Triple

T4489056

Position	Surface form	Disambiguated ID	Type / Status
Subject	James G. March	`E107321`	entity
Predicate	notableWork	`P4`	FINISHED
Object	Leadership and Ambiguity "Leadership and Ambiguity" is a seminal work in organizational theory that explores how leaders make decisions and exercise influence under conditions of uncertainty and conflicting goals.	`E446941`	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: Leadership and Ambiguity | Statement: [James G. March, notableWork, Leadership and Ambiguity]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Leadership and Ambiguity
Context triple: [James G. March, notableWork, Leadership and Ambiguity]

A. Leadership in Turbulent Times
Leadership in Turbulent Times is a historical study by Doris Kearns Goodwin that examines how four U.S. presidents—Abraham Lincoln, Theodore Roosevelt, Franklin D. Roosevelt, and Lyndon B. Johnson—confronted and led through periods of national crisis.
B. A Higher Loyalty: Truth, Lies, and Leadership
A Higher Loyalty: Truth, Lies, and Leadership is a memoir by former FBI Director James Comey reflecting on his career in law enforcement, ethical leadership, and his controversial interactions with President Donald Trump.
C. A Time to Lead
A Time to Lead is a political and military memoir by retired U.S. Army General Wesley Clark, reflecting on his career and views on leadership and national security.
D. Democracy and Leadership
"Democracy and Leadership" is a 1924 political and cultural critique by humanist scholar Irving Babbitt that challenges modern democratic tendencies and emphasizes the need for moral and classical restraint in leadership.
E. We Lead, Others Follow
"We Lead, Others Follow" is the motto of the 3rd Canadian Infantry Division, reflecting its emphasis on leadership and initiative in military operations.
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: Leadership and Ambiguity
Triple: [James G. March, notableWork, Leadership and Ambiguity]

Generated description

"Leadership and Ambiguity" is a seminal work in organizational theory that explores how leaders make decisions and exercise influence under conditions of uncertainty and conflicting goals.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Leadership and Ambiguity
Target entity description: "Leadership and Ambiguity" is a seminal work in organizational theory that explores how leaders make decisions and exercise influence under conditions of uncertainty and conflicting goals.

A. Leadership in Turbulent Times
Leadership in Turbulent Times is a historical study by Doris Kearns Goodwin that examines how four U.S. presidents—Abraham Lincoln, Theodore Roosevelt, Franklin D. Roosevelt, and Lyndon B. Johnson—confronted and led through periods of national crisis.
B. A Higher Loyalty: Truth, Lies, and Leadership
A Higher Loyalty: Truth, Lies, and Leadership is a memoir by former FBI Director James Comey reflecting on his career in law enforcement, ethical leadership, and his controversial interactions with President Donald Trump.
C. A Time to Lead
A Time to Lead is a political and military memoir by retired U.S. Army General Wesley Clark, reflecting on his career and views on leadership and national security.
D. Democracy and Leadership
"Democracy and Leadership" is a 1924 political and cultural critique by humanist scholar Irving Babbitt that challenges modern democratic tendencies and emphasizes the need for moral and classical restraint in leadership.
E. We Lead, Others Follow
"We Lead, Others Follow" is the motto of the 3rd Canadian Infantry Division, reflecting its emphasis on leadership and initiative in military operations.
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_69bd43f84f788190a1383579c4a595be`	completed	March 20, 2026, 12:56 p.m.
NER	Named-entity recognition	`batch_69bd52ad36748190b791de458f2116b2`	completed	March 20, 2026, 1:59 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69bd67a90f308190ab4f912cd1e2f692`	completed	March 20, 2026, 3:28 p.m.
NEDg	Description generation	`batch_69bd68d76cfc819083071015add540dc`	completed	March 20, 2026, 3:33 p.m.
NED2	Entity disambiguation (via description)	`batch_69bd698f0f148190ae3ad5193cba0851`	completed	March 20, 2026, 3:36 p.m.

Created at: March 20, 2026, 12:59 p.m.