Triple

T18800930
Position Surface form Disambiguated ID Type / Status
Subject AWS CDK E459748 entity
Predicate supportsService P203 FINISHED
Object AWS CloudFormation Stack Resource Fn::Sub Map
AWS CloudFormation Stack Resource Fn::Sub Map is a CloudFormation feature that lets you perform string substitution with variable mappings inside stack templates, often used to dynamically construct resource properties.
E1344550 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: AWS CloudFormation Stack Resource Fn::Sub Map | Statement: [AWS CDK, supportsService, AWS CloudFormation Stack Resource Fn::Sub Map]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: AWS CloudFormation Stack Resource Fn::Sub Map
Context triple: [AWS CDK, supportsService, AWS CloudFormation Stack Resource Fn::Sub Map]
  • A. AWS CloudFormation Stack Resource Fn::Select
    AWS CloudFormation Stack Resource Fn::Select is an intrinsic function that returns a specific element from a list of values within a CloudFormation template, often used to parameterize and dynamically configure stack resources.
  • B. AWS CloudFormation Stack Resource Fn::ImportValue
    AWS CloudFormation Stack Resource Fn::ImportValue is an intrinsic function that lets you reference and reuse values exported from other CloudFormation stacks, enabling cross-stack resource sharing and modular infrastructure design.
  • C. CloudFormation CLI
    CloudFormation CLI is a command-line tool that helps developers create, test, and manage AWS CloudFormation resource providers and templates programmatically.
  • D. AWS CloudFormation
    AWS CloudFormation is an infrastructure-as-code service that lets users model, provision, and manage AWS and third-party resources using declarative templates.
  • E. AWS CloudFormation Registry
    AWS CloudFormation Registry is a service that lets you discover, manage, and use both AWS and third-party resource types and modules as first-class components in CloudFormation templates.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: AWS CloudFormation Stack Resource Fn::Sub Map
Triple: [AWS CDK, supportsService, AWS CloudFormation Stack Resource Fn::Sub Map]
Generated description
AWS CloudFormation Stack Resource Fn::Sub Map is a CloudFormation feature that lets you perform string substitution with variable mappings inside stack templates, often used to dynamically construct resource properties.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: AWS CloudFormation Stack Resource Fn::Sub Map
Target entity description: AWS CloudFormation Stack Resource Fn::Sub Map is a CloudFormation feature that lets you perform string substitution with variable mappings inside stack templates, often used to dynamically construct resource properties.
  • A. AWS CloudFormation Stack Resource Fn::Select
    AWS CloudFormation Stack Resource Fn::Select is an intrinsic function that returns a specific element from a list of values within a CloudFormation template, often used to parameterize and dynamically configure stack resources.
  • B. AWS CloudFormation Stack Resource Fn::ImportValue
    AWS CloudFormation Stack Resource Fn::ImportValue is an intrinsic function that lets you reference and reuse values exported from other CloudFormation stacks, enabling cross-stack resource sharing and modular infrastructure design.
  • C. CloudFormation CLI
    CloudFormation CLI is a command-line tool that helps developers create, test, and manage AWS CloudFormation resource providers and templates programmatically.
  • D. AWS CloudFormation
    AWS CloudFormation is an infrastructure-as-code service that lets users model, provision, and manage AWS and third-party resources using declarative templates.
  • E. AWS CloudFormation Registry
    AWS CloudFormation Registry is a service that lets you discover, manage, and use both AWS and third-party resource types and modules as first-class components in CloudFormation templates.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69d8d398c7d4819091cb2f7e48948aeb completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e5a02332d88190b68feea7f2f86d06 completed April 20, 2026, 3:40 a.m.
NED1 Entity disambiguation (via context triple) batch_6a055bbcb2508190a651701c4a56252f completed May 14, 2026, 5:21 a.m.
NEDg Description generation batch_6a055fe446948190a67cc8bcd93cd587 completed May 14, 2026, 5:38 a.m.
NED2 Entity disambiguation (via description) batch_6a056034b0ac8190b5bf66ec10e70dce completed May 14, 2026, 5:40 a.m.
Created at: April 10, 2026, 11:53 a.m.