Triple
T9003337
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Apple Worldwide Developers Conference 2010 |
E215085
|
entity |
| Predicate | featuredSpeaker |
P18995
|
FINISHED |
| Object |
Scott Forstall
Scott Forstall is an American software engineer and former Apple executive best known for leading the development of iOS for the iPhone and iPad.
|
E772904
|
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: Scott Forstall | Statement: [Apple Worldwide Developers Conference 2010, featuredSpeaker, Scott Forstall]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Scott Forstall Context triple: [Apple Worldwide Developers Conference 2010, featuredSpeaker, Scott Forstall]
-
A.
Tim Cook
Tim Cook is an American business executive best known for leading Apple Inc. as its chief executive, overseeing the company’s expansion in hardware, software, and services after the era of Steve Jobs.
-
B.
Eddy Cue
Eddy Cue is a senior Apple executive best known for overseeing the company’s internet software and services, including iTunes, the App Store, and iCloud.
-
C.
Craig Federighi
Craig Federighi is Apple’s Senior Vice President of Software Engineering, known for leading the development of iOS and macOS and frequently presenting major features at Apple keynotes.
-
D.
Andy Hertzfeld
Andy Hertzfeld is a pioneering software engineer best known as a key member of the original Apple Macintosh development team and a co-creator of the Mac’s graphical user interface.
-
E.
Phil Schiller
Phil Schiller is a longtime Apple executive who has played a key role in the company’s product marketing and major keynote presentations.
- 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: Scott Forstall Triple: [Apple Worldwide Developers Conference 2010, featuredSpeaker, Scott Forstall]
Generated description
Scott Forstall is an American software engineer and former Apple executive best known for leading the development of iOS for the iPhone and iPad.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Scott Forstall Target entity description: Scott Forstall is an American software engineer and former Apple executive best known for leading the development of iOS for the iPhone and iPad.
-
A.
Tim Cook
Tim Cook is an American business executive best known for leading Apple Inc. as its chief executive, overseeing the company’s expansion in hardware, software, and services after the era of Steve Jobs.
-
B.
Eddy Cue
Eddy Cue is a senior Apple executive best known for overseeing the company’s internet software and services, including iTunes, the App Store, and iCloud.
-
C.
Craig Federighi
Craig Federighi is Apple’s Senior Vice President of Software Engineering, known for leading the development of iOS and macOS and frequently presenting major features at Apple keynotes.
-
D.
Andy Hertzfeld
Andy Hertzfeld is a pioneering software engineer best known as a key member of the original Apple Macintosh development team and a co-creator of the Mac’s graphical user interface.
-
E.
Phil Schiller
Phil Schiller is a longtime Apple executive who has played a key role in the company’s product marketing and major keynote presentations.
- 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_69ca83a12d648190b1e4fe11e8a31890 |
completed | March 30, 2026, 2:07 p.m. |
| NER | Named-entity recognition | batch_69cc6957bd5481908ce74f32f8d197de |
completed | April 1, 2026, 12:39 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69cfdb9741dc8190bec985da8913937c |
completed | April 3, 2026, 3:24 p.m. |
| NEDg | Description generation | batch_69cfdc6b047c8190a1add15d9b48321c |
completed | April 3, 2026, 3:27 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69cfdcecebe48190a2ede4c8400b3b42 |
completed | April 3, 2026, 3:29 p.m. |
Created at: March 30, 2026, 7:05 p.m.