Triple

T6952363
Position Surface form Disambiguated ID Type / Status
Subject Friedman E160956 entity
Predicate hasNotableBearer P458 FINISHED
Object George Friedman
George Friedman is a geopolitical forecaster and author best known as the founder of the private intelligence and forecasting firm Stratfor and later Geopolitical Futures.
E630729 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: George Friedman | Statement: [Friedman, hasNotableBearer, George Friedman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: George Friedman
Context triple: [Friedman, hasNotableBearer, George Friedman]
  • A. Scott Rothkopf
    Scott Rothkopf is an American art curator and museum director known for his leadership and influential exhibitions at the Whitney Museum of American Art.
  • B. John J. Mearsheimer
    John J. Mearsheimer is an American political scientist and leading realist theorist in international relations, best known for his work on offensive realism and critiques of U.S. foreign policy.
  • C. Richard N. Haass
    Richard N. Haass is an American diplomat and foreign policy expert who served as president of the Council on Foreign Relations and has held several senior U.S. government positions.
  • D. Robert Baer
    Robert Baer is a former CIA case officer and author known for his memoirs on Middle East espionage and U.S. intelligence, one of which inspired the film "Syriana."
  • E. G. John Ikenberry
    G. John Ikenberry is a prominent American political scientist and international relations scholar best known for his work on liberal internationalism, the liberal world order, and U.S. foreign policy.
  • 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: George Friedman
Triple: [Friedman, hasNotableBearer, George Friedman]
Generated description
George Friedman is a geopolitical forecaster and author best known as the founder of the private intelligence and forecasting firm Stratfor and later Geopolitical Futures.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: George Friedman
Target entity description: George Friedman is a geopolitical forecaster and author best known as the founder of the private intelligence and forecasting firm Stratfor and later Geopolitical Futures.
  • A. Scott Rothkopf
    Scott Rothkopf is an American art curator and museum director known for his leadership and influential exhibitions at the Whitney Museum of American Art.
  • B. John J. Mearsheimer
    John J. Mearsheimer is an American political scientist and leading realist theorist in international relations, best known for his work on offensive realism and critiques of U.S. foreign policy.
  • C. Richard N. Haass
    Richard N. Haass is an American diplomat and foreign policy expert who served as president of the Council on Foreign Relations and has held several senior U.S. government positions.
  • D. Robert Baer
    Robert Baer is a former CIA case officer and author known for his memoirs on Middle East espionage and U.S. intelligence, one of which inspired the film "Syriana."
  • E. G. John Ikenberry
    G. John Ikenberry is a prominent American political scientist and international relations scholar best known for his work on liberal internationalism, the liberal world order, and U.S. foreign policy.
  • 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.