Triple

T1884353
Position Surface form Disambiguated ID Type / Status
Subject Robert K. Brigham E39927 entity
Predicate notableWork P4 FINISHED
Object ARVN: Life and Death in the South Vietnamese Army
"ARVN: Life and Death in the South Vietnamese Army" is a historical study by Robert K. Brigham that examines the experiences, challenges, and ultimate fate of South Vietnam’s army during the Vietnam War.
E209515 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: ARVN: Life and Death in the South Vietnamese Army | Statement: [Robert K. Brigham, notableWork, ARVN: Life and Death in the South Vietnamese Army]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: ARVN: Life and Death in the South Vietnamese Army
Context triple: [Robert K. Brigham, notableWork, ARVN: Life and Death in the South Vietnamese Army]
  • A. 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.
  • B. 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.
  • C. 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.
  • D. Secret War in Laos
    Secret War in Laos refers to the covert U.S.-backed military campaign and proxy conflict in Laos during the Vietnam War era, involving the CIA, Hmong forces, and the Royal Lao Government against communist Pathet Lao and North Vietnamese forces.
  • E. Crypt of the Unknown from the Vietnam War
    The Crypt of the Unknown from the Vietnam War is a burial vault at Arlington National Cemetery that once honored an unidentified American service member from the Vietnam War as part of the Tomb of the Unknown Soldier.
  • 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: ARVN: Life and Death in the South Vietnamese Army
Triple: [Robert K. Brigham, notableWork, ARVN: Life and Death in the South Vietnamese Army]
Generated description
"ARVN: Life and Death in the South Vietnamese Army" is a historical study by Robert K. Brigham that examines the experiences, challenges, and ultimate fate of South Vietnam’s army during the Vietnam War.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: ARVN: Life and Death in the South Vietnamese Army
Target entity description: "ARVN: Life and Death in the South Vietnamese Army" is a historical study by Robert K. Brigham that examines the experiences, challenges, and ultimate fate of South Vietnam’s army during the Vietnam War.
  • A. 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.
  • B. 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.
  • C. 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.
  • D. Secret War in Laos
    Secret War in Laos refers to the covert U.S.-backed military campaign and proxy conflict in Laos during the Vietnam War era, involving the CIA, Hmong forces, and the Royal Lao Government against communist Pathet Lao and North Vietnamese forces.
  • E. Crypt of the Unknown from the Vietnam War
    The Crypt of the Unknown from the Vietnam War is a burial vault at Arlington National Cemetery that once honored an unidentified American service member from the Vietnam War as part of the Tomb of the Unknown Soldier.
  • 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_69a88633e4fc8190b7eb40463e048ec5 completed March 4, 2026, 7:21 p.m.
NER Named-entity recognition batch_69abb11d3cd48190bbd3ef2cf62e0dff completed March 7, 2026, 5:01 a.m.
NED1 Entity disambiguation (via context triple) batch_69addf61413081909c0e840590aaf631 completed March 8, 2026, 8:43 p.m.
NEDg Description generation batch_69addfcecdf48190a325eb5c8b10f238 completed March 8, 2026, 8:45 p.m.
NED2 Entity disambiguation (via description) batch_69ade0ba34ac8190ac94f7dbb5778f70 completed March 8, 2026, 8:48 p.m.
Created at: March 4, 2026, 7:34 p.m.