Triple

T10597712
Position Surface form Disambiguated ID Type / Status
Subject Herzberg E250159 entity
Predicate hasNotableBearer P458 FINISHED
Object Gary Herzberg
Gary Herzberg, better known as DJ Fresh, is a prominent South African radio personality, DJ, and music producer recognized for his influential role in the country’s contemporary broadcasting and club music scenes.
E933016 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: Gary Herzberg | Statement: [Herzberg, hasNotableBearer, Gary Herzberg]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Gary Herzberg
Context triple: [Herzberg, hasNotableBearer, Gary Herzberg]
  • A. Gary Glasberg
    Gary Glasberg was an American television writer and producer best known for his work on crime dramas, including serving as showrunner on the long-running series NCIS.
  • B. Gary Feldman
    Gary Feldman is an American experimental physicist known for his work in particle physics and neutrino research.
  • C. Ali Weinberg
    Ali Weinberg is an American journalist and television news producer known for her work covering politics for major U.S. news networks.
  • D. Martin Goldstein
    Martin Goldstein, nicknamed "Buggsy," was an American mobster and hitman associated with Murder, Inc. during the 1930s and 1940s.
  • E. Dan Gershon
    Dan Gershon is known as the brother of American actress Gina Gershon.
  • 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: Gary Herzberg
Triple: [Herzberg, hasNotableBearer, Gary Herzberg]
Generated description
Gary Herzberg, better known as DJ Fresh, is a prominent South African radio personality, DJ, and music producer recognized for his influential role in the country’s contemporary broadcasting and club music scenes.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Gary Herzberg
Target entity description: Gary Herzberg, better known as DJ Fresh, is a prominent South African radio personality, DJ, and music producer recognized for his influential role in the country’s contemporary broadcasting and club music scenes.
  • A. Gary Glasberg
    Gary Glasberg was an American television writer and producer best known for his work on crime dramas, including serving as showrunner on the long-running series NCIS.
  • B. Gary Feldman
    Gary Feldman is an American experimental physicist known for his work in particle physics and neutrino research.
  • C. Ali Weinberg
    Ali Weinberg is an American journalist and television news producer known for her work covering politics for major U.S. news networks.
  • D. Martin Goldstein
    Martin Goldstein, nicknamed "Buggsy," was an American mobster and hitman associated with Murder, Inc. during the 1930s and 1940s.
  • E. Dan Gershon
    Dan Gershon is known as the brother of American actress Gina Gershon.
  • 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_69d381c9d3d48190a29ee491e1696a0e completed April 6, 2026, 9:50 a.m.
NER Named-entity recognition batch_69d5278e5d5481908f4e19c52bd80327 completed April 7, 2026, 3:49 p.m.
NED1 Entity disambiguation (via context triple) batch_69e6e6968aec8190a9d1e51ac7e87853 completed April 21, 2026, 2:53 a.m.
NEDg Description generation batch_69e6ec59994c8190b1de0bec84324fa1 completed April 21, 2026, 3:17 a.m.
NED2 Entity disambiguation (via description) batch_69e6f8ec88e88190bfa21c2d06d67bd8 completed April 21, 2026, 4:11 a.m.
Created at: April 6, 2026, 12:41 p.m.