Triple

T3809425
Position Surface form Disambiguated ID Type / Status
Subject Marc Randolph E93093 entity
Predicate relative P37 FINISHED
Object Edward Bernays
Edward Bernays was an Austrian-American pioneer of public relations and propaganda, often called the "father of public relations" for his influential theories and campaigns in the 20th century.
E390426 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: Edward Bernays | Statement: [Marc Randolph, relative, Edward Bernays]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Edward Bernays
Context triple: [Marc Randolph, relative, Edward Bernays]
  • A. Claude C. Hopkins
    Claude C. Hopkins was a pioneering early 20th-century advertising copywriter known for introducing scientific testing and data-driven methods to modern advertising.
  • B. David Ogilvy
    David Ogilvy was a pioneering British advertising executive and author, often called the "Father of Advertising" for his influential campaigns and enduring impact on modern marketing.
  • C. George Engel
    George Engel was a German-American labor activist and anarchist who was executed following the 1886 Haymarket affair in Chicago.
  • D. Nolan Wallach
    Nolan Wallach is an American mathematician known for his influential work in representation theory, Lie groups, and harmonic analysis.
  • E. Charles Gabriel Seligman
    Charles Gabriel Seligman was a British physician-turned-anthropologist known for his influential early fieldwork in Africa and the Pacific and for helping establish social anthropology as an academic discipline in the early 20th century.
  • 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: Edward Bernays
Triple: [Marc Randolph, relative, Edward Bernays]
Generated description
Edward Bernays was an Austrian-American pioneer of public relations and propaganda, often called the "father of public relations" for his influential theories and campaigns in the 20th century.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Edward Bernays
Target entity description: Edward Bernays was an Austrian-American pioneer of public relations and propaganda, often called the "father of public relations" for his influential theories and campaigns in the 20th century.
  • A. Claude C. Hopkins
    Claude C. Hopkins was a pioneering early 20th-century advertising copywriter known for introducing scientific testing and data-driven methods to modern advertising.
  • B. David Ogilvy
    David Ogilvy was a pioneering British advertising executive and author, often called the "Father of Advertising" for his influential campaigns and enduring impact on modern marketing.
  • C. George Engel
    George Engel was a German-American labor activist and anarchist who was executed following the 1886 Haymarket affair in Chicago.
  • D. Nolan Wallach
    Nolan Wallach is an American mathematician known for his influential work in representation theory, Lie groups, and harmonic analysis.
  • E. Charles Gabriel Seligman
    Charles Gabriel Seligman was a British physician-turned-anthropologist known for his influential early fieldwork in Africa and the Pacific and for helping establish social anthropology as an academic discipline in the early 20th century.
  • 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_69aed96a60088190ab1df8390fffc935 completed March 9, 2026, 2:30 p.m.
NER Named-entity recognition batch_69aee80c7fc48190b5c2400918bba5c2 completed March 9, 2026, 3:32 p.m.
NED1 Entity disambiguation (via context triple) batch_69b4fb33db9c81908b462ee80aaaad34 completed March 14, 2026, 6:07 a.m.
NEDg Description generation batch_69b4fc08d65081908953482b10fa5611 completed March 14, 2026, 6:11 a.m.
NED2 Entity disambiguation (via description) batch_69b4fc7d8cf081909c4447818b5363c5 completed March 14, 2026, 6:13 a.m.
Created at: March 9, 2026, 3:16 p.m.