Triple
T18300490
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Ray |
E438345
|
entity |
| Predicate | hasComponent |
P35
|
FINISHED |
| Object |
Ray Workflows
Ray Workflows is a component of the Ray ecosystem that enables the definition, orchestration, and execution of complex, distributed workflows for machine learning and data processing.
|
E1317475
|
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: Ray Workflows | Statement: [Ray, hasComponent, Ray Workflows]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Ray Workflows Context triple: [Ray, hasComponent, Ray Workflows]
-
A.
Workflow
Workflow was a popular iOS automation app that allowed users to create custom workflows for tasks, later acquired by Apple and rebranded as Shortcuts.
-
B.
Argo Workflows
Argo Workflows is a Kubernetes-native workflow engine for orchestrating complex container-based jobs and CI/CD pipelines using declarative YAML.
-
C.
Workflow Builder
Workflow Builder is Slack’s no-code tool that lets users automate routine tasks and create custom workflows directly within their Slack workspace.
-
D.
Express Workflows
Express Workflows are a high-throughput, low-latency workflow type in AWS Step Functions designed for short-lived, event-driven applications and microservices orchestration at scale.
-
E.
Oracle Workflow
Oracle Workflow is a business process management tool from Oracle that automates and controls complex workflows and approvals across Oracle E-Business Suite applications.
- 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: Ray Workflows Triple: [Ray, hasComponent, Ray Workflows]
Generated description
Ray Workflows is a component of the Ray ecosystem that enables the definition, orchestration, and execution of complex, distributed workflows for machine learning and data processing.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Ray Workflows Target entity description: Ray Workflows is a component of the Ray ecosystem that enables the definition, orchestration, and execution of complex, distributed workflows for machine learning and data processing.
-
A.
Workflow
Workflow was a popular iOS automation app that allowed users to create custom workflows for tasks, later acquired by Apple and rebranded as Shortcuts.
-
B.
Argo Workflows
Argo Workflows is a Kubernetes-native workflow engine for orchestrating complex container-based jobs and CI/CD pipelines using declarative YAML.
-
C.
Workflow Builder
Workflow Builder is Slack’s no-code tool that lets users automate routine tasks and create custom workflows directly within their Slack workspace.
-
D.
Express Workflows
Express Workflows are a high-throughput, low-latency workflow type in AWS Step Functions designed for short-lived, event-driven applications and microservices orchestration at scale.
-
E.
Oracle Workflow
Oracle Workflow is a business process management tool from Oracle that automates and controls complex workflows and approvals across Oracle E-Business Suite applications.
- 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_69d8b915e3e881909125d760c15d0c29 |
completed | April 10, 2026, 8:47 a.m. |
| NER | Named-entity recognition | batch_69e5017e88cc8190a969eb628ca1b496 |
completed | April 19, 2026, 4:23 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a03bb5e1fb481908a0b98ea130eda71 |
completed | May 12, 2026, 11:44 p.m. |
| NEDg | Description generation | batch_6a03bdb3fb3c819095192ac49e809f55 |
completed | May 12, 2026, 11:54 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a03c193a0a08190b33d80d45f3ed0f0 |
completed | May 13, 2026, 12:10 a.m. |
Created at: April 10, 2026, 10:35 a.m.