Triple
T14730992
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | James K. Boyce |
E346071
|
entity |
| Predicate | memberOf |
P10
|
FINISHED |
| Object |
Political Economy Research Institute at the University of Massachusetts Amherst
The Political Economy Research Institute at the University of Massachusetts Amherst is a research center focused on progressive economic policy analysis, including issues of inequality, labor, and the environment.
|
E1117857
|
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: Political Economy Research Institute at the University of Massachusetts Amherst | Statement: [James K. Boyce, memberOf, Political Economy Research Institute at the University of Massachusetts Amherst]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Political Economy Research Institute at the University of Massachusetts Amherst Context triple: [James K. Boyce, memberOf, Political Economy Research Institute at the University of Massachusetts Amherst]
-
A.
Institute for Social and Economic Research
The Institute for Social and Economic Research is a leading UK social science research institute at the University of Essex, best known for running major longitudinal household studies and informing public policy on social and economic issues.
-
B.
Institute for Quantitative Social Science at Harvard University
The Institute for Quantitative Social Science at Harvard University is a research center dedicated to advancing empirical and computational methods for the study of social and political phenomena.
-
C.
Economic Growth Institute at the University of Michigan
The Economic Growth Institute at the University of Michigan is a university-based research and outreach center that supports economic development and innovation, particularly for small and medium-sized businesses and communities.
-
D.
Center for Study of Public Choice
The Center for Study of Public Choice is a research institute devoted to applying economic analysis to political decision-making and collective choice processes.
-
E.
Levy Economics Institute of Bard College
The Levy Economics Institute of Bard College is a public policy think tank and research organization known for its work on economic instability, financial systems, and policy analysis, particularly influenced by the ideas of economist Hyman Minsky.
- 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: Political Economy Research Institute at the University of Massachusetts Amherst Triple: [James K. Boyce, memberOf, Political Economy Research Institute at the University of Massachusetts Amherst]
Generated description
The Political Economy Research Institute at the University of Massachusetts Amherst is a research center focused on progressive economic policy analysis, including issues of inequality, labor, and the environment.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Political Economy Research Institute at the University of Massachusetts Amherst Target entity description: The Political Economy Research Institute at the University of Massachusetts Amherst is a research center focused on progressive economic policy analysis, including issues of inequality, labor, and the environment.
-
A.
Institute for Social and Economic Research
The Institute for Social and Economic Research is a leading UK social science research institute at the University of Essex, best known for running major longitudinal household studies and informing public policy on social and economic issues.
-
B.
Institute for Quantitative Social Science at Harvard University
The Institute for Quantitative Social Science at Harvard University is a research center dedicated to advancing empirical and computational methods for the study of social and political phenomena.
-
C.
Economic Growth Institute at the University of Michigan
The Economic Growth Institute at the University of Michigan is a university-based research and outreach center that supports economic development and innovation, particularly for small and medium-sized businesses and communities.
-
D.
Center for Study of Public Choice
The Center for Study of Public Choice is a research institute devoted to applying economic analysis to political decision-making and collective choice processes.
-
E.
Levy Economics Institute of Bard College
The Levy Economics Institute of Bard College is a public policy think tank and research organization known for its work on economic instability, financial systems, and policy analysis, particularly influenced by the ideas of economist Hyman Minsky.
- 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_69d822e5911c8190ba589f957dbd9ba7 |
completed | April 9, 2026, 10:06 p.m. |
| NER | Named-entity recognition | batch_69dec26311c8819093a81ff0fa43b33b |
completed | April 14, 2026, 10:40 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fdfb89ea388190b356df74e36023f7 |
completed | May 8, 2026, 3:04 p.m. |
| NEDg | Description generation | batch_69fdfdd73dcc8190bd0340b2f2a2c54a |
completed | May 8, 2026, 3:14 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69fdfe70e03481909eb9a9bf863f826b |
completed | May 8, 2026, 3:17 p.m. |
Created at: April 10, 2026, 1:29 a.m.