Triple

T1216975
Position Surface form Disambiguated ID Type / Status
Subject Ray Kurzweil E26127 entity
Predicate familyName P18 FINISHED
Object Kurzweil
Kurzweil is a surname most prominently associated with Ray Kurzweil, the American inventor, futurist, and author known for his work in artificial intelligence and predictions about technological singularity.
 E26127 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: Kurzweil | Statement: [Ray Kurzweil, familyName, Kurzweil]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Kurzweil
Context triple: [Ray Kurzweil, familyName, Kurzweil]
  • A. Ray Kurzweil
    Ray Kurzweil is an American inventor, futurist, and author known for his pioneering work in fields such as optical character recognition, text-to-speech synthesis, and artificial intelligence, as well as his predictions about technological singularity.
  • B. Kurzweil Applied Intelligence
    Kurzweil Applied Intelligence is a technology company known for pioneering speech recognition and artificial intelligence software applications.
  • C. Kurzweil Computer Products, Inc.
    Kurzweil Computer Products, Inc. was an early technology company best known for pioneering commercial optical character recognition (OCR) systems and reading machines for the blind.
  • D. Watson
    Watson is a common English surname borne by numerous notable figures, including scientists, artists, and public personalities.
  • E. Oberholtzer
    Oberholtzer is a German-origin surname, often associated with Mennonite and Amish families, that serves as a variant of the Overholt family name.
  • 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: Kurzweil
Triple: [Ray Kurzweil, familyName, Kurzweil]
Generated description
Kurzweil is a surname most prominently associated with Ray Kurzweil, the American inventor, futurist, and author known for his work in artificial intelligence and predictions about technological singularity.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Kurzweil
Target entity description: Kurzweil is a surname most prominently associated with Ray Kurzweil, the American inventor, futurist, and author known for his work in artificial intelligence and predictions about technological singularity.
  • A. Ray Kurzweil chosen
    Ray Kurzweil is an American inventor, futurist, and author known for his pioneering work in fields such as optical character recognition, text-to-speech synthesis, and artificial intelligence, as well as his predictions about technological singularity.
  • B. Kurzweil Applied Intelligence
    Kurzweil Applied Intelligence is a technology company known for pioneering speech recognition and artificial intelligence software applications.
  • C. Kurzweil Computer Products, Inc.
    Kurzweil Computer Products, Inc. was an early technology company best known for pioneering commercial optical character recognition (OCR) systems and reading machines for the blind.
  • D. Watson
    Watson is a common English surname borne by numerous notable figures, including scientists, artists, and public personalities.
  • E. Oberholtzer
    Oberholtzer is a German-origin surname, often associated with Mennonite and Amish families, that serves as a variant of the Overholt family name.
  • 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_69a4948331fc8190b531ac9bec71c491 completed March 1, 2026, 7:33 p.m.
NER Named-entity recognition batch_69a4be06d6308190a44c505e6b5e8d42 completed March 1, 2026, 10:30 p.m.
NED1 Entity disambiguation (via context triple) batch_69ac8a0d69f88190b3352016289b4a18 completed March 7, 2026, 8:26 p.m.
NEDg Description generation batch_69ac8ac4e1648190b0b5b77eb617b3df completed March 7, 2026, 8:29 p.m.
NED2 Entity disambiguation (via description) batch_69ac8b215458819080447a79e55e8ef0 completed March 7, 2026, 8:31 p.m.
Created at: March 1, 2026, 7:46 p.m.