Triple

T6731614
Position Surface form Disambiguated ID Type / Status
Subject Dereliction of Duty E153645 entity
Predicate title P38 FINISHED
Object Dereliction of Duty: Johnson, McNamara, the Joint Chiefs of Staff, and the Lies That Led to Vietnam
"Dereliction of Duty: Johnson, McNamara, the Joint Chiefs of Staff, and the Lies That Led to Vietnam" is a historical and military analysis book by H. R. McMaster that critiques the political and military leadership decisions that escalated U.S. involvement in the Vietnam War.
E616044 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: Dereliction of Duty: Johnson, McNamara, the Joint Chiefs of Staff, and the Lies That Led to Vietnam | Statement: [Dereliction of Duty, title, Dereliction of Duty: Johnson, McNamara, the Joint Chiefs of Staff, and the Lies That Led to Vietnam]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Dereliction of Duty: Johnson, McNamara, the Joint Chiefs of Staff, and the Lies That Led to Vietnam
Context triple: [Dereliction of Duty, title, Dereliction of Duty: Johnson, McNamara, the Joint Chiefs of Staff, and the Lies That Led to Vietnam]
  • A. Into the Quagmire: Lyndon Johnson and the Escalation of the Vietnam War
    "Into the Quagmire: Lyndon Johnson and the Escalation of the Vietnam War" is a historical study that analyzes how President Lyndon B. Johnson’s decisions and political context led to the deepening U.S. involvement in the Vietnam conflict.
  • B. Reckless: Henry Kissinger and the Tragedy of Vietnam
    "Reckless: Henry Kissinger and the Tragedy of Vietnam" is a historical study that critically examines Henry Kissinger’s role in shaping U.S. policy and prolonging the Vietnam War.
  • C. Road to Disaster: A New History of America’s Descent into Vietnam
    Road to Disaster: A New History of America’s Descent into Vietnam is a historical study that reexamines how U.S. political and military leaders’ decisions and misjudgments led to the escalation and quagmire of the Vietnam War.
  • D. Argument Without End: In Search of Answers to the Vietnam Tragedy
    "Argument Without End: In Search of Answers to the Vietnam Tragedy" is a historical and analytical book in which former U.S. Defense Secretary Robert McNamara and others reassess the decisions and misunderstandings that led to and prolonged the Vietnam War.
  • E. How We Lost the Vietnam War
    "How We Lost the Vietnam War" is a memoir by former South Vietnamese prime minister and air force general Nguyễn Cao Kỳ, offering his personal account and perspective on the political and military failures that led to South Vietnam’s defeat.
  • 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: Dereliction of Duty: Johnson, McNamara, the Joint Chiefs of Staff, and the Lies That Led to Vietnam
Triple: [Dereliction of Duty, title, Dereliction of Duty: Johnson, McNamara, the Joint Chiefs of Staff, and the Lies That Led to Vietnam]
Generated description
"Dereliction of Duty: Johnson, McNamara, the Joint Chiefs of Staff, and the Lies That Led to Vietnam" is a historical and military analysis book by H. R. McMaster that critiques the political and military leadership decisions that escalated U.S. involvement in the Vietnam War.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Dereliction of Duty: Johnson, McNamara, the Joint Chiefs of Staff, and the Lies That Led to Vietnam
Target entity description: "Dereliction of Duty: Johnson, McNamara, the Joint Chiefs of Staff, and the Lies That Led to Vietnam" is a historical and military analysis book by H. R. McMaster that critiques the political and military leadership decisions that escalated U.S. involvement in the Vietnam War.
  • A. Into the Quagmire: Lyndon Johnson and the Escalation of the Vietnam War
    "Into the Quagmire: Lyndon Johnson and the Escalation of the Vietnam War" is a historical study that analyzes how President Lyndon B. Johnson’s decisions and political context led to the deepening U.S. involvement in the Vietnam conflict.
  • B. Reckless: Henry Kissinger and the Tragedy of Vietnam
    "Reckless: Henry Kissinger and the Tragedy of Vietnam" is a historical study that critically examines Henry Kissinger’s role in shaping U.S. policy and prolonging the Vietnam War.
  • C. Road to Disaster: A New History of America’s Descent into Vietnam
    Road to Disaster: A New History of America’s Descent into Vietnam is a historical study that reexamines how U.S. political and military leaders’ decisions and misjudgments led to the escalation and quagmire of the Vietnam War.
  • D. Argument Without End: In Search of Answers to the Vietnam Tragedy
    "Argument Without End: In Search of Answers to the Vietnam Tragedy" is a historical and analytical book in which former U.S. Defense Secretary Robert McNamara and others reassess the decisions and misunderstandings that led to and prolonged the Vietnam War.
  • E. How We Lost the Vietnam War
    "How We Lost the Vietnam War" is a memoir by former South Vietnamese prime minister and air force general Nguyễn Cao Kỳ, offering his personal account and perspective on the political and military failures that led to South Vietnam’s defeat.
  • 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_69c6880bdd68819097de8b6099992682 completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d16a30888190ae474d90bb71ac49 completed March 27, 2026, 6:50 p.m.
NED1 Entity disambiguation (via context triple) batch_69c70b029960819090de37c99e80ceb9 completed March 27, 2026, 10:56 p.m.
NEDg Description generation batch_69c70bf3e2fc8190bc5d044b890ddc02 completed March 27, 2026, 11 p.m.
NED2 Entity disambiguation (via description) batch_69c70cece560819099b488a95a3c79c5 completed March 27, 2026, 11:04 p.m.
Created at: March 27, 2026, 2:09 p.m.