Triple
T1935165
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Gatekeeper |
E41427
|
entity |
| Predicate | uses |
P98
|
FINISHED |
| Object |
Apple Developer ID certificates
Apple Developer ID certificates are cryptographic credentials issued by Apple to identify and authenticate trusted macOS software developers, enabling their apps to run without security warnings.
|
E215079
|
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: Apple Developer ID certificates | Statement: [Gatekeeper, uses, Apple Developer ID certificates]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Apple Developer ID certificates Context triple: [Gatekeeper, uses, Apple Developer ID certificates]
-
A.
Apple Developer Program
The Apple Developer Program is Apple’s official membership service that provides developers with the tools, resources, and distribution rights needed to build, test, and publish apps on Apple platforms.
-
B.
Apple ID
Apple ID is a user’s central Apple account used to access and synchronize services like the App Store, iCloud, iTunes, and other Apple ecosystems across devices.
-
C.
App Store Small Business Program
The App Store Small Business Program is an Apple initiative that reduces App Store commission rates for eligible smaller developers to support their growth and innovation.
-
D.
Xcode
Xcode is Apple's integrated development environment (IDE) for creating software across macOS, iOS, watchOS, and tvOS platforms.
-
E.
iCloud Keychain
iCloud Keychain is Apple’s built-in password and secure information manager that syncs and autofills credentials, Wi‑Fi logins, and payment details across a user’s Apple devices.
- 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: Apple Developer ID certificates Triple: [Gatekeeper, uses, Apple Developer ID certificates]
Generated description
Apple Developer ID certificates are cryptographic credentials issued by Apple to identify and authenticate trusted macOS software developers, enabling their apps to run without security warnings.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Apple Developer ID certificates Target entity description: Apple Developer ID certificates are cryptographic credentials issued by Apple to identify and authenticate trusted macOS software developers, enabling their apps to run without security warnings.
-
A.
Apple Developer Program
The Apple Developer Program is Apple’s official membership service that provides developers with the tools, resources, and distribution rights needed to build, test, and publish apps on Apple platforms.
-
B.
Apple ID
Apple ID is a user’s central Apple account used to access and synchronize services like the App Store, iCloud, iTunes, and other Apple ecosystems across devices.
-
C.
App Store Small Business Program
The App Store Small Business Program is an Apple initiative that reduces App Store commission rates for eligible smaller developers to support their growth and innovation.
-
D.
Xcode
Xcode is Apple's integrated development environment (IDE) for creating software across macOS, iOS, watchOS, and tvOS platforms.
-
E.
iCloud Keychain
iCloud Keychain is Apple’s built-in password and secure information manager that syncs and autofills credentials, Wi‑Fi logins, and payment details across a user’s Apple devices.
- 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_69a88649b24c819080047f26b6db2ded |
completed | March 4, 2026, 7:21 p.m. |
| NER | Named-entity recognition | batch_69abb29c7be08190986df157bf5d7c9e |
completed | March 7, 2026, 5:07 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69adf3f3932081909a72d1022259359e |
completed | March 8, 2026, 10:10 p.m. |
| NEDg | Description generation | batch_69adf472aca881908d99cf5bfcae3094 |
completed | March 8, 2026, 10:13 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69adf50d93c88190aa1cbf96526558b6 |
completed | March 8, 2026, 10:15 p.m. |
Created at: March 4, 2026, 7:35 p.m.