (83 firings)
' FTC',
# nf (83 firings)
'NF', ' NF',
# tg (76 firings)
'TG', ' TG',
# ef (67 firings)
'EF',
# ft (51 firings)
' Ft',
# xy (44 firings)
' XY', 'XY',
# hoc (29 firings)
' hoc',
# highland (28 firings)
' Highlander',
# chieve (20 firings)
'chieve',
# train (20 firings)
' Trainer',
# fh (13 firings)
'FH',
# ="# (7 firings)
'="#',
# cosmet (6 firings)
' Cosmetic',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'tf-family', 1
def prog_L02F21478(input_tokens):
"""44 token families, 55 surface forms (train F1 of the uncapped optimum: 0.737).
Fires at 4,226 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: keywords related to debugging processes in programming"""
# --- end external annotation ---
fire = {
# develop (233 firings)
' Developer',
# tool (119 firings)
' Tools',
# log (114 firings)
' logs',
# debug (109 firings)
' debug', 'Debug', ' Debug', 'debug', 'DEBUG',
# ide (99 firings)
' IDE',
# dext (91 firings)
' Dexter',
# tue (89 firings)
' Tue', 'Tue',
# 0000 (88 firings)
'0000', ' 0000',
# ourmet (82 firings)
'ourmet',
# debugg (82 firings)
' debugging', ' debugger',
# ja (82 firings)
'JA', ' JA',
# traumat (77 firings)
'traumatic',
# derogatory (77 firings)
' derogatory',
# visualize (75 firings)
' visualize',
# dye (75 firings)
' dye',
# visual (73 firings)
' visualization',
# abnorm (69 firings)
' abnormal',
# diagnost (66 firings)
' diagnostic',
# cod (65 firings)
' coded',
# console (63 firings)
' Console', 'console', 'Console',
# db (61 firings)
'db',
# profil (61 firings)
' profiling',
# sta (57 firings)
'sta',
# pessim (52 firings)
' pessim',
# jere (50 firings)
' Jere',
# bowman (50 firings)
' Bowman',
# ostic (45 firings)
'ostics',
# info (43 firings)
'INFO', ' INFO',
# optimization (38 firings)
' optimizations',
# hoot (35 firings)
'hooting',
# optim (31 firings)
'optim',
# mono (31 firings)
' mono',
# decode (29 firings)
' decode',
# spi (29 firings)
' SPI',
# decod (26 firings)
' decoding',
# prophe (26 firings)
' Prophe',
# logg (25 firings)
' logger',
# dump (23 firings)
'dump',
# mq (21 firings)
'MQ',
# aux (20 firings)
' aux',
# indent (19 firings)
' indent',
# repro (17 firings)
' repro',
# tag (16 firings)
'TAG',
# trace (13 firings)
'trace',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'develop-family', 1
def prog_L02F21479(input_tokens):
"""37 token families, 60 surface forms (train F1 of the uncapped optimum: 0.830).
Fires at 9,725 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: specifications related to computer hardware and memory capacity"""
# --- end external annotation ---
fire = {
# 64 (854 firings)
' 64',
# 96 (539 firings)
'96', ' 96',
# 32 (491 firings)
' 32',
# 1996 (368 firings)
' 1996',
# 160 (350 firings)
' 160', '160',
# 1920 (297 firings)
' 1920', '1920',
# 128 (246 firings)
' 128', '128',
# 112 (231 firings)
' 112', '112',
# 320 (225 firings)
' 320', '320',
# 1600 (151 firings)
' 1600', '1600',
# 256 (142 firings)
' 256', '256',
# 127 (133 firings)
' 127', '127',
# 129 (132 firings)
' 129', '129',
# 126 (129 firings)
' 126', '126',
# 136 (108 firings)
' 136', '136',
# meadow (97 firings)
' Meadows',
# 152 (94 firings)
' 152', '152',
# rator (93 firings)
'rator',
# 224 (89 firings)
' 224', '224',
# 132 (88 firings)
' 132', '132',
# 255 (87 firings)
'255', ' 255',
# 208 (81 firings)
' 208', '208',
# 512 (78 firings)
' 512', '512',
# 176 (78 firings)
' 176', '176',
# doubl (77 firings)
' doubles',
# 192 (75 firings)
' 192', '192',
# 480 (72 firings)
' 480',
# 640 (71 firings)
'640', ' 640',
# 144 (64 firings)
'144',
# isy (64 firings)
'isy',
# shar (64 firings)
'shared', ' Shared',
# blaze (60 firings)
' Blaze',
# 131 (59 firings)
' 131',
# unsign (49 firings)
' unsigned', 'unsigned',
# fast (43 firings)
' Faster',
# secure (38 firings)
'Secure',
# 254 (36 firings)
' 254',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return '64-family', 1
def prog_L02F21480(input_tokens):
"""48 token families, 71 surface forms (train F1 of the uncapped optimum: 0.878).
