Triple

T3062655
Position Surface form Disambiguated ID Type / Status
Subject Analytical Marxism E62030 entity
Predicate associatedWith P37 FINISHED
Object John Roemer
John Roemer is an American economist and political theorist known for his influential work on Marxian economics, theories of exploitation, and egalitarian justice.
E323238 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: John Roemer | Statement: [Analytical Marxism, associatedWith, John Roemer]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: John Roemer
Context triple: [Analytical Marxism, associatedWith, John Roemer]
  • A. David Romer
    David Romer is an influential American macroeconomist known for his work on New Keynesian economics, advanced macroeconomic theory, and widely used graduate-level textbooks.
  • B. Robert D. Murphy
    Robert D. Murphy was a prominent American diplomat and foreign service officer who played key roles in U.S. policy during and after World War II, particularly in Europe.
  • C. Ralph W. Zwicker
    Ralph W. Zwicker was a United States Army general and decorated combat officer best known for his leadership in the Korean War and his later involvement in a high-profile clash with Senator Joseph McCarthy.
  • D. Kevin Phillips
    Kevin Phillips was an American political strategist and writer known for shaping and popularizing the Republican Party’s “Southern Strategy” and analyzing long-term shifts in U.S. electoral politics.
  • E. 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.
  • 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: John Roemer
Triple: [Analytical Marxism, associatedWith, John Roemer]
Generated description
John Roemer is an American economist and political theorist known for his influential work on Marxian economics, theories of exploitation, and egalitarian justice.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: John Roemer
Target entity description: John Roemer is an American economist and political theorist known for his influential work on Marxian economics, theories of exploitation, and egalitarian justice.
  • A. David Romer
    David Romer is an influential American macroeconomist known for his work on New Keynesian economics, advanced macroeconomic theory, and widely used graduate-level textbooks.
  • B. Robert D. Murphy
    Robert D. Murphy was a prominent American diplomat and foreign service officer who played key roles in U.S. policy during and after World War II, particularly in Europe.
  • C. Ralph W. Zwicker
    Ralph W. Zwicker was a United States Army general and decorated combat officer best known for his leadership in the Korean War and his later involvement in a high-profile clash with Senator Joseph McCarthy.
  • D. Kevin Phillips
    Kevin Phillips was an American political strategist and writer known for shaping and popularizing the Republican Party’s “Southern Strategy” and analyzing long-term shifts in U.S. electoral politics.
  • E. 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.
  • 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_69ad85793e5c8190a358049bc4a98d8c completed March 8, 2026, 2:19 p.m.
NER Named-entity recognition batch_69ad9ea088fc819090b9d5bbcb268671 completed March 8, 2026, 4:06 p.m.
NED1 Entity disambiguation (via context triple) batch_69b1ef118cb48190a1f666ead7c19a12 completed March 11, 2026, 10:39 p.m.
NEDg Description generation batch_69b1f1291670819083866bd4950d4124 completed March 11, 2026, 10:48 p.m.
NED2 Entity disambiguation (via description) batch_69b1f1990be08190bfa83c08323c5d40 completed March 11, 2026, 10:50 p.m.
Created at: March 8, 2026, 3:02 p.m.