Triple
T12513309
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Paul Taubman |
E299133
|
entity |
| Predicate | fieldOfWork |
P3
|
FINISHED |
| Object |
labor economics
Labor economics is a branch of economics that studies how labor markets function, including the determination of wages, employment, and the allocation of workers to jobs.
|
E987913
|
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: labor economics | Statement: [Paul Taubman, fieldOfWork, labor economics]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: labor economics Context triple: [Paul Taubman, fieldOfWork, labor economics]
-
A.
Frisch elasticity of labor supply
The Frisch elasticity of labor supply is an economic measure that captures how responsive individuals’ labor supply is to changes in wages when their expected lifetime wealth is held constant.
-
B.
labor studies library
The labor studies library was a specialized academic library focused on resources related to labor, unions, and workers’ rights, serving the educational and research needs of the National Labor College community.
-
C.
Home Economics
Home Economics is an American television sitcom that follows three adult siblings in different income brackets as they navigate family dynamics and financial disparities.
-
D.
American Economic Journal: Applied Economics
American Economic Journal: Applied Economics is a peer-reviewed academic journal focusing on empirical microeconomic research and real-world policy applications.
-
E.
ECON
ECON is the European Parliament’s Committee on Economic and Monetary Affairs, responsible for overseeing EU economic policy, monetary policy, financial services regulation, and the activities of the European Central Bank.
- 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: labor economics Triple: [Paul Taubman, fieldOfWork, labor economics]
Generated description
Labor economics is a branch of economics that studies how labor markets function, including the determination of wages, employment, and the allocation of workers to jobs.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: labor economics Target entity description: Labor economics is a branch of economics that studies how labor markets function, including the determination of wages, employment, and the allocation of workers to jobs.
-
A.
Frisch elasticity of labor supply
The Frisch elasticity of labor supply is an economic measure that captures how responsive individuals’ labor supply is to changes in wages when their expected lifetime wealth is held constant.
-
B.
labor studies library
The labor studies library was a specialized academic library focused on resources related to labor, unions, and workers’ rights, serving the educational and research needs of the National Labor College community.
-
C.
Home Economics
Home Economics is an American television sitcom that follows three adult siblings in different income brackets as they navigate family dynamics and financial disparities.
-
D.
American Economic Journal: Applied Economics
American Economic Journal: Applied Economics is a peer-reviewed academic journal focusing on empirical microeconomic research and real-world policy applications.
-
E.
ECON
ECON is the European Parliament’s Committee on Economic and Monetary Affairs, responsible for overseeing EU economic policy, monetary policy, financial services regulation, and the activities of the European Central Bank.
- 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_69d6ada4cd388190ae3bbf83ff87057a |
completed | April 8, 2026, 7:33 p.m. |
| NER | Named-entity recognition | batch_69d9541e752c8190bf12d2b5a37b53df |
completed | April 10, 2026, 7:48 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f64bbba5fc819082a4171a5a77183a |
completed | May 2, 2026, 7:08 p.m. |
| NEDg | Description generation | batch_69f64d15a97c81909046190f0d0fd986 |
completed | May 2, 2026, 7:14 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69f64e6d311c8190b851b89e394165d0 |
completed | May 2, 2026, 7:20 p.m. |
Created at: April 8, 2026, 9:57 p.m.