Triple

T18800891
Position Surface form Disambiguated ID Type / Status
Subject AWS CDK E459748 entity
Predicate supportsService P203 FINISHED
Object AWS CloudFormation Stack Resource Drift
AWS CloudFormation Stack Resource Drift is a feature that detects and reports differences between the expected configuration of stack resources and their actual live state in an AWS environment.
E1346342 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 Drift | Statement: [AWS CDK, supportsService, AWS CloudFormation Stack Resource Drift]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: AWS CloudFormation Stack Resource Drift
Context triple: [AWS CDK, supportsService, AWS CloudFormation Stack Resource Drift]
  • A. AWS CloudFormation Stack Resource Condition
    AWS CloudFormation Stack Resource Condition is a feature that lets you control whether specific resources are created or configured in a CloudFormation stack based on evaluated conditions at deployment time.
  • B. CloudFormation CLI
    CloudFormation CLI is a command-line tool that helps developers create, test, and manage AWS CloudFormation resource providers and templates programmatically.
  • C. 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.
  • D. AWS Config
    AWS Config is a cloud service that continuously assesses, audits, and records the configurations of AWS resources to help with compliance, security, and operational troubleshooting.
  • 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 Drift
Triple: [AWS CDK, supportsService, AWS CloudFormation Stack Resource Drift]
Generated description
AWS CloudFormation Stack Resource Drift is a feature that detects and reports differences between the expected configuration of stack resources and their actual live state in an AWS environment.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: AWS CloudFormation Stack Resource Drift
Target entity description: AWS CloudFormation Stack Resource Drift is a feature that detects and reports differences between the expected configuration of stack resources and their actual live state in an AWS environment.
  • A. AWS CloudFormation Stack Resource Condition
    AWS CloudFormation Stack Resource Condition is a feature that lets you control whether specific resources are created or configured in a CloudFormation stack based on evaluated conditions at deployment time.
  • B. CloudFormation CLI
    CloudFormation CLI is a command-line tool that helps developers create, test, and manage AWS CloudFormation resource providers and templates programmatically.
  • C. 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.
  • D. AWS Config
    AWS Config is a cloud service that continuously assesses, audits, and records the configurations of AWS resources to help with compliance, security, and operational troubleshooting.
  • 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_6a05675ff6e88190abfa88e1085873f4 completed May 14, 2026, 6:10 a.m.
NEDg Description generation batch_6a05709c4e388190a451b7b5d6195934 completed May 14, 2026, 6:50 a.m.
NED2 Entity disambiguation (via description) batch_6a05716e0e888190a1e41d5cb2f860bd completed May 14, 2026, 6:53 a.m.
Created at: April 10, 2026, 11:53 a.m.