Triple
T12322383
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | AWS CloudFormation |
E293757
|
entity |
| Predicate | supportsResourceType |
P24486
|
FINISHED |
| Object |
AWS CloudFormation custom resources
AWS CloudFormation custom resources are user-defined extensions that let you integrate arbitrary logic or external services into CloudFormation stacks as if they were native resource types.
|
E293757
|
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 custom resources | Statement: [AWS CloudFormation, supportsResourceType, AWS CloudFormation custom resources]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: AWS CloudFormation custom resources Context triple: [AWS CloudFormation, supportsResourceType, AWS CloudFormation custom resources]
-
A.
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.
-
B.
AWS CDK
AWS CDK (AWS Cloud Development Kit) is an open-source software development framework that lets you define cloud infrastructure in familiar programming languages and synthesize it into AWS CloudFormation templates.
-
C.
AWS Lambda
AWS Lambda is a serverless compute service that lets developers run code in response to events without provisioning or managing servers.
-
D.
Azure Resource Manager
Azure Resource Manager is the deployment and management service for Microsoft Azure that provides a consistent way to create, update, and manage cloud resources through templates, APIs, and role-based access control.
-
E.
AWS Step Functions
AWS Step Functions is a serverless workflow orchestration service that lets developers coordinate multiple AWS services into scalable, fault-tolerant, event-driven applications using visual workflows.
- 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 custom resources Triple: [AWS CloudFormation, supportsResourceType, AWS CloudFormation custom resources]
Generated description
AWS CloudFormation custom resources are user-defined extensions that let you integrate arbitrary logic or external services into CloudFormation stacks as if they were native resource types.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: AWS CloudFormation custom resources Target entity description: AWS CloudFormation custom resources are user-defined extensions that let you integrate arbitrary logic or external services into CloudFormation stacks as if they were native resource types.
-
A.
AWS CloudFormation
chosen
AWS CloudFormation is an infrastructure-as-code service that lets users model, provision, and manage AWS and third-party resources using declarative templates.
-
B.
AWS CDK
AWS CDK (AWS Cloud Development Kit) is an open-source software development framework that lets you define cloud infrastructure in familiar programming languages and synthesize it into AWS CloudFormation templates.
-
C.
AWS Lambda
AWS Lambda is a serverless compute service that lets developers run code in response to events without provisioning or managing servers.
-
D.
Azure Resource Manager
Azure Resource Manager is the deployment and management service for Microsoft Azure that provides a consistent way to create, update, and manage cloud resources through templates, APIs, and role-based access control.
-
E.
AWS Step Functions
AWS Step Functions is a serverless workflow orchestration service that lets developers coordinate multiple AWS services into scalable, fault-tolerant, event-driven applications using visual workflows.
- F. None of above.
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_69d6ab6ae0dc8190b1522a9c1c55c114 |
completed | April 8, 2026, 7:24 p.m. |
| NER | Named-entity recognition | batch_69d93f4d7dac81909ff10e64e229ef33 |
completed | April 10, 2026, 6:19 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f61e8d27288190bdf32acd600141db |
completed | May 2, 2026, 3:55 p.m. |
| NEDg | Description generation | batch_69f61f9493d081909a543bcafeb508d1 |
completed | May 2, 2026, 4 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69f620ad9ec0819099909142fbad6412 |
completed | May 2, 2026, 4:05 p.m. |
Created at: April 8, 2026, 9:53 p.m.