Fires at 18,088 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: the name "Vaughn" and related variations"""
# --- end external annotation ---
fire = {
# ve (377 firings)
'VE',
# vot (339 firings)
' Voting', ' Voter', ' Voters', 'votes', ' vot',
# vision (338 firings)
' Vision', 'Vision',
# viol (325 firings)
' Violence', ' Viol',
# victory (247 firings)
' Victory',
# vit (245 firings)
' Vital', ' Vit', ' vit',
# vik (227 firings)
' Viking', ' Vik', 'vik', 'viks',
# vid (225 firings)
' Vid', 'vid', 'VID', ' VID',
# vand (197 firings)
' Vand', ' Vander',
# ventur (195 firings)
' Ventures', 'ventures',
# ver (181 firings)
' Version', 'Version',
# vive (178 firings)
' Vive',
# vernon (170 firings)
' Vernon',
# value (168 firings)
' Value', 'Value',
# vil (165 firings)
' Vil', ' vil',
# vehicle (160 firings)
' Vehicle',
# usl (159 firings)
' USL',
# vim (151 firings)
' Vim', ' vim', 'vim',
# vu (148 firings)
' Vu', 'vu',
# vick (144 firings)
' Vick',
# vista (143 firings)
' Vista',
# vampire (138 firings)
' Vampire',
# van (136 firings)
' Vanity', ' vanity',
# visa (133 firings)
' Visa',
# vodka (130 firings)
' vodka',
# vote (123 firings)
'vote',
# dui (121 firings)
' DUI',
# xv (119 firings)
' XV',
# vega (116 firings)
' Vega',
# vad (114 firings)
' Vader',
# vanderbilt (113 firings)
' Vanderbilt',
# vog (112 firings)
' Vog',
# venture (112 firings)
' Venture',
# vehicl (110 firings)
' Vehicles',
# vibe (109 firings)
' vibe',
# vandalism (109 firings)
' vandalism',
# valua (101 firings)
' valuation',
# ventura (100 firings)
' Ventura',
# pv (99 firings)
' PV',
# vij (99 firings)
' Vij',
# vald (99 firings)
' Vald',
# volatil (96 firings)
' volatility',
# polar (95 firings)
' Polar',
# volvo (94 firings)
' Volvo',
# vac (90 firings)
' Vac',
# ultron (90 firings)
' Ultron',
# vell (89 firings)
'vell',
# vance (88 firings)
' Vance',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 've-family', 1
def prog_L02F21481(input_tokens):
"""16 token families, 19 surface forms (train F1 of the uncapped optimum: 0.859).
Fires at 2,239 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: occurrences of the word "loud" and related terms indicating high volume or intensity"""
# --- end external annotation ---
fire = {
# loud (944 firings)
' loud', ' loudly', ' louder', ' Loud',
# ferv (120 firings)
' ferv',
# noisy (107 firings)
' noisy',
# tall (87 firings)
'tall',
# catchy (84 firings)
' catchy',
# flashy (74 firings)
' flashy',
# obnoxi (55 firings)
' obnoxious',
# brav (49 firings)
' brav',
# pomp (44 firings)
' pomp',
# conspicu (44 firings)
' conspicuous',
# spl (40 firings)
' SPL',
# quiet (27 firings)
' quieter',
# larg (26 firings)
' larg',
# vehe (13 firings)
' vehement',
# ukemia (10 firings)
'ukemia',
# cig (7 firings)
' cig',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'loud-family', 1
def prog_L02F21482(input_tokens):
"""5 token families, 5 surface forms (train F1 of the uncapped optimum: 0.847).
Fires at 1,530 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of the name "El" and related contexts in the text"""
# --- end external annotation ---
fire = {
# el (679 firings)
'El',
# elite (226 firings)
' Elite',
# elit (165 firings)
' elites',
# yel (40 firings)
' Yel',
# elf (14 firings)
'Elf',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'el-family', 1
def prog_L02F21483(input_tokens):
"""47 token families, 50 surface forms (train F1 of the uncapped optimum: 0.851).
