SlowGuess/ACL_2020_OCR huggingface dataset:
Age: Young vs. Older The list of top-10 detected words from our method (NN) vs. AlignCos method, for corpus split according to the age of the tweet-author is displayed in Section 7. Interesting words found at the top-10 list are the following (young vs. older): dem ('them' vs. US political party), dam ('damn' vs. water barrier), assist (football contribution vs. help). In addition, interesting
words that came up in the top-30 list are the following: pc (personal computer vs. Canadian party), presents (introduces vs. gifts), wing (general vs. political meaning), prime (general vs. political meaning), lab (school vs. professional).
Gender: Male vs. Female The list of top-10 detected words from our method (NN) vs. AlignCos method, for corpus split according to the gender of the tweet-author is displayed in Table 5. Interesting words found at the top-10 list are the following (male vs. female): clutch (grasping vs. female bag), bra (colloquial usage like 'bro' vs. female clothing), gp (grand prix event vs. general practitioner). In addition, interesting words that came up in the top-40 list are the following: stat (statistics vs. right away), pit (car-related vs. dog-related), dash (radio station vs. quantity), pearl (pearl harbor vs. gemstone and color).
Occupation: Performer vs. Sports The list of top-10 detected words from our method (NN) vs. AlignCos method, for corpus split according to the occupation (Performer vs. Sports) of the tweet-author is displayed in Table 6.
Occupation: Creator vs. Sports The list of top-10 detected words from our method (NN) vs. Align-Cos method, for corpus split according to the occupation (Creator vs. Sports) of the tweet-author is displayed in Table 7. Interesting words found at the top-10 list are the following (creator vs. sports): cc (carbon copy vs. country club), op (event opening vs. operation), wing (politics vs. football player position), worlds (earth vs. world cup). In addition, interesting words that came up in the top-20 list are the following: oval (oval office vs. sports ground), fantasy (genre vs. fantasy football), striking (shocking vs. salient), chilling (frightening vs. relaxing), fury (book: fire and fury vs. British boxer).
Occupation: Creator vs. Performer The list of top-10 detected words from our method (NN) vs. AlignCos method, for corpus split according to the occupation (Creator vs. Performer) of the tweet-author is displayed in Table 8. Interesting words found at the top-10 list are the following (creator vs. performer): dash (travel vs. person), presents (introduces vs. gifts), chapter (book vs. movie). In addition, interesting words that came up in the top-30 list are the following: cartoon (cartoonist vs. movie), scoop (news story vs. ice cream),
$^{10}$ https://github.com/myleott/  
ark-twokenize-py  
 $^{11}$ https://www.nltk.org/_modules/nltk/  
tokenize/moses.html  
 $^{12}$ https://radimrehurek.com/gensim/  
models/word2vec.html
mega (money vs. largeness), sessions (assembly vs. period).
Time of week: Weekday vs. Weekend The list of top-10 detected words from our method (NN) vs. AlignCos method, for corpus split according to the time of week (Weekday vs. Weekend) of the tweet is displayed in Table 9. Interesting words found at the top-10 list are the following (weekday vs. weekend): cc (credit card vs. carbon copy), pitch (presentation attribute vs. playing surface), bond (agreement vs. movie character). In addition, interesting words that came up in the top-30 list are the following: sunday (day of the week vs. vacation-related), vp (vice president vs. tv-series: True Jackson, VP), third (report-related vs. sports-related), cliff (first name vs. mountain cliff), fight (general meaning vs. boxing).
French: 2014 vs. 2018 The list of top-10 detected words from our method (NN) vs. AlignCos method, for corpus split according to the year of the French text is displayed in Table 10. Interesting words found at the top-10 list are the following (2014 vs. 2018): ia (frequent misspelled contraction of "ya" in 2014, vernacular form of "il y a", there is, vs. "intelligence artificielle", artificial intelligence), divergent (the movie vs. the adjective). In addition, interesting words that came up in the top-30 list are the following: pls (contraction of the borrowing "please" vs. the acronym of "Position latérale de sécurité", lateral safety position, which is now used as a figurative synonym for "having a stroke". In the same vein, and tied to political debates, we note apl (contraction of "appel/appeler", call/to call vs. controversial housing subsidies).
