Triple

T143366
Position Surface form Disambiguated ID Type / Status
Subject Harold T. Shapiro E2899 entity
Predicate notableWork P4 FINISHED
Object “Universities and Their Leadership”
“Universities and Their Leadership” is a scholarly work by economist and academic leader Harold T. Shapiro that examines the roles, responsibilities, and challenges of modern university governance and administration.
E16835 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: “Universities and Their Leadership” | Statement: [Harold T. Shapiro, notableWork, “Universities and Their Leadership”]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: “Universities and Their Leadership”
Context triple: [Harold T. Shapiro, notableWork, “Universities and Their Leadership”]
  • A. Center for Public Leadership
    The Center for Public Leadership is a Harvard Kennedy School institute dedicated to developing principled, effective leaders for public service and social impact through education, research, and fellowships.
  • B. Consortium on Financing Higher Education
    The Consortium on Financing Higher Education is an organization of highly selective, private colleges and universities in the United States that collaborates on issues related to financial aid, affordability, and access to higher education.
  • C. National Academy of Public Administration
    The National Academy of Public Administration is an independent, nonpartisan organization in the United States that provides expert advice and analysis to improve government management and public policy.
  • D. Institute of Educational Studies
    The Institute of Educational Studies is a specialized academic and research institute within Cairo University focused on advancing scholarship and professional training in the field of education.
  • E. American Assembly of Collegiate Schools of Business
    The American Assembly of Collegiate Schools of Business, now known as AACSB International, is a leading global accrediting body and membership association for business schools and accounting programs.
  • 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: “Universities and Their Leadership”
Triple: [Harold T. Shapiro, notableWork, “Universities and Their Leadership”]
Generated description
“Universities and Their Leadership” is a scholarly work by economist and academic leader Harold T. Shapiro that examines the roles, responsibilities, and challenges of modern university governance and administration.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: “Universities and Their Leadership”
Target entity description: “Universities and Their Leadership” is a scholarly work by economist and academic leader Harold T. Shapiro that examines the roles, responsibilities, and challenges of modern university governance and administration.
  • A. Center for Public Leadership
    The Center for Public Leadership is a Harvard Kennedy School institute dedicated to developing principled, effective leaders for public service and social impact through education, research, and fellowships.
  • B. Consortium on Financing Higher Education
    The Consortium on Financing Higher Education is an organization of highly selective, private colleges and universities in the United States that collaborates on issues related to financial aid, affordability, and access to higher education.
  • C. National Academy of Public Administration
    The National Academy of Public Administration is an independent, nonpartisan organization in the United States that provides expert advice and analysis to improve government management and public policy.
  • D. Institute of Educational Studies
    The Institute of Educational Studies is a specialized academic and research institute within Cairo University focused on advancing scholarship and professional training in the field of education.
  • E. American Assembly of Collegiate Schools of Business
    The American Assembly of Collegiate Schools of Business, now known as AACSB International, is a leading global accrediting body and membership association for business schools and accounting programs.
  • 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_69a2521e35c08190b28e5c9f1e3c9b59 completed Feb. 28, 2026, 2:25 a.m.
NER Named-entity recognition batch_69a257caf678819092e975d5167f9df4 completed Feb. 28, 2026, 2:49 a.m.
NED1 Entity disambiguation (via context triple) batch_69a2b860df1481909d6d64ac45dd6eae completed Feb. 28, 2026, 9:41 a.m.
NEDg Description generation batch_69a2baa4ac048190957929b92e106233 completed Feb. 28, 2026, 9:51 a.m.
NED2 Entity disambiguation (via description) batch_69a2bb038c648190a53442cedfa26ec0 completed Feb. 28, 2026, 9:53 a.m.
Created at: Feb. 28, 2026, 2:31 a.m.