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Datasets:
fufu1976
/
multilingual-shopping-queries

Tasks:
Translation
Text Retrieval
Modalities:
Tabular
Text
Formats:
csv
Languages:
Hebrew
Russian
German
Size:
< 1K
Tags:
e-commerce
query-rewriting
cross-lingual-retrieval
shopping
aliexpress
hebrew
Libraries:
Datasets
pandas
Polars
License:
Dataset card Data Studio Files
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source_query
string
language
string
marketplace_query
string
origin
string
times_searched
int64
spoken
int64
ูุณุชุงู† ู†ุณุงุฆูŠ
ar
women dress
learned
2
0
ู…ู„ุงุจุณ ุตูŠููŠุฉ
ar
summer clothes women
learned
2
0
ู…ู„ุงุจุณ ู†ุณุงุฆูŠุฉ
ar
women clothing set
learned
2
0
ุจูŠุฌุงู…ุฉ ู†ุณุงุฆูŠุฉ
ar
women pajama set
learned
1
0
ุฌู…ุงู„
ar
beauty makeup set
learned
1
0
ุญู‚ูŠุจุฉ ูƒุชู
ar
shoulder bag women
learned
1
0
ุนุทูˆุฑ
ar
perfume for men
learned
1
0
ุนู„ุงุฌ ุงู„ุจุดุฑุฉ
ar
skin care treatment
learned
1
0
ูุณุงุชูŠู†
ar
women dress
observed
1
0
ูุณุชุงู† ุณู‡ุฑุฉ
ar
evening dress women
learned
1
0
Smartwatch
de
smartwatch economico
observed
1
0
Sneaker
de
sneakers shoes
observed
1
0
best ะฟะธัˆั‚ะฐะฝะพะฒัƒัŽ ั€ัƒะฑะฐัˆะบัƒ ั€ะฐะปัŒั„ ะปะพั€ะตะฝ
de
ralph lauren shirt
observed
1
0
damenschuhe
de
sneakers women lace up
observed
1
0
dog chew toy
de
dog chew toy ball rubber squeaky
observed
1
0
ะ–ะตะฝัะบะฐั ะฟะธัˆั‚ะฐะฝะพะฒะฐั ั€ัƒะฑะฐัˆะบะฐ
de
women plaid shirt
observed
1
0
ะŸะธัˆั‚ะฐะฝะพะฒัƒัŽ ั€ัƒะฑะฐัˆะบัƒ ั€ะฐะปัŒั„ ะปะพั€ะตะฝ
de
ralph lauren shirt
observed
1
0
ะ ะฐะปัŒั„ ะปะพั€ะตะฝ
de
ralph lauren polo
observed
1
0
ะฟะธัˆั‚ะฐะฝะพะฒัƒัŽ ั€ัƒะฑะฐัˆะบัƒ ั€ะฐะปัŒั„ ะปะพั€ะตะฝ for women
de
ralph lauren shirt
observed
1
0
ะฟะธัˆั‚ะฐะฝะพะฒัƒัŽ ั€ัƒะฑะฐัˆะบัƒ ั€ะฐะปัŒั„ ะปะพั€ะตะฝ for women for women
de
ralph lauren shirt
observed
1
0
ะฟะธัˆั‚ะฐะฝะพะฒัƒัŽ ั€ัƒะฑะฐัˆะบัƒ ั€ะฐะปัŒั„ ะปะพั€ะตะฝ for women for women for men
de
ralph lauren shirt
observed
1
0
ะฟะธัˆั‚ะฐะฝะพะฒัƒัŽ ั€ัƒะฑะฐัˆะบัƒ ั€ะฐะปัŒั„ ะปะพั€ะตะฝ for women for women for men 2026
de
ralph lauren shirt
observed
1
0
gadgets cocina utensilios
es
gadgets cuisine ustensiles cocina utensilios
observed
1
0
gadgets hogar inteligente
es
gadgets cuisine ustensiles hogar inteligente
observed
1
0
home storage organizer
es
kitchen gadgets tools home decor majlis storage organizer
observed
1
0
sandalias birkenstock mujer
es
sandalias birkenstock sandalen damen mujer
observed
1
0
zapatillas nike mujer
es
zapatillas nike mind mujer
observed
1
0
gadgets bebe
fr
gadgets cuisine ustensiles bebe
observed
2
0
Birkenstock
fr
birkenstock sandalen damen
observed
1
0
Chaussures moins cher
fr
chaussures femme moins cher
observed
1
0
Sacs
fr
sacs cuisine
observed
1
0
Ugg
fr
ugg boots women
observed
1
0
baskets nike femme
fr
baskets sneakers women lace up nike femme
observed
1
0
pas cher sacs
fr
pas cher sacs cuisine
observed
1
0
robe de soirรฉe
fr
robe de soiree femme de
observed
1
0
stรฉrilisateur
fr
usb
observed
1
0
top top ugg
fr
top ugg boots women top
observed
1
0
top ugg
fr
top ugg boots women
observed
1
0
women shoes
fr
women shoes comfortable daily wear
observed
1
0
ื›ืคืคื•ืช
he
gloves winter
learned
7
0
ืžืขื™ืœ ืขื•ืจ
he
leather jacket men
learned
3
0
ื•ื™ืœื•ืŸ ืœื—ื“ืจ ืฉื™ื ื”
he
bedroom curtains
learned
2
0
ื›ื™ืœื” ืœืžื™ื˜ื”
he
bed canopy netting
learned
2
0
ื›ื™ืกื•ื™ ืœืกืคื”
he