Hebrew: 2014 vs. 2018 The list of top-10 detected words from our method (NN) vs. AlignCos method, for corpus split according to the year of the Hebrew text is displayed in Figure 4. Interesting words found at the top-10 list (2014 vs. 2018) are the following (we use transliteration accompanied with a literal translation to English): beelohim-in god (pledge word vs. religion-related) and Kim-Kim (First name vs. Kim Jong-un). In addition, interesting words that came up in the top-30 list are the following: shtifat-washing (plumbing vs. brainwashing), miklat-shelter (building vs. asylum (for refugees)), borot-pit/ignorance (plural of pit vs. ignorance).
English (1900 vs. 1990)
NN	neighbors in each corpus
gay	cheery, humoured, apparel, natural, dresses, attire, neat, bright, genial, unusually lesbian, transgender, lesbians, katz, bisexual, bisexuals, coalition, gays, bi, gras
van	wyk, commented, sterne, skipper, south, simon, defarge, ned, island, carolina truck, helsing, luyden, luydens, pickup, Toyota, jeep, porsche, volvo, der
press	pressed, publisher, papers, issues, dublin, circulation, thickest, wilson, paper, payment ams, belknap, harvester, wesleyan, newberry, westview, middletown, esp, harrington, gainesville
oxford	durham, albany, lincoln, sometime, ireland, john, canon, christ, bishops, newcastle clarendon, basingstoke, supervising, blackwell, 1921, researching, database, ibadan, walton, peruse
major	curty, osborne, gordon, retorted, dryly, inspector, steele, chester, stewart, morris brigadier, factor, dramatist, producers, andre, schomburg, boswell, brian, biggest, insignia
2	vide, woodcuts, illustrations, peggy, demy, cloister, portrait, memoirs, baroness, allen rte, 767, tn, dresden, vols, 38225, bp, klingon, 1863, 98765432
cambridge	dublin, queens, glasgow, tutor, jesus, newcastle, christ, assistant, student, kent belknap, blackwell, 1921, persephone, harvester, hogarth, clarendon, ams, vols, esp
1	ornamental, woodcuts, dad, biography, section, demy, cent, 8vo, t, 3s xlibris, deduct, freepost, 345, 1001, 98765432, 350, 888, toulouse, bunkyo
new	revised, comer, institute, commonwealth, comers, development, insurance, illustrated, testament, magazine ungar, picayune, schocken, ams, crowell, atheneum, upstate, 10012, praeger, harrington
check	restrain, effort, balance, exertion, strove, readiness, restrained, gave, jerk, held cashier, update, checkbook, checks, payable, money, certificate, postal, brochure, lor
AlignCos Top-10	wanting, gay, check, starting, major, actually, touching, harry, headed, romance
Table 4: Top-10 detected words from our method (NN) vs. AlignCos method (last row), for corpus split according to the year of the text. Each word from our method is accompanied by its top-10 neighbors in each of the two corpora (1900 vs. 1990).
Gender (male vs. female)
bra	bruh, brah, bro, cuh, homie, boi, cuzzo, dawg, breh, brudda thong, jeans, strapless, leggings, tights, underwear, skirt, pants, sneakers, shorts
clutch	threes, walkoff, mookie, dingers, layups, midrange, game-winning, diaw, gwg, layup sequin, beaded, gown, dress, handbag, chiffon, headpiece, tote, sandal, swarovski
mm	cores, thickness, oled, diameter, deg, usb-c, ssd, dbo,gpu, cpu , huh, arizona, that's, errrr, bcz, thts, cc ,
mc	armand, dilla, rza, kuntryking, rapper, boney, riz, donald's, huss, dizzee obe, showstopper, groupie, fleming, thnks, hoff, cohost, honoree, harmon, reece
gp	motogp, thruxton, monza, indycar, dtm, snetterton, suzuka, hockenheim, criterium, wec physicians, pharmacists, clinical, procurement, ndis, insurers, nbn, tfl, hep, mh
keeper	midfielder, cech, krul, benteke, free-kick, freekick, aguero, defoe, benzema, goalscorer dynamo, goofball, hero, hustler, touche, stud, digger, nemesis, saver, ruler
nd	tht,iu, wvu, gtown, isu, wisco, ou, gng, huggs, byu minot, nh, ky, hoosier, farmers, heitkamp, ranchers, dakota, rural, ndans
hay	bales, doon, beech, hinton, blackwood, noches, ayer, mong, dartford, rooty beccy, goat, mclaren, portage, ale, glasto, grafton, daffodils, cornish, crap
steph	lebron, kyrie, klay, harden, draymond, rondo, melo, delly, dwade, korver chels, rach, leah, sam, liz,Dani, trish, lovie, cait, kel
echo	homepod, orc, cortana, npc, oculus, undead, redstone, forked, emergent, echoed paradiso, avalanche, asbury, hyde, sondheim, coliseum, oasis , empress, inconvenient
AlignCos Top-10	bra, mm, todd, bonnie, ralph, casey, stacey, gordon, lou, dana
Table 5: Top-10 detected words from our method (NN) vs. AlignCos method (last row), for corpus split according to the gender of the tweet-author. Each word from our method is accompanied by its top-10 neighbors in each of the two corpora (Male vs. Female).
