Triple

T6277086
Position Surface form Disambiguated ID Type / Status
Subject Weinberg E140687 entity
Predicate hasNotableBearer P458 FINISHED
Object Neal Weinberg
Neal Weinberg is an individual notable enough to be specifically cited as a bearer of the surname Weinberg, though widely recognized biographical or professional details about him are not well documented in major public sources.
 E652556 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: Neal Weinberg | Statement: [Weinberg, hasNotableBearer, Neal Weinberg]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Neal Weinberg
Context triple: [Weinberg, hasNotableBearer, Neal Weinberg]
  • A. Bill Weinberg
    Bill Weinberg is a fashion industry entrepreneur best known as the founder of the international modeling agency Wilhelmina Models.
  • B. Andrew Weiss
    Andrew Weiss is a notable individual whose specific prominence or field of recognition is not clearly identifiable from the given information alone.
  • 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. Michael Greenberg
    Michael Greenberg is a prominent American neuroscientist renowned for his pioneering work on activity-dependent gene expression in the brain.
  • E. Greg Medavoy
    Greg Medavoy is a mild-mannered, often self-doubting detective whose personal growth and quiet competence provide both comic relief and emotional depth throughout the TV series "NYPD Blue."
  • 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: Neal Weinberg
Triple: [Weinberg, hasNotableBearer, Neal Weinberg]
Generated description
Neal Weinberg is an individual notable enough to be specifically cited as a bearer of the surname Weinberg, though widely recognized biographical or professional details about him are not well documented in major public sources.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Neal Weinberg
Target entity description: Neal Weinberg is an individual notable enough to be specifically cited as a bearer of the surname Weinberg, though widely recognized biographical or professional details about him are not well documented in major public sources.
  • A. Bill Weinberg
    Bill Weinberg is a fashion industry entrepreneur best known as the founder of the international modeling agency Wilhelmina Models.
  • B. Andrew Weiss
    Andrew Weiss is a notable individual whose specific prominence or field of recognition is not clearly identifiable from the given information alone.
  • 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. Michael Greenberg
    Michael Greenberg is a prominent American neuroscientist renowned for his pioneering work on activity-dependent gene expression in the brain.
  • E. Greg Medavoy
    Greg Medavoy is a mild-mannered, often self-doubting detective whose personal growth and quiet competence provide both comic relief and emotional depth throughout the TV series "NYPD Blue."
  • 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_69c008cc158881908df6ec94a911c736 completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c063d96fbc8190a9091456b82762d1 completed March 22, 2026, 9:49 p.m.
NED1 Entity disambiguation (via context triple) batch_69c7d368daac8190b08158f7ea8102ac completed March 28, 2026, 1:11 p.m.
NEDg Description generation batch_69c7d3f2e2bc819091c8012e9e361a00 completed March 28, 2026, 1:13 p.m.
NED2 Entity disambiguation (via description) batch_69c7d46b7fcc819082d37f00f541e2cd completed March 28, 2026, 1:15 p.m.
Created at: March 22, 2026, 4:26 p.m.