Triple
T12322358
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | AWS CloudFormation |
E293757
|
entity |
| Predicate | hasComponent |
P35
|
FINISHED |
| Object |
CloudFormation CLI
CloudFormation CLI is a command-line tool that helps developers create, test, and manage AWS CloudFormation resource providers and templates programmatically.
|
E979664
|
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: CloudFormation CLI | Statement: [AWS CloudFormation, hasComponent, CloudFormation CLI]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: CloudFormation CLI Context triple: [AWS CloudFormation, hasComponent, CloudFormation CLI]
-
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 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.
-
D.
AWS CLI
AWS CLI is a unified command-line tool that allows users to manage and automate AWS services and resources through scripted commands.
-
E.
Terraform
Terraform is a 2000 studio album by the American post-hardcore band Shellac, noted for its minimalist sound and precise, abrasive style.
- 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: CloudFormation CLI Triple: [AWS CloudFormation, hasComponent, CloudFormation CLI]
Generated description
CloudFormation CLI is a command-line tool that helps developers create, test, and manage AWS CloudFormation resource providers and templates programmatically.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: CloudFormation CLI Target entity description: CloudFormation CLI is a command-line tool that helps developers create, test, and manage AWS CloudFormation resource providers and templates programmatically.
-
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 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.
-
D.
AWS CLI
AWS CLI is a unified command-line tool that allows users to manage and automate AWS services and resources through scripted commands.
-
E.
Terraform
Terraform is a 2000 studio album by the American post-hardcore band Shellac, noted for its minimalist sound and precise, abrasive style.
- 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_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_69f62a9f708081908c052333c3b7df4c |
completed | May 2, 2026, 4:47 p.m. |
| NEDg | Description generation | batch_69f62be420308190bcb00d8b37b09ea2 |
completed | May 2, 2026, 4:52 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69f63050f5d48190881688d12c4c1819 |
completed | May 2, 2026, 5:11 p.m. |
Created at: April 8, 2026, 9:53 p.m.