Fires at 4,112 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to specific places, particularly "Norfolk" and "Norwich." """
# --- end external annotation ---
fire = {
# nor (446 firings)
'Nor', 'NOR', 'nor',
# norfolk (184 firings)
' Norfolk',
# norwich (140 firings)
' Norwich',
# organ (123 firings)
'organ',
# hampton (121 firings)
' Hampton',
# nat (118 firings)
'NAT', 'Nat',
# closur (117 firings)
' closures',
# portsmouth (98 firings)
' Portsmouth',
# noisy (98 firings)
' noisy',
# fant (90 firings)
' fant',
# yor (87 firings)
' Yor',
# canary (87 firings)
' Canary',
# nt (84 firings)
' NT',
# suffolk (76 firings)
' Suffolk',
# eg (71 firings)
' Eg',
# mend (67 firings)
' mend',
# cornwall (67 firings)
' Cornwall',
# iren (65 firings)
'irens',
# van (65 firings)
' vans',
# folk (63 firings)
'folk',
# vil (63 firings)
' vil',
# moran (60 firings)
' Moran',
# holden (57 firings)
' Holden',
# wag (55 firings)
' Wag',
# rott (54 firings)
' rotting',
# ik (49 firings)
' Ik',
# ghost (48 firings)
' Ghosts',
# freebsd (47 firings)
' FreeBSD',
# natasha (46 firings)
' Natasha',
# lobst (44 firings)
' lobster',
# linux (43 firings)
' linux',
# opportun (41 firings)
' Opportun',
# vor (40 firings)
' Vor',
# dere (38 firings)
' dere',
# maurit (36 firings)
' Maurit',
# lx (36 firings)
' LX',
# matur (36 firings)
' matured',
# out (32 firings)
' Outs',
# turtle (32 firings)
' Turtle',
# mainline (31 firings)
' mainline',
# fn (29 firings)
'fn',
# regulat (29 firings)
'regulated',
# cento (27 firings)
' CentOS',
# aryl (25 firings)
'aryl',
# inburgh (23 firings)
'inburgh',
# noir (23 firings)
' Noir',
# shoal (16 firings)
' Shoals',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'nor-family', 1
def prog_L02F21484(input_tokens):
"""46 token families, 49 surface forms (train F1 of the uncapped optimum: 0.800).
Fires at 2,949 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of zoos and related subjects"""
# --- end external annotation ---
fire = {
# zo (159 firings)
' Zo', ' zo',
# clo (155 firings)
' Clo', ' clo',
# za (145 firings)
'ZA', ' Za',
# algae (120 firings)
' algae',
# anim (102 firings)
'anim',
# hawai (92 firings)
' Hawai',
# microscop (92 firings)
' microscopic',
# phen (89 firings)
' phen',
# kepl (82 firings)
' Kepler',
# zilla (69 firings)
'zilla',
# biologist (62 firings)
' biologists',
# emph (59 firings)
' emph',
# aclysm (57 firings)
'aclysm',
# sloan (56 firings)
' Sloan',
# ozo (55 firings)
'ozo',
# whale (55 firings)
' Whale',
# crept (46 firings)
' crept',
# oslov (41 firings)
'oslov',
# plo (35 firings)
' PLoS',
# monog (34 firings)
' monog',
# !: (32 firings)
'!:',
# zionism (32 firings)
' Zionism',
# hect (31 firings)
' hect',
# veterin (27 firings)
' veterin',
# os (25 firings)
'oS',
# surg (25 firings)
' surg',
# zi (21 firings)
' Zi',
# astron (20 firings)
' astron',
# torp (19 firings)
' torped',
# dian (19 firings)
' Dian',
# idi (19 firings)
'idious',
# olog (18 firings)
'OLOG',
# xf (18 firings)
'xf',
# swing (18 firings)
'swing',
# 649 (17 firings)
'649',
# propagate (17 firings)
' propagate',
# 644 (16 firings)
'644',
# resear (14 firings)
' resear',
# レ (13 firings)
'レ',
# oo (12 firings)
' Oo',
# 432 (12 firings)
' 432',
# lesi (11 firings)
'lesi',
# oufl (11 firings)
'oufl',
# 635 (11 firings)
'635',
# か (10 firings)
'か',
# anecd (9 firings)
' anecd',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'zo-family', 1
def prog_L02F21485(input_tokens):
"""9 token families, 9 surface forms (train F1 of the uncapped optimum: 0.676).
