Scribd, Inc.

Albert Jimenez Sanfiz

Matthew Allen Strong Ross

Monique Alves Cruz

Azadeh Haji Hosseini

Hima Kiran Alladi

Prabhdeep Singh Cheema

Various embodiments of a Title Engine generate search results that identify content available in a content corpus in response to receiving a search query for content that is currently unavailable in the content corpus. Rather than returning output merely indicating absence of the requested content set forth in the received search query, the Title Engine identifies various content available in the content corpus that is similar to the search query's requested—but unavailable—content. The Title Engine identifies content in a content corpus that is similar to requested content that has been determined as unavailable. Upon determining unavailability of the requested particular content in the content corpus, the Title Engine generates a pseudo-identifier for the requested particular content. The Title Engine inserts the pseudo-identifier into a sequence of content identifiers. The Title Engine generates an embedding for the pseudo-identifier.

Growing community of inventors

Toronto, Canada

Albert Jimenez Sanfiz