Triple
T17587735
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | James J. Heckman |
E428367
|
entity |
| Predicate | birthName |
P65
|
FINISHED |
| Object | James Joseph Heckman |
—
|
NE NERFINISHED |
How this triple was built (2 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: James Joseph Heckman | Statement: [James J. Heckman, birthName, James Joseph Heckman]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: James Joseph Heckman Context triple: [James J. Heckman, birthName, James Joseph Heckman]
-
A.
James Heckman
chosen
James Heckman is a Nobel Prize–winning American economist renowned for his work on econometrics and the economics of human development, particularly the importance of early childhood education and skill formation.
-
B.
Jacob Mincer
Jacob Mincer was a pioneering labor economist best known for founding modern empirical research on human capital and the economics of education and earnings.
-
C.
Eric Hanushek
Eric Hanushek is an American economist and education researcher known for his influential work on the economics of education, particularly the impact of teacher quality and school resources on student achievement.
-
D.
Richard A. Easterlin
Richard A. Easterlin is an American economist best known for formulating the "Easterlin Paradox," which explores the relationship between income and happiness.
-
E.
Roland Fryer
Roland Fryer is an American economist known for his influential empirical research on racial inequality, education, and discrimination.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (2 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_69d889e1030481909950e140c63255b9 |
completed | April 10, 2026, 5:25 a.m. |
| NER | Named-entity recognition | batch_69e469e41bf08190963848f1597b6e9f |
completed | April 19, 2026, 5:36 a.m. |
Created at: April 10, 2026, 5:51 a.m.