Fires at 1,407 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: instances of the word "precise" and its variations, indicating a focus on accuracy and exactness"""
# --- end external annotation ---
fire = {
# precise (345 firings)
' precise',
# exact (289 firings)
' exact',
# pinpoint (110 firings)
' pinpoint',
# intricate (70 firings)
' intricate',
# approximate (53 firings)
' approximate',
# meticul (52 firings)
' meticulous',
# exquisite (51 firings)
' exquisite',
# fin (48 firings)
' finer',
# cise (29 firings)
'cise',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'precise-family', 1
def prog_L02F21486(input_tokens):
"""21 token families, 21 surface forms (train F1 of the uncapped optimum: 0.896).
Fires at 2,116 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: the special character "âĦ¢" often associated with product specifications or technical details"""
# --- end external annotation ---
fire = {
# ™ (569 firings)
'™',
# ® (472 firings)
'®',
# live (145 firings)
' LIVE',
# ´ (106 firings)
'´',
# avail (80 firings)
'Available',
# ?, (58 firings)
'?,',
# ?: (52 firings)
'?:',
# ² (46 firings)
'²',
# sol (43 firings)
' SOL',
# remix (41 firings)
' Remix',
# highland (28 firings)
' Highlander',
# tape (27 firings)
' Tape',
# authent (26 firings)
' Authent',
# ル (25 firings)
'ル',
# ω (21 firings)
'ω',
# ™: (18 firings)
'™:',
# allaah (15 firings)
' Allaah',
# tba (15 firings)
' TBA',
# bastard (13 firings)
' Bastard',
# \" (10 firings)
'\\"',
# ersion (9 firings)
'ersion',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return '™-family', 1
def prog_L02F21487(input_tokens):
"""32 token families, 34 surface forms (train F1 of the uncapped optimum: 0.810).
Fires at 3,472 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to automation and automated technology"""
# --- end external annotation ---
fire = {
# autom (625 firings)
' Autom', ' autom', 'Autom',
# automa (238 firings)
' automation',
# automot (222 firings)
' automotive',
# smart (164 firings)
'smart',
# comput (119 firings)
' Comput',
# aircraft (106 firings)
' Aircraft',
# iw (101 firings)
' Iw',
# xia (77 firings)
' Xia',
# automobil (71 firings)
' automobiles',
# refrig (69 firings)
' refriger',
# automate (63 firings)
' automate',
# rahim (57 firings)
'rahim',
# art (50 firings)
'artment',
# onom (46 firings)
'onom',
# mechan (45 firings)
' mechan',
# femin (44 firings)
' femin',
# automat (38 firings)
' Automatic',
# ech (37 firings)
'ECH',
# obil (32 firings)
'obiles',
# auto (28 firings)
' autos',
# biom (27 firings)
' biom',
# etsk (23 firings)
'etsk',
# actu (23 firings)
' actu',
# veh (20 firings)
'Veh',
# electrom (19 firings)
' electrom',
# eff (17 firings)
'effic',
# ankind (15 firings)
'ankind',
# aut (15 firings)
' AUT',
# rig (13 firings)
'riger',
# asy (12 firings)
'ASY',
# pneum (10 firings)
' pneum',
# equ (9 firings)
' EQU',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'autom-family', 1
def prog_L02F21488(input_tokens):
"""13 token families, 17 surface forms (train F1 of the uncapped optimum: 0.809).
Fires at 1,917 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to bulls or bull-related terminology"""
# --- end external annotation ---
fire = {
# bull (1,063 firings)
' bull', ' Bull', 'bull', 'Bull', ' bulls',
# bullshit (134 firings)
' bullshit',
# ox (54 firings)
' ox',
# **** (54 firings)
'****',
# ….. (48 firings)
'…..',
# antom (39 firings)
'antom',
# exempt (39 firings)
'exempt',
# buffalo (38 firings)
' buffalo',
# ll (34 firings)
' ll',
# all (28 firings)
'allic',
# ollar (17 firings)
'ollar',
# 666 (13 firings)
' 666',
# oooo (9 firings)
'OOOO',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'bull-family', 1
def prog_L02F21489(input_tokens):
"""16 token families, 16 surface forms (train F1 of the uncapped optimum: 0.849).
