| CPC G06F 16/334 (2019.01) [G06F 16/335 (2019.01)] | 14 Claims |

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1. A computer-implemented method, comprising:
receiving a search query, from a user account, for content submitted to a content corpus;
determining the content identified in the search query is unavailable;
generating a pseudo-identifier for the unavailable content identified in the search query;
inserting the pseudo-identifier into a sequence of content identifiers, the sequence associated with the user account;
generating an embedding for the pseudo-identifier;
identifying, via the embedding, a plurality of sequences of content identifiers, wherein a respective sequence corresponds to a different user account that previously sent a search query for the unavailable content identified by the pseudo-identifier;
for one or more of the respective sequences identified via the embedding:
(i) determining content interactions that occurred within a particular time range from an instance of the pseudo-identifier placed in the respective sequence, each of the determined content interactions associated with a proximate content identifier; and
(ii) identifying neighbor content from at least a portion of the proximate content identifiers;
generating search results responsive to the user account's search query based on the neighbor content.
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