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        <identifier>oai:figshare.com:article/33980155</identifier>
        <datestamp>2026-09-24T06:15:42Z</datestamp>
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          <dc:title>Multilingual Shopping Queries to Marketplace Queries (OneFindMe, 2026)</dc:title>
          <dc:creator>ohad Farkash (25102423)</dc:creator>
          <dc:creator>Ohad Farkash (25102429)</dc:creator>
          <dc:subject>Natural language processing</dc:subject>
          <dc:subject>Computational linguistics</dc:subject>
          <dc:subject>Information retrieval and web search</dc:subject>
          <dc:subject>e-commerce</dc:subject>
          <dc:subject>query rewriting</dc:subject>
          <dc:subject>cross-lingual retrieval</dc:subject>
          <dc:subject>shopping</dc:subject>
          <dc:subject>Hebrew</dc:subject>
          <dc:subject>multilingual</dc:subject>
          <dc:subject>AliExpress</dc:subject>
          <dc:subject>voice search</dc:subject>
          <dc:description>&lt;p&gt;941 pairs mapping how shoppers phrase a product search &lt;b&gt;in their own language&lt;/b&gt; to the short English query that marketplace listings (AliExpress) are indexed under. The target side is the &lt;b&gt;retrieval&lt;/b&gt; form — short, noun-first, in the words sellers use — not a literal translation.&lt;/p&gt;&lt;p&gt;Useful for training or evaluating query rewriting / query translation for e-commerce retrieval, studying how shopping intent differs from catalogue language, and low-resource shopping vocabulary (especially Hebrew).&lt;/p&gt;&lt;p&gt;&lt;b&gt;Fields:&lt;/b&gt; source_query, language (ISO 639-1), marketplace_query, origin (curated / learned / observed), times_searched, spoken (1 if seen via voice search).&lt;/p&gt;&lt;p&gt;&lt;b&gt;Privacy:&lt;/b&gt; query text only — no timestamps, countries, IP addresses, user or session identifiers; rows with e-mails, URLs, phone-like or long digit strings removed.&lt;/p&gt;&lt;p&gt;&lt;b&gt;Limitations:&lt;/b&gt; heavily Hebrew (862 of 941); some mappings are intent-oriented rather than literal; reflects one marketplace's vocabulary in 2026.&lt;/p&gt;&lt;p&gt;Source: OneFindMe (https://onefindme.com/), a free multilingual AI product search engine for AliExpress with voice and image search. Also deposited at Zenodo (doi:10.5281/zenodo.22930843) and Hugging Face.&lt;/p&gt;</dc:description>
          <dc:date>2026-09-24T06:15:42Z</dc:date>
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          <dc:relation>https://figshare.com/articles/dataset/Multilingual_Shopping_Queries_to_Marketplace_Queries_OneFindMe_2026_/33980155</dc:relation>
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