sofa cover slipcover
learned
2
0
ื›ื™ืกื•ื™ ืฉืžื™ื›ื”
he
duvet cover set
learned
2
0
ื›ืจื™ืช ื”ืจื™ื•ืŸ
he
pregnancy pillow
learned
2
0
ืžื’ืŸ ืžื–ืจืŸ ื™ืœื“ื™ื
he
crib mattress protector
learned
2
0
ืžืคื™ืช ืฉื•ืœื—ืŸ
he
table napkin
learned
2
0
ืžืฆืขื™ื ืืคื•ืจ
he
grey bedding set
learned
2
0
ืžืฆืขื™ื ื‘ื•ื”ื•
he
boho bedding set
learned
2
0
ืžืฆืขื™ื ื‘ื–
he
beige bedding set
learned
2
0
ืžืฆืขื™ื ื‘ืžื‘ื•ืง
he
bamboo bedding set
learned
2
0
ืžืฆืขื™ื ื”ื™ืคื•ืืœืจื’ื ื™ื™ื
he
hypoallergenic bedding set
learned
2
0
ืžืฆืขื™ื ื–ื•ืœื™ื
he
cheap bedding set
learned
2
0
ืžืฆืขื™ื ืœื™ืœื“ื™ื
he
kids bedding set
learned
2
0
ืžืฆืขื™ื ืœืžื™ื˜ืช ื ื•ืขืจ
he
teen bedding set
learned
2
0
ืžืฆืขื™ื ืœืžื™ื˜ืช ืชื™ื ื•ืง
he
baby crib bedding
learned
2
0
ืžืฆืขื™ื ืœืžืขื•ื ื•ืช
he
dorm bedding set
learned
2
0
ืžืฆืขื™ื ืœืงื™ืฅ
he
summer bedding set
learned
2
0
ืžืฆืขื™ื ืžื™ื˜ืช ื™ื—ื™ื“
he
single bed sheet set
learned
2
0
ืžืฆืขื™ื ื ื•ืฉืžื™ื ื›ื•ืชื ื”
he
cotton bedding set
learned
2
0
ืžืฆืขื™ื ื ื•ืฉืžื™ื ืœื–ื™ืขื”
he
breathable bedding set
learned
2
0
ืžืฆืขื™ื ืคืจื—ื•ื ื™
he
floral bedding set
learned
2
0
ืžืฆืขื™ื ืงื™ืฆื™ื™ื ื ื•ืฉืžื™ื
he
summer bedding set
learned
2
0
ืžืฆืขื™ื ืงืจื™ืจื™ื ืœืงื™ืฅ
he
cooling bed sheets
learned
2
0
ืžืฆืขื™ื ืฉื—ื•ืจื™ื
he
black bedding set
learned
2
0
ืกื“ื™ืŸ ืžื•ืชืื 90
he
fitted sheet 90x200
learned
2
0
ืกื“ื™ืŸ ืžื•ืชืื ื˜ื•ืคืจ
he
fitted bed sheet
learned
2
0
ืกื“ื™ืŸ ืžื•ืชืื ืงื™ื ื’
he
king fitted sheet
learned
2
0
ืกื“ื™ืŸ ืงืจื™ืจ
he
cooling bed sheet
learned
2
0
ืกื˜ ืžืฆืขื™ื ื–ื•ื’ื™
he
bedding set queen
learned
2
0
ืกื˜ ืžืฆืขื™ื ื–ื•ืœ
he
bedding set
learned
2
0
ืกื˜ ืžืฆืขื™ื ื—ืžื™ื
he
flannel bedding set
learned
2
0
ืกื˜ ืžืฆืขื™ื ื™ืคื”
he
bedding set
learned
2
0
ืกื˜ ืžืฆืขื™ื ืคื•ืคื•ืœืจื™
he
bedding set
learned
2
0
ืคื•ืฃ
he
pouf ottoman
learned
2
0
ืฆื™ืคื™ื•ืช ืœื›ืจื™ื•ืช
he
pillow covers
learned
2
0
ืฆื™ืคืช ืฉืžื™ื›ื”
he
duvet cover
learned
2
0
ืฉื˜ื™ื— ื—ื“ืจ ืฉื™ื ื”
he
bedroom area rug
learned
2
0
ืฉืžื™ื›ื” ื›ื‘ื“ื”
he
weighted blanket
learned
2
0
ืฉืžื™ื›ื” ืงืœื”
he
lightweight blanket
learned
2
0
ืฉืžื™ื›ืช ื—ื•ืจืฃ
he
winter blanket thick
learned
2
0
ืฉืžื™ื›ืช ืงื™ืฅ ื“ืงื”
he
summer thin blanket
learned
2
0
ืฉืขื•ืŸ ื—ื›ื
he
smart watch
learned
2
0
ืื“ื™ื“ืก ืกืคื™ืฆืืœ
he
adidas spezial
learned
1
0
ืื•ื‘ืจื•ืœ
he
women jumpsuit elegant
curated
1
0
ืื•ื–ื ื™ื•ืช ืืœื—ื•ื˜ื™ื•ืช ืฉืžืชืื™ืžื•ืช ืœื™ืœื“ื™ื
he
kids wireless headphones
learned
1
0
ืื•ืคื ื” ืฆื ื•ืขื”
he
modest fashion women
learned
1
0
ืื•ืจื‘ืŸ ืืื•ื˜ืคื™ื˜ืจืก
he
urban outfitters style
learned
1
0
ืื™ื›ื•ืชื™ ื—ื•ืœืฆืช ืคื•ืœื• ืœื‘ื ื™ื ื‘ื’ื™ืœ 11 ืฉื ื™ื
he
boys polo shirt
learned
1
0
ืื™ื›ื•ืชื™ ืžื•ืงืกื™ืŸ ืฉืœ loro piana ืœื’ื‘ืจื™ื
he
men loafers suede
learned
1
0
ืื™ืคื•ืจ
he
makeup cosmetics beauty
curated
1
0
ืืœื•
he
seamless yoga set women activewear
curated
1
0
ืืจื ืง ื’ื‘ืจ
he
men wallet leather
learned
1
0
ื‘ื’ื“ ื™ื ืคืจื—ื•ื ื™
he
floral swimsuit women
learned
1
0
ื‘ื’ื“ื™ ืกืคื•ืจื˜ ืœื ืฉื™ื
he
sportswear women set
learned
1
0
ื‘ื’ื“ื™ื ื–ืืจื”
he
women fashion clothes
learned
1
0
ื‘ื’ื“ื™ื ืกื˜ื™ื™ืœ ื–ืืจื”
he
zara style clothing
learned
1
0
ื‘ื•ืกื˜ืจ ืœืจื›ื‘
he
car booster seat
learned
1
1
ื‘ื™ืจื ืฉื˜ื•ืง
he
birkenstock sandals
learned
1
0
End of preview. Expand in Data Studio

