Triple
T14371792
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Google Cloud Console |
E356373
|
entity |
| Predicate | integratesWith |
P1075
|
FINISHED |
| Object |
Cloud Billing
Cloud Billing is Google Cloud’s service for tracking, managing, and optimizing costs and payments across your cloud resources and projects.
|
E1095359
|
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: Cloud Billing | Statement: [Google Cloud Console, integratesWith, Cloud Billing]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Cloud Billing Context triple: [Google Cloud Console, integratesWith, Cloud Billing]
-
A.
Azure Cost Management + Billing
Azure Cost Management + Billing is a set of Azure tools and services that help organizations monitor, analyze, and optimize their cloud spending and manage billing across subscriptions and accounts.
-
B.
Cloud
Cloud is a surname most notably associated with American politician Michael Cloud.
-
C.
Cloud computing
Cloud computing is a model of delivering computing resources—such as servers, storage, databases, networking, and software—over the internet on demand, typically with pay-as-you-go pricing.
-
D.
Software as a Service
Software as a Service is a cloud-based software delivery model in which applications are hosted by a provider and accessed by users over the internet on a subscription basis.
-
E.
Cloud Controller
Cloud Controller is the central Cloud Foundry component responsible for managing application lifecycles, including deployment, scaling, and routing of apps on the platform.
- 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: Cloud Billing Triple: [Google Cloud Console, integratesWith, Cloud Billing]
Generated description
Cloud Billing is Google Cloud’s service for tracking, managing, and optimizing costs and payments across your cloud resources and projects.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Cloud Billing Target entity description: Cloud Billing is Google Cloud’s service for tracking, managing, and optimizing costs and payments across your cloud resources and projects.
-
A.
Azure Cost Management + Billing
Azure Cost Management + Billing is a set of Azure tools and services that help organizations monitor, analyze, and optimize their cloud spending and manage billing across subscriptions and accounts.
-
B.
Cloud
Cloud is a surname most notably associated with American politician Michael Cloud.
-
C.
Cloud computing
Cloud computing is a model of delivering computing resources—such as servers, storage, databases, networking, and software—over the internet on demand, typically with pay-as-you-go pricing.
-
D.
Software as a Service
Software as a Service is a cloud-based software delivery model in which applications are hosted by a provider and accessed by users over the internet on a subscription basis.
-
E.
Cloud Controller
Cloud Controller is the central Cloud Foundry component responsible for managing application lifecycles, including deployment, scaling, and routing of apps on the platform.
- 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_69d8279163a081908aec45c0e3f1e02f |
completed | April 9, 2026, 10:26 p.m. |
| NER | Named-entity recognition | batch_69de8fb2082c8190b42cc5f2bab4f574 |
completed | April 14, 2026, 7:04 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fd4c5363a081909681b54c1d8218dc |
completed | May 8, 2026, 2:37 a.m. |
| NEDg | Description generation | batch_69fd4e795948819097c43e30902f1654 |
completed | May 8, 2026, 2:46 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69fd4f04d7ec819095b64d4811440166 |
completed | May 8, 2026, 2:48 a.m. |
Created at: April 10, 2026, 1:15 a.m.