Fires at 2,257 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of the name "Garcia." """
# --- end external annotation ---
fire = {
# garcia (325 firings)
' Garcia',
# 66 (323 firings)
'66',
# gonzalez (227 firings)
' Gonzalez',
# liu (151 firings)
' Liu',
# gaga (117 firings)
' Gaga',
# byrne (106 firings)
' Byrne',
# audio (97 firings)
'audio',
# garc (84 firings)
' Garc',
# scarf (66 firings)
' scarf',
# sung (60 firings)
' sung',
# gibraltar (59 firings)
' Gibraltar',
# salsa (37 firings)
' salsa',
# dac (33 firings)
' DAC',
# gado (32 firings)
'gado',
# gha (26 firings)
'gha',
# sar (15 firings)
' SAR',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'garcia-family', 1
def prog_L02F21490(input_tokens):
"""26 token families, 32 surface forms (train F1 of the uncapped optimum: 0.912).
Fires at 2,299 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: occurrences of the word "sam." """
# --- end external annotation ---
fire = {
# sam (548 firings)
'Sam', ' sam', ' SAM', 'sam', 'SAM',
# sampl (215 firings)
' sampling', ' sampled',
# samurai (143 firings)
' Samurai', ' samurai',
# semin (129 firings)
' seminal',
# samantha (124 firings)
' Samantha',
# msi (82 firings)
' MSI',
# pian (76 firings)
' pian',
# tad (68 firings)
' tad',
# metroid (67 firings)
' Metroid',
# samoa (66 firings)
' Samoa',
# sammy (59 firings)
' Sammy',
# samson (57 firings)
' Samson',
# rahim (57 firings)
'rahim',
# menstru (49 firings)
' menstrual',
# tig (43 firings)
' tigers',
# romy (35 firings)
'romy',
# silhou (30 firings)
' silhou',
# ampl (24 firings)
'amples',
# car (23 firings)
' caric',
# stasy (17 firings)
'stasy',
# atana (15 firings)
'atana',
# ses (15 firings)
'session',
# sample (14 firings)
'sample',
# sg (14 firings)
'sg',
# md (11 firings)
' md',
# sd (7 firings)
' sd',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'sam-family', 1
def prog_L02F21491(input_tokens):
"""11 token families, 13 surface forms (train F1 of the uncapped optimum: 0.964).
Fires at 16,969 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: occurrences of the letter "n" """
# --- end external annotation ---
fire = {
# n (14,961 firings)
'N', 'n', 'ön',
# nor (91 firings)
'nor',
# nn (89 firings)
'nn',
# nap (84 firings)
'Nap',
# nas (71 firings)
'nas',
# mn (66 firings)
'mn',
# ln (63 firings)
'ln',
# nuclear (58 firings)
'nuclear',
# rn (54 firings)
'rn',
# cn (47 firings)
'cn',
# dn (45 firings)
'dn',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'n-family', 1
def prog_L02F21493(input_tokens):
"""42 token families, 51 surface forms (train F1 of the uncapped optimum: 0.803).
Fires at 4,848 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to haunted themes or entities"""
# --- end external annotation ---
fire = {
# haunt (424 firings)
' haunted', ' haunting', ' haunt', ' Haunted', 'Haunted',
# plagu (248 firings)
' plagued',
# ghost (162 firings)
' ghosts', ' Ghosts',
# histor (160 firings)
' Historic',
# aunt (152 firings)
'aunted', 'aunting',
# ooky (126 firings)
'ooky',
# chest (126 firings)
'chester',
# horror (121 firings)
' Horror',
# creepy (106 firings)
' creepy',
# possess (101 firings)
' possessed',
# unsettl (101 firings)
' unsettling',
# fb (98 firings)
'FB', 'fb',
# inhabit (95 firings)
' inhabited',
# nightmar (93 firings)
' nightmares', ' Nightmares',
# dogg (87 firings)
' dogged',
# eerie (81 firings)
' eerie',
# gh (80 firings)
' gh',
# hive (79 firings)
' hive', ' Hive',
# holm (76 firings)
'holm',
# plag (69 firings)
' plag',
# reverb (67 firings)
' reverber',
# abre (58 firings)
'abre',
# ranean (55 firings)
'ranean',
# stain (55 firings)
' stained',
# reclaim (54 firings)
' reclaimed',
# evoke (52 firings)
' evoke',
# idat (48 firings)
'idated',
# lah (47 firings)
'lah',
# keep (45 firings)
' Keeper',
# urb (43 firings)
'urbed',
# furn (42 firings)
' Furn',
# haun (38 firings)
' haun',
# entertain (38 firings)
' entertained',
# ern (34 firings)
'ernal',
# cavern (30 firings)
' Cavern',
# ifl (30 firings)
'ifled',
# hound (28 firings)
' Hound',
# mim (28 firings)
' Mim',
# enchant (23 firings)
' enchanted',
# frenzy (18 firings)
' Frenzy',
# chant (18 firings)
'chanted',
# aud (17 firings)
'auder',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'haunt-family', 1
def prog_L02F21495(input_tokens):
"""40 token families, 51 surface forms (train F1 of the uncapped optimum: 0.893).
