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.