Occupation (performer vs. sports)
NN	neighbors in each corpus
blues	funk, reggae, b.b., boneshakers, folk, bluegrass, grooves, rhythm, trippers, moody hawks, leafs, rangers, sabres, bruins, tahs, fulham, knights, yotes, maroons
cc	sabathia, montclair, firestone, bethpage, isleworth, tourn, dorado, quail, riviera, westchester
dub	anim, subtitles, dubbing, dubbed, dlc, boxset, badman, rxm, miku, trax lakeshow, crunk, yessir, w, yessirr, ayeeee, win, ayeeee, yessirrr, yesir
bra	thong, panty, headband, panties, spanx, jeans, corset, uggs, tights, blouse bro, cuh, brodie, boi, dawg, brahh, breh, broo, cuzz, cuzo
track	rx, tunes, album's, , trax, single, sampler, instrumental, unreleased, song's racetrack, racin, field, slicks, velodrome, circuit, mb, race, racing, sandown
wing	extremist, liberal, right-wing, fascists, leftist, conservative, propaganda, extremism, extremists, nationalists flank, footed, rear, wingers, fullback, retake, netting, seat, midfield, fullbacks
par	ghar, nahin, dekhna, Mujhe, rahe, kiya, apne, naam, aaj, theek pars, bogey, birdie, holes, putts, hole, putted, fairway, birdied, sawgrass
mo	starlite, reeds, knuckleheads, bossier, rocke, kcmo, stafford, granada, hutchinson, rosemont bamba, tash, , wesley, kev, mane, yessssssssss, wes, yessssir, muzzy
ace	sweeeeet, fantastic, amazeballs, rad, amaaaazing, exceptional, sweeeet, jez, amazing-, hoot sickkk, jb, robin, angel, stoner, ostrich, ayeeee, milly, homey, hustler
duo	supergroup, violinist, troupe, cardenas, stylings, cellist, baritone, multi-talented, vocalist, bassist tandem, northgate, dominant, keanu, hooker, wingers, rebounder, squads, superstar, jada
AlignCos Top-10 spencer, reed, dub, kurt, jerry, kirk, nova, watson, wa, curtis
Table 6: Top-10 detected words from our method (NN) vs. AlignCos method (last row), for corpus split according to the occupation of the tweet-author. Each word from our method is accompanied by its top-10 neighbors in each of the two corpora (performer vs. sports).
Occupation (creator vs. sports)
NN	neighbors in each corpus
cc	, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ,
op	nel, reeva, roux, hoare, pathologist, shauna, baden-clay, ed, nedrow, barrister reconstruction, achilles, knee, ruptured, recovering, acl, surgeon, meniscus, tendon, injury
blues	reggae, bluegrass, fillmore, rhythm, rockers, ellington, grooves, techno, dnb, hob hawks, leafs, sabres, bruins, tahs, fulham, yotes, rovers, gunners, maroons
origin	ethnicity, ancestry, identity, significance, mythology, identification, protagonists, lineage, lore, retelling nrl, afl, maroons, qld, footy, ashes, wallabies, a-league, premiership, roosters
wing	right-wing, far-left, faction, left-wing, zionist, reactionary, globalist, conservative, extremist, liberal flank, footed, fullback, retake, netting, seat, midfield, fullbacks, guard, mozzarella
weigh	meddle, defer, invest, bathe, reassure, implicated, experts, ponder, expel, summarize weigh-in, weigh-ins, ins, sparring, pre-fight, ufc, bellator, strikeforce, spar, ucffightpass
worlds	universes, history's, colliding, realms, planets, universe, eras, modes, franchises, environments europeans, olympics, worldcup, commonweALTHs, wc, commonwealth, championships, european, cwg, paralympics
sessions	comey, rosenstein, recusal, mcgahn, mccabe, recused, recuse, mueller, doj, dhs practices, sess, circuits, drills, weights, interval, camps, trainings, training, workout
track	rmx, compilation, reloaded, hexagon, soundcloud, ep, dnb, bandsintown, tunes, rework racetrack, racin, sx, field, slicks, velodrome, circuit, mtb, race, racing
presents	luts, voyager, housecall, ottaviani, uploaded, balearic, inharmony, drringer, machel, schulz pressies, pressie, advent, decorating, cupcakes, toys, x-mas, sweets, certificates, handmade
AlignCos Top-10 | lawrence, marc, morris, op, diamond, carter, dash, cont, bee, norman
Table 7: Top-10 detected words from our method (NN) vs. AlignCos method (last row), for corpus split according to the occupation of the tweet-author. Each word from our method is accompanied by its top-10 neighbors in each of the two corpora (creator vs. sports).
