Triple

T18221877
Position Surface form Disambiguated ID Type / Status
Subject S programming language E436326 entity
Predicate developer P73 FINISHED
Object John Chambers
John Chambers is a statistician and computer scientist best known for creating the S programming language, a precursor to R, while at Bell Labs.
 E1312995 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 Chambers | Statement: [S programming language, developer, John Chambers]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: John Chambers
Context triple: [S programming language, developer, John Chambers]
  • A. John Chambers
    John Chambers was an acclaimed American makeup artist best known for his groundbreaking prosthetic work on films like "Planet of the Apes," which earned him a special Academy Award.
  • B. John Chambers
    John Chambers is the son of American writer and former Soviet spy Whittaker Chambers, known primarily in relation to his father's prominent role in the Alger Hiss case and Cold War history.
  • C. John Chambers
    John Chambers is an American business executive best known for serving as the longtime CEO and chairman of Cisco Systems.
  • D. 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.
  • E. Vinod Khosla
    Vinod Khosla is an Indian-American engineer, billionaire venture capitalist, and co-founder of Sun Microsystems known for his influential role in Silicon Valley and early-stage technology investing.
  • 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 Chambers
Triple: [S programming language, developer, John Chambers]
Generated description
John Chambers is a statistician and computer scientist best known for creating the S programming language, a precursor to R, while at Bell Labs.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: John Chambers
Target entity description: John Chambers is a statistician and computer scientist best known for creating the S programming language, a precursor to R, while at Bell Labs.
  • A. John Chambers
    John Chambers was an acclaimed American makeup artist best known for his groundbreaking prosthetic work on films like "Planet of the Apes," which earned him a special Academy Award.
  • B. John Chambers
    John Chambers is the son of American writer and former Soviet spy Whittaker Chambers, known primarily in relation to his father's prominent role in the Alger Hiss case and Cold War history.
  • C. John Chambers
    John Chambers is an American business executive best known for serving as the longtime CEO and chairman of Cisco Systems.
  • D. 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.
  • E. Vinod Khosla
    Vinod Khosla is an Indian-American engineer, billionaire venture capitalist, and co-founder of Sun Microsystems known for his influential role in Silicon Valley and early-stage technology investing.
  • 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_69d8b9103a8081908bbb0836fef10efd completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4e47c85108190bd9707b40bdfdb38 completed April 19, 2026, 2:19 p.m.
NED1 Entity disambiguation (via context triple) batch_6a039f1da8948190811c2dc441b63866 completed May 12, 2026, 9:43 p.m.
NEDg Description generation batch_6a03a00195b08190b77a676bc44d1887 completed May 12, 2026, 9:47 p.m.
NED2 Entity disambiguation (via description) batch_6a03a0a4ef148190b6c69f72f019964a completed May 12, 2026, 9:50 p.m.
Created at: April 10, 2026, 10:32 a.m.