Performing unified search using a hybrid search index
The present disclosure is directed toward systems, methods, and non-transitory computer readable media for generating and searching a hybrid search index. In some embodiments, the disclosed systems generate a hybrid search index that comprises one or more content items stored at a content management system or at external network locations linked to the content management system via software connectors along with world state data associated with the one or more content items. The disclosed systems can generate a search result from the hybrid search index in response to receiving a search query of the hybrid search index. In some cases, the disclosed systems can rank one or more content items included in the search result based on observation layer data of the one or more content items.
1 . A computer-implemented method comprising:
receiving, from a client device, a search query for searching a hybrid search index;
generating a search result for the search query by utilizing the hybrid search index to access a first content item from a first storage location on a first network and a second content item from a second storage location on a second network;
generating, for display on the client device, a search result interface comprising the search result, a first rationale describing reasoning for including the first content item in the search result, and a second rationale describing reasoning for including the second content item in the search result, wherein the search result interface comprises a first summarization element selectable to generate a first content item summary; and
generating, in response to a selection of the first summarization element, the first content item summary by utilizing a large language model to determine and summarize portions of the first content item relevant to a user account associated with the client device.
2 . The computer-implemented method of claim 1 , further comprising generating the first rationale by utilizing a large language model to generate text describing the reasoning for including the first content item in the search result based on one or more of world state data, observational layer data, or user interaction data stored within the hybrid search index.
3 . The computer-implemented method of claim 1 ,
further comprising:
determining an event associated with the user account associated with the client device and related to the search query; and
generating the first rationale describing reasoning for including the first content item in the search result, wherein the first rationale comprises information relating to the event associated with the user account.
4 . The computer-implemented method of claim 1 , further comprising:
determining a relevancy ranking of the first content item in the search result; and
automatically generating the first content item summary for the first content item based on the relevancy ranking of the first content item.
5 . The computer-implemented method of claim 1 , further comprising providing, for display within the search result interface, a search result summarization element selectable to summarize the search result.
6 . The computer-implemented method of claim 5 , further comprising generating, in response to a selection of the search result summarization element, a search result summary by utilizing a large language model to summarize content from a subset of content items included within the search result.
7 . The computer-implemented method of claim 1 , further comprising:
providing, for display within the search result interface, a search result input field selectable to enter search result questions regarding one or more content items included in the search result; and
generating, in response to a search result question entered via the search result input field, a search result response by utilizing a large language model to generate text responsive to the search result question based on analyzing at least one content item referenced by the search result question.
8 . A system comprising:
at least one processor; and
a non-transitory computer readable medium comprising instructions that,
when executed by the at least one processor, cause the system to:
receive, from a client device, a search query for searching a hybrid search index;
generate a search result for the search query by utilizing the hybrid search index to access a first content item from a first storage location on a first network and a second content item from a second storage location on a second network;
generate, for display on the client device, a search result interface comprising the search result, a first summarization element selectable to summarize the first content item in the search result, and a second summarization element selectable to summarize the second content item in the search result;
generate, in response to a selection of the first summarization element, a first content item summary by utilizing a large language model to summarize content from the first content item; and
generate the first content item summary by utilizing the large language model to determine and summarize portions of the first content item relevant to a user account associated with the client device.
9 . The system of claim 8 , further comprising instructions that, when executed by the at least one processor, cause the system to:
determine an event associated with the user account associated with the client device and related to the search query; and
generate a first rationale describing reasoning for including the first content item in the search result, wherein the first rationale comprises information relating to the event associated with the user account.
10 . The system of claim 8 , further comprising instructions that, when executed by the at least one processor, cause the system to:
determine a relevancy ranking of the first content item in the search result; and
automatically generate the first content item summary for the first content item based on the relevancy ranking of the first content item.
11 . The system of claim 8 , further comprising instructions that, when executed by the at least one processor, cause the system to generate, for display within search result interface, a first rationale describing reasoning for including the first content item in the search result, and a second rationale describing reasoning for including the second content item in the search result.
12 . The system of claim 11 , further comprising instructions that, when executed by the at least one processor, cause the system to generate the first rationale for the first content item by utilizing a large language model to generate text describing the reasoning for including the first content item based on one or more of world state data, observational layer data, or user interaction data stored within the hybrid search index.
13 . The system of claim 8 , further comprising instructions that, when executed by the at least one processor, cause the system to generate the search result by accessing the first content item using a software connector linking an external application hosting the first content item to a content management system housing the hybrid search index.
14 . The system of claim 8 , further comprising instructions that, when executed by the at least one processor, cause the system to:
provide, for display within the search result interface, a search result input field selectable to enter search result questions regarding one or more content items included in the search result; and
generate, in response to a search result question entered via the search result input field, a search result response by utilizing a large language model to generate text responsive to the search result question based on analyzing at least one content item referenced by the search result question.
15 . A non-transitory computer readable medium comprising instructions that, when executed by at least one processor, cause the at least one processor to:
receive, from a client device, a search query for searching a hybrid search index;
generate a search result for the search query by utilizing the hybrid search index to access a first content item from a first storage location on a first network and a second content item from a second storage location on a second network utilizing software connectors linking external applications to a content management system housing the hybrid search index;
generate, for display on the client device, a search result interface comprising the search result, a first rationale describing reasoning for including the first content item in the search result, and a second rationale describing reasoning for including the second content item in the search result;
generate, for display within the search result interface, a first summarization element selectable to generate a first content item summary for the first content item and a second summarization element selectable to generate a second content item summary for the second content item; and
generate, in response to a selection of the first summarization element, the first content item summary by utilizing a large language model to determine and summarize portions of the first content item relevant to a user account associated with the client device.
16 . The non-transitory computer readable medium of claim 15 , further comprising instructions that, when executed by the at least one processor, cause the at least one processor to generate the first rationale by utilizing a large language model to generate text describing the reasoning for including the first content item in the search result based on one or more of world state data, observational layer data, or user interaction data stored within the hybrid search index.
17 . The non-transitory computer readable medium of claim 15 , further comprising instructions that, when executed by the at least one processor, cause the at least one processor to:
determine an event associated with the user account associated with the client device and related to the search query; and
generate the first rationale describing reasoning for including the first content item in the search result, wherein the first rationale comprises information relating to the event associated with the user account.
18 . The non-transitory computer readable medium of claim 15 , further comprising instructions that, when executed by the at least one processor, cause the at least one processor to:
determine a relevancy ranking of the first content item in the search result; and
automatically generate the first content item summary for the first content item based on the relevancy ranking of the first content item.
19 . The non-transitory computer readable medium of claim 15 , further comprising instructions that, when executed by the at least one processor, cause the at least one processor to provide, for display within the search result interface, a search result summarization element selectable to summarize the search result.
20 . The non-transitory computer readable medium of claim 19 , further comprising instructions that, when executed by the at least one processor, cause the at least one processor to generate, in response to a selection of the search result summarization element, a search result summary by utilizing a large language model to summarize content from a subset of content items included within the search result.