Triple

T1337628
Position Surface form Disambiguated ID Type / Status
Subject Brian VanDeMark E28789 entity
Predicate notableWork P4 FINISHED
Object 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.
E156639 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: Into the Quagmire: Lyndon Johnson and the Escalation of the Vietnam War | Statement: [Brian VanDeMark, notableWork, Into the Quagmire: Lyndon Johnson and the Escalation of the Vietnam War]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Into the Quagmire: Lyndon Johnson and the Escalation of the Vietnam War
Context triple: [Brian VanDeMark, notableWork, Into the Quagmire: Lyndon Johnson and the Escalation of the Vietnam War]
  • A. 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.
  • B. 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.
  • C. In Retrospect: The Tragedy and Lessons of Vietnam
    *In Retrospect: The Tragedy and Lessons of Vietnam* is a memoir by former U.S. Secretary of Defense Robert McNamara in which he reflects on and critiques American decision-making during the Vietnam War, acknowledging major errors and drawing lessons for future policy.
  • D. Nuremberg and Vietnam: An American Tragedy
    Nuremberg and Vietnam: An American Tragedy is a 1970 book by legal scholar Telford Taylor that argues U.S. conduct in the Vietnam War should be judged by the same principles of international law applied at the Nuremberg trials.
  • E. A Thousand Days: John F. Kennedy in the White House
    A Thousand Days: John F. Kennedy in the White House is a Pulitzer Prize–winning historical account that chronicles John F. Kennedy’s presidency through the perspective of a close adviser and historian.
  • 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: Into the Quagmire: Lyndon Johnson and the Escalation of the Vietnam War
Triple: [Brian VanDeMark, notableWork, Into the Quagmire: Lyndon Johnson and the Escalation of the Vietnam War]
Generated description
"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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Into the Quagmire: Lyndon Johnson and the Escalation of the Vietnam War
Target entity description: "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.
  • A. 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.
  • B. 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.
  • C. In Retrospect: The Tragedy and Lessons of Vietnam
    *In Retrospect: The Tragedy and Lessons of Vietnam* is a memoir by former U.S. Secretary of Defense Robert McNamara in which he reflects on and critiques American decision-making during the Vietnam War, acknowledging major errors and drawing lessons for future policy.
  • D. Nuremberg and Vietnam: An American Tragedy
    Nuremberg and Vietnam: An American Tragedy is a 1970 book by legal scholar Telford Taylor that argues U.S. conduct in the Vietnam War should be judged by the same principles of international law applied at the Nuremberg trials.
  • E. A Thousand Days: John F. Kennedy in the White House
    A Thousand Days: John F. Kennedy in the White House is a Pulitzer Prize–winning historical account that chronicles John F. Kennedy’s presidency through the perspective of a close adviser and historian.
  • 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_69a498561a508190a3e1bc137c2b866a completed March 1, 2026, 7:49 p.m.
NER Named-entity recognition batch_69a4c1edda1c81909a1149b254b0d57e completed March 1, 2026, 10:47 p.m.
NED1 Entity disambiguation (via context triple) batch_69acce660ccc8190abc6cdceaf09101c completed March 8, 2026, 1:18 a.m.
NEDg Description generation batch_69accf3931bc81908e38755e2d024270 completed March 8, 2026, 1:22 a.m.
NED2 Entity disambiguation (via description) batch_69accfb8acfc8190bba379d8bb114c29 completed March 8, 2026, 1:24 a.m.
Created at: March 1, 2026, 7:55 p.m.