Fires at 3,056 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to the game development company Obsidian Entertainment"""
# --- end external annotation ---
fire = {
# observ (376 firings)
' Observer', ' observ', ' Observ', ' observable',
# obs (232 firings)
' Obs', 'Obs', ' obs',
# occ (190 firings)
' Occ', ' occ', 'Occ',
# sn (163 firings)
'sn',
# aw (131 firings)
' AW',
# nex (103 firings)
' Nex',
# nightmare (77 firings)
' Nightmare',
# inexpl (71 firings)
' inexpl',
# revi (68 firings)
' Revis',
# pred (68 firings)
'pred', 'Pred',
# rez (64 firings)
' Rez',
# philo (56 firings)
' Philos',
# outine (54 firings)
'outine',
# unn (53 firings)
' unn',
# irsch (53 firings)
'irsch',
# unrem (50 firings)
' unrem',
# appar (49 firings)
' appar',
# ign (48 firings)
'Ign',
# pre (46 firings)
' PRES',
# ber (45 firings)
' Bers',
# pos (42 firings)
' Poss',
# sabbath (41 firings)
' Sabbath',
# unex (41 firings)
' unex',
# exp (41 firings)
' EXP',
# reck (39 firings)
' Reck',
# extrap (39 firings)
' extrap',
# inspir (39 firings)
' inspir',
# compar (36 firings)
'Compar', ' compar',
# ?] (33 firings)
'?]',
# obj (30 firings)
' obj', 'obj', ' Obj',
# vom (27 firings)
' vom',
# pract (24 firings)
'Pract',
# repet (23 firings)
' repet',
# recomm (22 firings)
' recomm',
# isec (18 firings)
'isec',
# compul (18 firings)
' compuls',
# ------------------------ (16 firings)
'------------------------',
# █ (15 firings)
' █',
# phenomen (15 firings)
' phenomen',
# esth (11 firings)
'esthes',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'observ-family', 1
def prog_L02F21496(input_tokens):
"""37 token families, 56 surface forms (train F1 of the uncapped optimum: 0.930).
Fires at 21,532 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: references to specific years and events associated with those years"""
# --- end external annotation ---
fire = {
# three (2,441 firings)
'Three', ' Three', 'three',
# 43 (1,315 firings)
' 43', '43',
# 33 (1,238 firings)
' 33',
# 2003 (1,100 firings)
' 2003', '2003',
# 53 (1,066 firings)
' 53', '53',
# 03 (828 firings)
'03', ' 03',
# 63 (695 firings)
' 63', '63',
# 73 (562 firings)
' 73', '73',
# 93 (536 firings)
' 93', '93',
# 83 (526 firings)
' 83', '83',
# 1993 (495 firings)
' 1993', '1993',
# trio (432 firings)
' trio',
# 57 (366 firings)
'57',
# 1983 (341 firings)
' 1983', '1983',
# large (341 firings)
' Large', 'Large',
# 1973 (306 firings)
' 1973', '1973',
# sist (297 firings)
' sisters',
# 1963 (268 firings)
' 1963', '1963',
# 103 (259 firings)
' 103', '103',
# 84 (200 firings)
'84',
# 123 (193 firings)
' 123', '123',
# 113 (170 firings)
' 113', '113',
# 1939 (160 firings)
' 1939',
# 1957 (154 firings)
' 1957',
# 81 (145 firings)
'81',
# 1953 (139 firings)
' 1953',
# 1933 (139 firings)
' 1933',
# 1943 (116 firings)
' 1943',
# enburg (104 firings)
'enburg',
# creamy (101 firings)
' creamy',
# 153 (93 firings)
' 153', '153',
# rwanda (89 firings)
' Rwanda',
# !!!! (87 firings)
'!!!!',
# 1923 (83 firings)
' 1923',
# cds (79 firings)
' CDs',
# 1913 (75 firings)
' 1913',
# rapist (63 firings)
' rapists',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'three-family', 1
def prog_L02F21497(input_tokens):
"""14 token families, 16 surface forms (train F1 of the uncapped optimum: 0.799).