Multilingual Shopping Queries โ†’ Marketplace Queries

941 pairs mapping how shoppers actually phrase a product search in their own language to the short English query that marketplace listings (AliExpress) are indexed under.

It comes from OneFindMe, a free multilingual AI product search engine for AliExpress (voice, image and plain-language search in 12 languages).

Why this is useful

Cross-lingual product search does not fail on vocabulary alone. A shopper's everyday phrase and a seller's listing title are different registers, and word-for-word machine translation makes the gap worse: it optimises for fluency, not retrieval. The target side here is the retrieval form โ€” short, noun-first, in the words sellers use โ€” not a literal translation. Useful for:

  • training or evaluating query-rewriting / query-translation for e-commerce retrieval
  • studying how intent is expressed differently from catalogue language
  • low-resource shopping vocabulary, especially Hebrew

Fields

field meaning
source_query the query as a shopper wrote or said it
language ISO 639-1 code of source_query
marketplace_query the English query that retrieves the intended products
origin curated (hand-reviewed mapping), learned (mapping the engine learned and kept), observed (a real search, aggregated)
times_searched how often the query was seen in the search log sample (0 for map-only rows)
spoken 1 if at least one occurrence came from voice search

How it was built and cleaned

  • Sources: the engine's keyword map (curated + learned) and a rolling sample of 2,000 real searches.
  • No personal data: only the query text is kept. No timestamps, countries, IP addresses, user or session identifiers. Rows containing e-mail addresses, URLs, phone-number-like or long digit strings were removed.
  • Kept only genuine rewrites: the target must be plain English; a source tagged Hebrew/Arabic/Russian must be written in that script; rows where the target merely truncates the source (no translation happened) were dropped; duplicated words were collapsed; Englishโ†’English expansions were kept only when curated.
  • 413 of 1,354 candidate rows were removed by these rules.

Limitations

  • Heavily Hebrew (862 of 941). Other languages are sparse โ€” treat them as examples, not a benchmark.
  • Some mappings are intent- or dupe-oriented rather than literal (a brand name may map to the generic product people are actually looking for). That is deliberate โ€” it is what retrieves the right items โ€” but it is not a translation corpus.
  • Mappings reflect one marketplace's catalogue vocabulary in 2026.

License and citation

CC BY 4.0. Please cite as: Ohad Farkash, OneFindMe โ€” Multilingual Shopping Queries โ†’ Marketplace Queries (2026), https://onefindme.com/
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