Occupation (creator vs. performer)
NN	neighbors in each corpus
echo	distortion, echoing, google's, lcd, ibooks, vibe, voice, songbook, audience, roku griffith, park, regents, acjokes, crest, roxy, paramount, trippers, folly, petco
inc	kopel's, acquires, takeover, selects, async, -short, sony, invests, blaqstarr, tata aimless, caa, phonte, psi, edu, morillo, fuentes, omega, intl, int'l
cont	rec, thru, mang, recs, mi, ul, sr, bsm, ing, tm thku, rt, oht, btw-, muah, 0) rty, vry, twd, rt, wnt
presents	luts, voyager, housecall, ottaviani, uploaded, balearic, inharmony, derringer, machel, schulz morillo, erick, bash, pressies, whalum, pressie, winans, pawty, productions, tory
rebel	kurdish, libyan, jihadist, factions, sunny, jihadi, militant, hamas, daesh, isis ruler, rocker, geek, muse, whore, nerd, madonna's, daydream, gangster, hippie
buck	manziel, clayton, jerry, wiley, cowboys, romo, ambrose, flacco, kidd, mavs bucky, cocker, paperboy, rickie, hefner, mcdowell, roddy, cy, farmer, leadoff
thee	salute, paraphrase, bishop, esv, browning, faulkner, lia, medina, kaysha, atwood shalt, thyself, merciful, ephesians, hahahahahahah, thine, philippians, yessssssss, throne, humbly
chapter	prologue, prc, outlining, novella, pages, scene, heartstopper, cebu, tome, outline bl, tblst, smdf, doom, grimmest, warhammer, quilt, draculas, dario, crusade
dash	jnr, peppermint, flashes, wop, keef, cappuccino, scotty, hummus, lily, disco skeetv, skee, radio, hbr, snip, twirl, , blip, iheart, krispy
op	hoare, pathologist, shauna, baden-clay, nedrow, barrister, arguedas, protestor, bourque, arias urgentdogsofmiami's, direenvirtue's, dermatologist, examination, surgeon, physio, intv, ons, nasal, doctor
AlignCos Top-10 vince, todd, dana, watson, norman, marc, jerry, rs, mitch, brooks
Table 8: Top-10 detected words from our method (NN) vs. AlignCos method (last row), for corpus split according to the occupation of the tweet-author. Each word from our method is accompanied by its top-10 neighbors in each of the two corpora (creator vs. performer).
Time of week (weekday vs. weekend)
NN	neighbors in each corpus
trick	s导读, sneaky, summat, moonwalk, frighten, rubik's, clicker, smthng, stunt, foam
treaters, theater, tricker, trick-or-treating, trick-or-treat, treats, or, neices, trick-or-treaters, kids
cc	citibank, debit, wachovia, credit, barter, visa, waived, payment, pkg, expedia
snyder, ecu, rivera, mvc, yankees, clinches, natl, lin, ul, rk
ups	dhl, upping, situps, gowalla, shipment, shipments, fy, lunges, webos, sit-ups
budgets, tractor, full-time, dri, radioshack, quik, distribution, fro, cheesesburgers, soulja
recall	recalling, maclaren, stork, cribs, strollers, defective, pedals, tundra, toyota, manufacturer
fancy, specify, attribute, recommend, resist, adjust, vary, fwiw, grieve, refrain
rush	stampede, queues, detour, stretch, layover, standstill, congestion, levin, oncoming, braving
refusal, jerry, pass, cbs, sellout, sideline, dover, interference, onside, tuscaloosa
bond	etfs, bernanke, insurer, sentencing, trustee, r.i., deficits, rba, hig, funds
labor, humphrey, clarke, srk, titanic, fireman, colonel, fx, barney, jessie
pitch	bullpen, clinch, utley, win-win, lidge, interviewed, series, signage, stun, teleconference
midfield, half-time, werth, tsn, offside, scoreless, roughing, punts, goal, rockies
lloyd	marv, asher, peter, andre, payton, phillip, bennett, o'connor, neal, wright
llyod, jeward, mcelderry, lloyd's, ollie, stace, danyl's, Jedwards, afro, olly's
zone	faction, wasteland, emp, vibin, i.e., l.a., constraints, realms, xtreme, jammin
endzone, redzone, fumbled, fumbles, interceptions, touchdown, interference, bounds, interception, romo
ref	salary, overturn, statewide, applicants, amendments, position, ordinance, commissioning, nsw, anc
offside, capello, burley, mangini, play-off, officiating, roughing, rooney, interference, fumbled
AlignCos Top-10 | maine, evan, griffin, terry, sp, aaron, ken, harris, todd, li
Table 9: Top-10 detected words from our method (NN) vs. AlignCos method (last row), for corpus split according to the time of week of the tweet. Each word from our method is accompanied by its top-10 neighbors in each of the two corpora (weekday vs. weekend).
