Triple
T10502463
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Apple AI/ML |
E247704
|
entity |
| Predicate | employer |
P7
|
FINISHED |
| Object |
John Giannandrea
John Giannandrea is a prominent computer scientist and technology executive known for leading artificial intelligence and machine learning efforts at major tech companies, including Apple.
|
E867345
|
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: John Giannandrea | Statement: [Apple AI/ML, employer, John Giannandrea]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: John Giannandrea Context triple: [Apple AI/ML, employer, John Giannandrea]
-
A.
Jeff Dean
Jeff Dean is a prominent computer scientist and software engineer best known for his leadership in large-scale distributed systems and artificial intelligence research at Google, including co-founding Google Brain.
-
B.
Dario Amodei
Dario Amodei is an AI researcher and entrepreneur, co-founder and CEO of Anthropic and former OpenAI research leader known for his work on large language models and AI safety.
-
C.
Ilya Sutskever
Ilya Sutskever is a leading artificial intelligence researcher and co-founder of OpenAI, known for his pioneering work in deep learning and neural networks.
-
D.
Andrew Ng
Andrew Ng is a prominent computer scientist and entrepreneur known for his pioneering work in artificial intelligence and deep learning, as well as co-founding Google Brain and the online education platform Coursera.
-
E.
David Ferrucci
David Ferrucci is an American computer scientist best known for leading the team that developed IBM's Watson question-answering system that won on the quiz show Jeopardy!.
- 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: John Giannandrea Triple: [Apple AI/ML, employer, John Giannandrea]
Generated description
John Giannandrea is a prominent computer scientist and technology executive known for leading artificial intelligence and machine learning efforts at major tech companies, including Apple.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: John Giannandrea Target entity description: John Giannandrea is a prominent computer scientist and technology executive known for leading artificial intelligence and machine learning efforts at major tech companies, including Apple.
-
A.
Jeff Dean
Jeff Dean is a prominent computer scientist and software engineer best known for his leadership in large-scale distributed systems and artificial intelligence research at Google, including co-founding Google Brain.
-
B.
Dario Amodei
Dario Amodei is an AI researcher and entrepreneur, co-founder and CEO of Anthropic and former OpenAI research leader known for his work on large language models and AI safety.
-
C.
Ilya Sutskever
Ilya Sutskever is a leading artificial intelligence researcher and co-founder of OpenAI, known for his pioneering work in deep learning and neural networks.
-
D.
Andrew Ng
Andrew Ng is a prominent computer scientist and entrepreneur known for his pioneering work in artificial intelligence and deep learning, as well as co-founding Google Brain and the online education platform Coursera.
-
E.
David Ferrucci
David Ferrucci is an American computer scientist best known for leading the team that developed IBM's Watson question-answering system that won on the quiz show Jeopardy!.
- 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_69d381c4aa948190942e1d803143fb0e |
completed | April 6, 2026, 9:49 a.m. |
| NER | Named-entity recognition | batch_69d5099c6a848190bf1d5361e9e61108 |
completed | April 7, 2026, 1:41 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d8dccec72481909bcfb6a9c5df7ba9 |
completed | April 10, 2026, 11:19 a.m. |
| NEDg | Description generation | batch_69d8e8c9d5cc8190a425ed834855bbcd |
completed | April 10, 2026, 12:10 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69d901fecee88190999e88ca2e56a516 |
completed | April 10, 2026, 1:58 p.m. |
Created at: April 6, 2026, 12:25 p.m.