Triple
T1936651
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Xcode |
E41456
|
entity |
| Predicate | integratesWith |
P1075
|
FINISHED |
| Object |
Apple Developer tools
Apple Developer tools are a suite of software and services provided by Apple that enable developers to build, test, debug, and distribute applications across Apple’s platforms such as iOS, macOS, watchOS, and tvOS.
|
E41456
|
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 tools | Statement: [Xcode, integratesWith, Apple Developer tools]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Apple Developer tools Context triple: [Xcode, integratesWith, Apple Developer tools]
-
A.
Xcode
Xcode is Apple's integrated development environment (IDE) for creating software across macOS, iOS, watchOS, and tvOS platforms.
-
B.
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.
-
C.
Apple iWork
Apple iWork is Apple's suite of productivity applications, including Pages, Numbers, and Keynote, designed for document creation, spreadsheets, and presentations across macOS, iOS, and iCloud.
-
D.
Apple hardware
Apple hardware refers to the physical computing devices and electronic products designed and manufactured by Apple Inc., including computers, smartphones, tablets, wearables, and accessories.
-
E.
Apple
Apple is a widely cultivated fruit known for its crisp texture, sweet-tart flavor, and central role in cuisines and agricultural traditions around the world.
- 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 tools Triple: [Xcode, integratesWith, Apple Developer tools]
Generated description
Apple Developer tools are a suite of software and services provided by Apple that enable developers to build, test, debug, and distribute applications across Apple’s platforms such as iOS, macOS, watchOS, and tvOS.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Apple Developer tools Target entity description: Apple Developer tools are a suite of software and services provided by Apple that enable developers to build, test, debug, and distribute applications across Apple’s platforms such as iOS, macOS, watchOS, and tvOS.
-
A.
Xcode
chosen
Xcode is Apple's integrated development environment (IDE) for creating software across macOS, iOS, watchOS, and tvOS platforms.
-
B.
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.
-
C.
Apple iWork
Apple iWork is Apple's suite of productivity applications, including Pages, Numbers, and Keynote, designed for document creation, spreadsheets, and presentations across macOS, iOS, and iCloud.
-
D.
Apple hardware
Apple hardware refers to the physical computing devices and electronic products designed and manufactured by Apple Inc., including computers, smartphones, tablets, wearables, and accessories.
-
E.
Apple
Apple is a widely cultivated fruit known for its crisp texture, sweet-tart flavor, and central role in cuisines and agricultural traditions around the world.
- 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_69a88649b24c819080047f26b6db2ded |
completed | March 4, 2026, 7:21 p.m. |
| NER | Named-entity recognition | batch_69abb2c5f6e481909b2d95861e2098f9 |
completed | March 7, 2026, 5:08 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69adf3f6285c8190925af156f49cf9a2 |
completed | March 8, 2026, 10:11 p.m. |
| NEDg | Description generation | batch_69adf4aea46481908b5da7c4251dd867 |
completed | March 8, 2026, 10:14 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69adf52b63c481908fcb9db4c40875b4 |
completed | March 8, 2026, 10:16 p.m. |
Created at: March 4, 2026, 7:35 p.m.