French (2014 vs. 2018)
NN	neighbors in each corpus
malcom	charmed, futurama, desperate, housewives, housewives, simpson, hunter, ferb, smallville, scott dembele, coutinho, mariano, paulinho, rafinha, diakhaby, dembélé, dembelé, dembouz, rakitic
rn	en, eb, zn, en., enn, bored, bloquee, same, omfgg, stm fn, rn, dlf, fn., lfi, fhaine, lr, ex-fn, frem, pcf
boe	bne, BNNE, bonne, binne, bonnne, boonne, bone, bnn, bonnee, boonnenpeiffer, fourcade, svendsen, makarainen, schempp, desthieux, guigonnat, kuzmina, dahlmeier, tarjei
mina	kenza, ibtissem, bety, ghada, lina, laith, bzf, liya, ana, salom yerry, yerri, paulinho, gomes, mina., alcacer, rakitic, rafinha, dembele, coutinho
smet	smetre, smette, tmet, met, spose, senjaille, stappe, smettent, sdonne, samuse hallyday, laeticia, laura, laeticia, vartan, halliday, hallyday., johnny, boudou, laetitia
lr	bdx, dk, poitiers, bx, rouen, caen, amiens, malo, perpi, aix lr., frem, dlf, lfi, fn, ump, républicains, udi, vb, rn
divergent	tmr, tfios, thg, catching, hunger, mockingjay, fsog, insurgent, allegiant, tobias divergent., diverge, divergentes, diffèrent, convergent, diverger, diamétralement, concordent, opposées., divergences
ia	ya, y', yaura, quya, yavai, yaver, yora, yavait, yia, jconai artificielle, intelligenceartificielle, i.a., ia., intelligence, iot, i.a., artificielle., chatbots, automatisation
jdr	jdrr, hablais, duele, pfpfpfpfpf, eso, igual, nadie, déjame, pensar, pelis jdr., warhammer, shadowrun, roleplay, pathfinder, shmup, fangame, dungeon, rp, webcomic
cs	csst, ceest, enpls, wch, tst, cetei, wcch, c, ctei, cetai csgo, rl, pubg, fornite, fortnite, battlerite, faceit, ow, cod, iota
AlignCos Top-10	-l, malcom, maximilien, dna, lr, mina, boe, dias, sierra, giuseppe
Table 10: Top-10 detected words from our method (NN) vs. AlignCos method (last row), for corpus split according to the year of the text. Each word from our method is accompanied by its top-10 neighbors in each of the two corpora (2014 vs. 2018).
Hebrew (2014 vs. 2018)
NN	neighbors in each corpus
הכלה	הכלה,הכלה,הכלה,הכלה,הכלה,הכלה,הכלה,הכלה,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכcia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכphia,הכphia,הכphia,הכphia,הכphia,הכphia,הכphia,הכphia,הכphia,הכphia,הכphia,הכphia,הכphia,הכphia,הכphia,הכphia,הכphia,הכphia,הכphia,הכphia,הכphia,הכphia,הכphia,הכphia,הכphia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכchia,הכgia,הכchia,הכchia,הכchia,הכchia,ה醜,ה醜,ה醜,ה醜,ה醜,ה醜,ה醜,ה醜,ה醜,ה醜,ה醜,ה醜,ה醜,ה醜,ה醜,ה醜,ה醜,-
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Figure 4: Top-10 detected words from our method (NN) vs. AlignCos method (last row), for corpus split according to the year of the text. Each word from our method is accompanied by its top-10 neighbors in each of the two corpora (2014 vs. 2018).