Abstract: In some implementations, the techniques described herein relate to a method including: (i) identifying, by a processor, an electronic message addressed to an inbox of a user that comprises a confirmation of a transaction involving a platform, (ii) searching, by the processor, for an additional electronic message addressed to the inbox indicating an alteration applicable to the transaction, (iii) causing display, by the processor, of a prompt informing the user of the alteration applicable to the transaction, (iv) composing, by a large language model (LLM) executed by the processor, a potential electronic message to an operator of the platform requesting the alteration be retroactively applied to the transaction, and (v) in response to receiving user input regarding the potential electronic message, sending, by the processor, a subsequent electronic message to the operator of the platform requesting the alteration be retroactively applied to the transaction.

Abstract: One or more computing devices and/or methods are provided. In an example, a feature-sensitive query may be received. A first language model may be used to generate an executable feature constraint determination command based upon a set of information including the feature-sensitive query. The executable feature constraint determination command may be executed to determine a feature constraint associated with the feature-sensitive query. The data structure may be analyzed based upon the feature constraint to identify a subset of data, of the data structure, relevant to the feature constraint. A response to the feature-sensitive query may be generated based upon the subset of data.

Abstract: One or more computing devices and/or methods are provided. In an example, a query may be received. A set of content items associated with the query may be identified. A first language model may be used to determine a plurality of sets of contextual information based upon the set of content items. For example, a first set of contextual information of the plurality of sets of contextual information is determined based upon the query and a first content item of the set of content items. A second set of contextual information is determined based upon the query and a second content item of the set of content items. A second language model may be used to determine a response to the query based upon the plurality of sets of contextual information.

Abstract: In some implementations, the techniques described herein relate to a method including: (i) identifying, by a processor, an electronic message addressed to an inbox of a user that comprises a confirmation of a transaction involving a platform, (ii) searching, by the processor, for an additional electronic message addressed to the inbox indicating an alteration applicable to the transaction, (iii) causing display, by the processor, of a prompt informing the user of the alteration applicable to the transaction, (iv) composing, by a large language model (LLM) executed by the processor, a potential electronic message to an operator of the platform requesting the alteration be retroactively applied to the transaction, and (v) in response to receiving user input regarding the potential electronic message, sending, by the processor, a subsequent electronic message to the operator of the platform requesting the alteration be retroactively applied to the transaction.