Triple

T3644732
Position Surface form Disambiguated ID Type / Status
Subject David Benioff E77269 entity
Predicate parent P120 FINISHED
Object Stephen Friedman
Stephen Friedman is an American investment banker and former chairman of Goldman Sachs who later served as director of the National Economic Council and chairman of the President’s Foreign Intelligence Advisory Board.
 E80806 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: Stephen Friedman | Statement: [David Benioff, parent, Stephen Friedman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Stephen Friedman
Context triple: [David Benioff, parent, Stephen Friedman]
  • A. Stephen Friedman
    Stephen Friedman is an American investment banker and former chairman of Goldman Sachs who later served as director of the National Economic Council and chairman of the President’s Foreign Intelligence Advisory Board.
  • B. James Tisch
    James Tisch is an American businessman best known as a longtime leader of Loews Corporation, a diversified holding company founded by his family.
  • C. Bernard Marcus
    Bernard Marcus is an American billionaire businessman and philanthropist best known as a co-founder and former CEO of the home improvement retail giant The Home Depot.
  • D. Jonathan Tisch
    Jonathan Tisch is an American businessman and philanthropist best known as the chairman and CEO of Loews Hotels and co-owner of the New York Giants.
  • E. Eugene Kleiner
    Eugene Kleiner was a pioneering Silicon Valley engineer and venture capitalist, best known as a co-founder of Fairchild Semiconductor and the influential VC firm Kleiner Perkins.
  • 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: Stephen Friedman
Triple: [David Benioff, parent, Stephen Friedman]
Generated description
Stephen Friedman is an American investment banker and former chairman of Goldman Sachs who later served as director of the National Economic Council and chairman of the President’s Foreign Intelligence Advisory Board.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Stephen Friedman
Target entity description: Stephen Friedman is an American investment banker and former chairman of Goldman Sachs who later served as director of the National Economic Council and chairman of the President’s Foreign Intelligence Advisory Board.
  • A. Stephen Friedman chosen
    Stephen Friedman is an American investment banker and former chairman of Goldman Sachs who later served as director of the National Economic Council and chairman of the President’s Foreign Intelligence Advisory Board.
  • B. James Tisch
    James Tisch is an American businessman best known as a longtime leader of Loews Corporation, a diversified holding company founded by his family.
  • C. Bernard Marcus
    Bernard Marcus is an American billionaire businessman and philanthropist best known as a co-founder and former CEO of the home improvement retail giant The Home Depot.
  • D. Jonathan Tisch
    Jonathan Tisch is an American businessman and philanthropist best known as the chairman and CEO of Loews Hotels and co-owner of the New York Giants.
  • E. Eugene Kleiner
    Eugene Kleiner was a pioneering Silicon Valley engineer and venture capitalist, best known as a co-founder of Fairchild Semiconductor and the influential VC firm Kleiner Perkins.
  • 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_69ad85de1b988190a45f8dbfebc806fc completed March 8, 2026, 2:21 p.m.
NER Named-entity recognition batch_69adc35c28908190b253f4835918a2b4 completed March 8, 2026, 6:43 p.m.
NED1 Entity disambiguation (via context triple) batch_69b4c38f989c8190befc64db51041a53 completed March 14, 2026, 2:10 a.m.
NEDg Description generation batch_69b4c451a5048190bfd4675cd17de655 completed March 14, 2026, 2:13 a.m.
NED2 Entity disambiguation (via description) batch_69b4c494ad80819084d6aa10fe62a63b completed March 14, 2026, 2:14 a.m.
Created at: March 8, 2026, 3:24 p.m.