Triple

T6164525
Position Surface form Disambiguated ID Type / Status
Subject welfare economics E137522 entity
Predicate historicalFigure P643 FINISHED
Object Abram Bergson
Abram Bergson was an influential American economist best known for formalizing the concept of the social welfare function and shaping modern welfare economics.
E573601 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: Abram Bergson | Statement: [welfare economics, historicalFigure, Abram Bergson]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Abram Bergson
Context triple: [welfare economics, historicalFigure, Abram Bergson]
  • A. Ernst Boas
    Ernst Boas was a German-born American physician and physiologist known for his work in cardiology and medical education, and as the son of anthropologist Franz Boas.
  • B. Emil Bergson
    Emil Bergson is a central figure in Willa Cather’s novel "O Pioneers!", representing youthful passion and the struggles of second-generation immigrant life on the American frontier.
  • C. Frank Chodorov
    Frank Chodorov was an American libertarian writer and editor known for his staunch advocacy of individualism, non-interventionism, and free-market economics, and for his influence on later Austrian and libertarian thinkers.
  • D. Otto Rosenfeld
    Otto Rosenfeld, better known as Otto Rank, was an influential Austrian psychoanalyst and close early collaborator of Sigmund Freud who became a pioneering theorist of creativity, will, and the psychology of birth trauma.
  • E. Adolf Berman
    Adolf Berman was a Polish Jewish activist, Holocaust survivor, and politician known for his role in the Jewish resistance and postwar advocacy for survivors’ rights.
  • 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: Abram Bergson
Triple: [welfare economics, historicalFigure, Abram Bergson]
Generated description
Abram Bergson was an influential American economist best known for formalizing the concept of the social welfare function and shaping modern welfare economics.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Abram Bergson
Target entity description: Abram Bergson was an influential American economist best known for formalizing the concept of the social welfare function and shaping modern welfare economics.
  • A. Ernst Boas
    Ernst Boas was a German-born American physician and physiologist known for his work in cardiology and medical education, and as the son of anthropologist Franz Boas.
  • B. Emil Bergson
    Emil Bergson is a central figure in Willa Cather’s novel "O Pioneers!", representing youthful passion and the struggles of second-generation immigrant life on the American frontier.
  • C. Frank Chodorov
    Frank Chodorov was an American libertarian writer and editor known for his staunch advocacy of individualism, non-interventionism, and free-market economics, and for his influence on later Austrian and libertarian thinkers.
  • D. Otto Rosenfeld
    Otto Rosenfeld, better known as Otto Rank, was an influential Austrian psychoanalyst and close early collaborator of Sigmund Freud who became a pioneering theorist of creativity, will, and the psychology of birth trauma.
  • E. Adolf Berman
    Adolf Berman was a Polish Jewish activist, Holocaust survivor, and politician known for his role in the Jewish resistance and postwar advocacy for survivors’ rights.
  • 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_69c008a54fc88190b6ce4416490ca79d completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c05d6036f88190a4bf540e7fe8d48d completed March 22, 2026, 9:21 p.m.
NED1 Entity disambiguation (via context triple) batch_69c1419e7f0481908b7ce6f36871f1ad completed March 23, 2026, 1:35 p.m.
NEDg Description generation batch_69c14855288881909b842db040fe5c54 completed March 23, 2026, 2:04 p.m.
NED2 Entity disambiguation (via description) batch_69c148d16c048190a473e8f49df43705 completed March 23, 2026, 2:06 p.m.
Created at: March 22, 2026, 4:17 p.m.