Triple

T2791121
Position Surface form Disambiguated ID Type / Status
Subject Robert M. Gates E61929 entity
Predicate notableWork P4 FINISHED
Object A Passion for Leadership: Lessons on Change and Reform from Fifty Years of Public Service
"A Passion for Leadership: Lessons on Change and Reform from Fifty Years of Public Service" is a leadership and management book by former U.S. Defense Secretary Robert M. Gates, distilling practical insights from his five decades of experience in government and public service.
E298600 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: A Passion for Leadership: Lessons on Change and Reform from Fifty Years of Public Service | Statement: [Robert M. Gates, notableWork, A Passion for Leadership: Lessons on Change and Reform from Fifty Years of Public Service]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: A Passion for Leadership: Lessons on Change and Reform from Fifty Years of Public Service
Context triple: [Robert M. Gates, notableWork, A Passion for Leadership: Lessons on Change and Reform from Fifty Years of Public Service]
  • A. Engagement, Service, and the Public Good
    "Engagement, Service, and the Public Good" is the guiding motto of California State University, Los Angeles, emphasizing community involvement, civic responsibility, and societal benefit.
  • B. Miles to Go: A Personal History of Social Policy
    "Miles to Go: A Personal History of Social Policy" is a reflective work by Daniel Patrick Moynihan that traces the evolution and challenges of American social policy through his experiences as a scholar, advisor, and U.S. senator.
  • C. In Praise of Public Life
    In Praise of Public Life is a political memoir and reflection on civic engagement by former U.S. Senator Joe Lieberman, advocating for the value and responsibilities of serving in government.
  • D. Coping: Essays on the Practice of Government
    Coping: Essays on the Practice of Government is a collection of essays by Daniel Patrick Moynihan analyzing the challenges, limitations, and practical realities of modern democratic governance and public policy.
  • E. Bound to Lead: The Changing Nature of American Power
    Bound to Lead: The Changing Nature of American Power is a seminal book by Joseph S. Nye Jr. that argues the United States’ global influence increasingly depends on “soft power” as well as traditional military and economic strength.
  • 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: A Passion for Leadership: Lessons on Change and Reform from Fifty Years of Public Service
Triple: [Robert M. Gates, notableWork, A Passion for Leadership: Lessons on Change and Reform from Fifty Years of Public Service]
Generated description
"A Passion for Leadership: Lessons on Change and Reform from Fifty Years of Public Service" is a leadership and management book by former U.S. Defense Secretary Robert M. Gates, distilling practical insights from his five decades of experience in government and public service.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: A Passion for Leadership: Lessons on Change and Reform from Fifty Years of Public Service
Target entity description: "A Passion for Leadership: Lessons on Change and Reform from Fifty Years of Public Service" is a leadership and management book by former U.S. Defense Secretary Robert M. Gates, distilling practical insights from his five decades of experience in government and public service.
  • A. Engagement, Service, and the Public Good
    "Engagement, Service, and the Public Good" is the guiding motto of California State University, Los Angeles, emphasizing community involvement, civic responsibility, and societal benefit.
  • B. Miles to Go: A Personal History of Social Policy
    "Miles to Go: A Personal History of Social Policy" is a reflective work by Daniel Patrick Moynihan that traces the evolution and challenges of American social policy through his experiences as a scholar, advisor, and U.S. senator.
  • C. In Praise of Public Life
    In Praise of Public Life is a political memoir and reflection on civic engagement by former U.S. Senator Joe Lieberman, advocating for the value and responsibilities of serving in government.
  • D. Coping: Essays on the Practice of Government
    Coping: Essays on the Practice of Government is a collection of essays by Daniel Patrick Moynihan analyzing the challenges, limitations, and practical realities of modern democratic governance and public policy.
  • E. Bound to Lead: The Changing Nature of American Power
    Bound to Lead: The Changing Nature of American Power is a seminal book by Joseph S. Nye Jr. that argues the United States’ global influence increasingly depends on “soft power” as well as traditional military and economic strength.
  • 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_69ab4b7f51d881908768300ebd2fbdae completed March 6, 2026, 9:47 p.m.
NER Named-entity recognition batch_69abddcfe19c81908f94dd449f18a2c2 completed March 7, 2026, 8:12 a.m.
NED1 Entity disambiguation (via context triple) batch_69afc65c1f848190b6efeefb64a3e131 completed March 10, 2026, 7:21 a.m.
NEDg Description generation batch_69afc6e6d4bc81908108fe24677448c3 completed March 10, 2026, 7:23 a.m.
NED2 Entity disambiguation (via description) batch_69afc7907be88190b70458ed735261e8 completed March 10, 2026, 7:26 a.m.
Created at: March 6, 2026, 9:58 p.m.