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.