Triple

T6952352
Position Surface form Disambiguated ID Type / Status
Subject Friedman E160956 entity
Predicate hasNotableBearer P458 FINISHED
Object Benjamin M. Friedman
Benjamin M. Friedman is an American economist known for his influential work on monetary policy, economic growth, and the moral dimensions of capitalism.
E630725 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: Benjamin M. Friedman | Statement: [Friedman, hasNotableBearer, Benjamin M. Friedman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Benjamin M. Friedman
Context triple: [Friedman, hasNotableBearer, Benjamin M. Friedman]
  • A. Richard A. Epstein
    Richard A. Epstein is a prominent American legal scholar known for his influential work in law and economics, constitutional law, and classical liberal legal theory.
  • B. Bernard A. Friedman
    Bernard A. Friedman is a United States federal judge known for his rulings on significant civil rights and constitutional law cases.
  • C. Robert Wachs
    Robert Wachs is a film producer best known for his work on the comedy film "Delirious."
  • D. Edward K. Milkis
    Edward K. Milkis was an American television producer best known for his work on popular 1970s sitcoms and collaborations with Garry Marshall.
  • E. Rémy Loury
    Rémy Loury is a French journalist and press freedom advocate best known as one of the founders of the international NGO Reporters Without Borders.
  • 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: Benjamin M. Friedman
Triple: [Friedman, hasNotableBearer, Benjamin M. Friedman]
Generated description
Benjamin M. Friedman is an American economist known for his influential work on monetary policy, economic growth, and the moral dimensions of capitalism.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Benjamin M. Friedman
Target entity description: Benjamin M. Friedman is an American economist known for his influential work on monetary policy, economic growth, and the moral dimensions of capitalism.
  • A. Richard A. Epstein
    Richard A. Epstein is a prominent American legal scholar known for his influential work in law and economics, constitutional law, and classical liberal legal theory.
  • B. Bernard A. Friedman
    Bernard A. Friedman is a United States federal judge known for his rulings on significant civil rights and constitutional law cases.
  • C. Robert Wachs
    Robert Wachs is a film producer best known for his work on the comedy film "Delirious."
  • D. Edward K. Milkis
    Edward K. Milkis was an American television producer best known for his work on popular 1970s sitcoms and collaborations with Garry Marshall.
  • E. Rémy Loury
    Rémy Loury is a French journalist and press freedom advocate best known as one of the founders of the international NGO Reporters Without Borders.
  • 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_69c68850419081909fb426b8f5a304c7 completed March 27, 2026, 1:38 p.m.
NER Named-entity recognition batch_69c6dab18d648190a2f238fce3e59365 completed March 27, 2026, 7:29 p.m.
NED1 Entity disambiguation (via context triple) batch_69c758797228819089362f137e9eb747 completed March 28, 2026, 4:26 a.m.
NEDg Description generation batch_69c759a5eebc8190934ea04a2ce20287 completed March 28, 2026, 4:31 a.m.
NED2 Entity disambiguation (via description) batch_69c75a19d27c819089cfa625dfccfe6f completed March 28, 2026, 4:33 a.m.
Created at: March 27, 2026, 2:29 p.m.