Triple
T18044083
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Kevin M. Murphy |
E431726
|
entity |
| Predicate | coAuthor |
P398
|
FINISHED |
| Object | Lawrence F. Katz |
—
|
NE NERFINISHED |
How this triple was built (3 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: Lawrence F. Katz | Statement: [Kevin M. Murphy, coAuthor, Lawrence F. Katz]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Lawrence F. Katz Context triple: [Kevin M. Murphy, coAuthor, Lawrence F. Katz]
-
A.
Robert D. Wachs
Robert D. Wachs was a film and television producer best known for his work on the hit comedy "Coming to America."
-
B.
Richard L. Kagan
Richard L. Kagan is an American historian known for his scholarship on early modern Spain and the Spanish Empire.
-
C.
Robert Wachs
Robert Wachs is a film producer best known for his work on the comedy film "Delirious."
-
D.
Robert H. Topel
Robert H. Topel is an American economist known for his work in labor economics, productivity, and the economic analysis of labor markets and public policy.
-
E.
Benjamin M. Friedman
Benjamin M. Friedman is an American economist known for his influential work on monetary policy, economic growth, and the moral dimensions of capitalism.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Lawrence F. Katz Target entity description: Lawrence F. Katz is a prominent American labor economist known for his influential research on wage inequality, education, and the labor market.
-
A.
Robert D. Wachs
Robert D. Wachs was a film and television producer best known for his work on the hit comedy "Coming to America."
-
B.
Richard L. Kagan
Richard L. Kagan is an American historian known for his scholarship on early modern Spain and the Spanish Empire.
-
C.
Robert Wachs
Robert Wachs is a film producer best known for his work on the comedy film "Delirious."
-
D.
Robert H. Topel
Robert H. Topel is an American economist known for his work in labor economics, productivity, and the economic analysis of labor markets and public policy.
-
E.
Benjamin M. Friedman
Benjamin M. Friedman is an American economist known for his influential work on monetary policy, economic growth, and the moral dimensions of capitalism.
- F. None of above. chosen
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_69d8b906482481908183315b9ecf9994 |
completed | April 10, 2026, 8:47 a.m. |
| NER | Named-entity recognition | batch_69e4bff13f488190993445769551c9c2 |
completed | April 19, 2026, 11:43 a.m. |
Created at: April 10, 2026, 10:25 a.m.