Triple

T4193841
Position Surface form Disambiguated ID Type / Status
Subject Schelling E89096 entity
Predicate hasNotableBearer P458 FINISHED
Object Thomas Schelling
Thomas Schelling was an American economist and game theorist renowned for his work on conflict, cooperation, and nuclear strategy, for which he received the Nobel Prize in Economics.
 E420084 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: Thomas Schelling | Statement: [Schelling, hasNotableBearer, Thomas Schelling]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Thomas Schelling
Context triple: [Schelling, hasNotableBearer, Thomas Schelling]
  • A. Clifford M. Hardin
    Clifford M. Hardin was an American academic and government official who served as U.S. Secretary of Agriculture under President Richard Nixon.
  • B. Gabriel A. Almond
    Gabriel A. Almond was an influential American political scientist known for his pioneering work in comparative politics and political culture.
  • C. Richard Elster
    Richard Elster is a reclusive, aging intellectual and former government war strategist who retreats to the desert to philosophize about time, consciousness, and the nature of modern warfare.
  • D. Jon Elster
    Jon Elster is a Norwegian social and political theorist known for applying rational choice and analytical philosophy methods to the study of Marxism, institutions, and collective behavior.
  • E. Emanuel R. Piore
    Emanuel R. Piore was a prominent physicist and research executive known for his influential leadership in industrial research and development, particularly at IBM.
  • 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: Thomas Schelling
Triple: [Schelling, hasNotableBearer, Thomas Schelling]
Generated description
Thomas Schelling was an American economist and game theorist renowned for his work on conflict, cooperation, and nuclear strategy, for which he received the Nobel Prize in Economics.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Thomas Schelling
Target entity description: Thomas Schelling was an American economist and game theorist renowned for his work on conflict, cooperation, and nuclear strategy, for which he received the Nobel Prize in Economics.
  • A. Clifford M. Hardin
    Clifford M. Hardin was an American academic and government official who served as U.S. Secretary of Agriculture under President Richard Nixon.
  • B. Gabriel A. Almond
    Gabriel A. Almond was an influential American political scientist known for his pioneering work in comparative politics and political culture.
  • C. Richard Elster
    Richard Elster is a reclusive, aging intellectual and former government war strategist who retreats to the desert to philosophize about time, consciousness, and the nature of modern warfare.
  • D. Jon Elster
    Jon Elster is a Norwegian social and political theorist known for applying rational choice and analytical philosophy methods to the study of Marxism, institutions, and collective behavior.
  • E. Emanuel R. Piore
    Emanuel R. Piore was a prominent physicist and research executive known for his influential leadership in industrial research and development, particularly at IBM.
  • 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_69aed9569a4481908b6c1fcec2a11e21 completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69af0342c6048190835631649a14d304 completed March 9, 2026, 5:28 p.m.
NED1 Entity disambiguation (via context triple) batch_69b58a0b02208190af3a55d38a7a2459 completed March 14, 2026, 4:17 p.m.
NEDg Description generation batch_69b58e0446d48190a1fd54bcc72af026 completed March 14, 2026, 4:34 p.m.
NED2 Entity disambiguation (via description) batch_69b58e8d57cc8190a823a7cf3a3f0cdf completed March 14, 2026, 4:36 p.m.
Created at: March 9, 2026, 3:46 p.m.