Triple

T10502497
Position Surface form Disambiguated ID Type / Status
Subject Apple AI/ML E247704 entity
Predicate collaboratesWith P37 FINISHED
Object Apple hardware engineering teams
Apple hardware engineering teams are specialized groups within Apple that design, develop, and optimize the company’s physical devices and components, from chips and sensors to complete products like iPhone and Mac.
E268849 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 hardware engineering teams | Statement: [Apple AI/ML, collaboratesWith, Apple hardware engineering teams]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Apple hardware engineering teams
Context triple: [Apple AI/ML, collaboratesWith, Apple hardware engineering teams]
  • A. Apple Macintosh team
    The Apple Macintosh team was the group of engineers, designers, and developers at Apple responsible for creating the original Macintosh computer and pioneering its user-friendly graphical interface.
  • B. Apple Industrial Design Group
    Apple Industrial Design Group is the in-house design team at Apple responsible for creating the company’s iconic hardware products and defining their aesthetic and functional design language.
  • C. 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.
  • D. Apple Electronics
    Apple Electronics was a short-lived subsidiary of Apple Corps, the multimedia company founded by The Beatles, created to handle the group’s electronics and related ventures.
  • E. Apple Developer Relations
    Apple Developer Relations is the Apple organization responsible for supporting and guiding third‑party developers, including managing policies and communications related to app development and distribution on Apple platforms.
  • 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 hardware engineering teams
Triple: [Apple AI/ML, collaboratesWith, Apple hardware engineering teams]
Generated description
Apple hardware engineering teams are specialized groups within Apple that design, develop, and optimize the company’s physical devices and components, from chips and sensors to complete products like iPhone and Mac.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Apple hardware engineering teams
Target entity description: Apple hardware engineering teams are specialized groups within Apple that design, develop, and optimize the company’s physical devices and components, from chips and sensors to complete products like iPhone and Mac.
  • A. Apple Macintosh team
    The Apple Macintosh team was the group of engineers, designers, and developers at Apple responsible for creating the original Macintosh computer and pioneering its user-friendly graphical interface.
  • B. Apple Industrial Design Group chosen
    Apple Industrial Design Group is the in-house design team at Apple responsible for creating the company’s iconic hardware products and defining their aesthetic and functional design language.
  • C. 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.
  • D. Apple Electronics
    Apple Electronics was a short-lived subsidiary of Apple Corps, the multimedia company founded by The Beatles, created to handle the group’s electronics and related ventures.
  • E. Apple Developer Relations
    Apple Developer Relations is the Apple organization responsible for supporting and guiding third‑party developers, including managing policies and communications related to app development and distribution on Apple platforms.
  • 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_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.