Fires at 7,033 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: mentions of Iraq and related events or contexts"""
# --- end external annotation ---
fire = {
# iraq (3,072 firings)
' Iraq', 'Iraq',
# iraqi (562 firings)
' Iraqi', ' Iraqis',
# libya (545 firings)
' Libya',
# baghdad (344 firings)
' Baghdad',
# saddam (145 firings)
' Saddam',
# hussein (102 firings)
' Hussein',
# kosovo (99 firings)
' Kosovo',
# bosnia (95 firings)
' Bosnia',
# ujah (71 firings)
'ujah',
# iyah (61 firings)
'iyah',
# terrorism (51 firings)
' Terrorism',
# library (39 firings)
'Library',
# amia (32 firings)
'amia',
# ql (18 firings)
'ql',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'iraq-family', 1
def prog_L02F21498(input_tokens):
"""45 token families, 47 surface forms (train F1 of the uncapped optimum: 0.733).
Fires at 5,394 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: terms related to destabilization and instability"""
# --- end external annotation ---
fire = {
# provocat (193 firings)
' provocative',
# cris (163 firings)
' crises',
# weaken (157 firings)
' weakening', ' weaken',
# inst (149 firings)
' instability',
# sectarian (149 firings)
' sectarian',
# unst (143 firings)
' unstable',
# overthrow (130 firings)
' overthrow',
# geopolit (117 firings)
' geopolitical',
# abil (112 firings)
'abil',
# dysfunc (107 firings)
' dysfunction',
# destabil (104 firings)
' destabil',
# blackmail (104 firings)
' blackmail',
# unsettl (100 firings)
' unsettling',
# kissing (100 firings)
' Kissinger',
# intrigue (95 firings)
' intrigue',
# dictator (80 firings)
' dictators',
# disinforma (73 firings)
' disinformation',
# unsustain (70 firings)
' unsustainable',
# prosp (70 firings)
' Prosper',
# collaps (69 firings)
' collapsing',
# agenda (66 firings)
' agendas',
# arm (65 firings)
' arming',
# disrupt (64 firings)
' disrupting',
# superpow (61 firings)
' superpower',
# mercenar (60 firings)
' mercenaries',
# olitic (57 firings)
'olitics',
# uncontroll (52 firings)
' uncontroll',
# provoca (50 firings)
' provocation',
# elast (50 firings)
' Elastic',
# stan (50 firings)
'stan',
# topple (49 firings)
' topple',
# stabil (49 firings)
' stabil',
# puppet (49 firings)
' puppet',
# eur (48 firings)
' Eur',
# hegemony (47 firings)
' hegemony',
# reson (47 firings)
' resonance', ' Reson',
# geop (45 firings)
' geop',
# agate (40 firings)
'agate',
# scholar (30 firings)
' Scholar',
# ocat (29 firings)
'ocative',
# mesm (29 firings)
' mesmer',
# south (28 firings)
'south',
# imperialist (27 firings)
' imperialist',
# ura (24 firings)
'uras',
# dele (24 firings)
' dele',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'provocat-family', 1
def prog_L02F21499(input_tokens):
"""7 token families, 13 surface forms (train F1 of the uncapped optimum: 0.900).
Fires at 12,372 of 36,786,566 positions."""
# --- begin external annotation (ignored at runtime) ---
"""prev SAE description: questions that start with "Why." """
# --- end external annotation ---
fire = {
# why (10,746 firings)
' why', 'Why', ' Why', 'why', ' WHY',
# wh (224 firings)
'WH',
# isn (161 firings)
' Isn', 'Isn',
# reason (102 firings)
' Reasons',
# understand (53 firings)
' Understanding',
# huh (52 firings)
' Huh', 'Huh',
# inexplic (42 firings)
' inexplicable',
}
token = input_tokens[-1]
if token not in fire:
return "no match", 0
return 'why-family', 1