Triple

T16567492
Position Surface form Disambiguated ID Type / Status
Subject Military Assistance Command, Vietnam E402499 entity
Predicate subordinateUnit P258 FINISHED
Object Military Assistance Command, Vietnam Studies and Observations Group
The Military Assistance Command, Vietnam Studies and Observations Group (MACV-SOG) was a highly classified U.S. special operations unit during the Vietnam War that conducted covert unconventional warfare, reconnaissance, and psychological operations across Southeast Asia.
E1225065 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: Military Assistance Command, Vietnam Studies and Observations Group | Statement: [Military Assistance Command, Vietnam, subordinateUnit, Military Assistance Command, Vietnam Studies and Observations Group]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Military Assistance Command, Vietnam Studies and Observations Group
Context triple: [Military Assistance Command, Vietnam, subordinateUnit, Military Assistance Command, Vietnam Studies and Observations Group]
  • A. Military Assistance Command, Vietnam
    Military Assistance Command, Vietnam was the United States' primary military headquarters responsible for directing and coordinating American and allied combat operations during the Vietnam War.
  • B. Commander, Military Assistance Command, Vietnam
    Commander, Military Assistance Command, Vietnam was the top U.S. military leadership post in the Vietnam War, responsible for directing all American combat operations and military strategy in South Vietnam.
  • C. Ministry of Defense of the Republic of Vietnam
    The Ministry of Defense of the Republic of Vietnam was the central governmental body responsible for overseeing and directing the armed forces of South Vietnam until 1975.
  • D. II Field Force, Vietnam
    II Field Force, Vietnam was a major U.S. Army corps-level command responsible for directing large-scale ground combat operations in the III Corps Tactical Zone during the Vietnam War.
  • E. United States Military Assistance Advisory Group
    The United States Military Assistance Advisory Group was a U.S. military mission responsible for advising, training, and assisting allied armed forces—most notably in Vietnam during the early stages of the Vietnam War.
  • 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: Military Assistance Command, Vietnam Studies and Observations Group
Triple: [Military Assistance Command, Vietnam, subordinateUnit, Military Assistance Command, Vietnam Studies and Observations Group]
Generated description
The Military Assistance Command, Vietnam Studies and Observations Group (MACV-SOG) was a highly classified U.S. special operations unit during the Vietnam War that conducted covert unconventional warfare, reconnaissance, and psychological operations across Southeast Asia.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Military Assistance Command, Vietnam Studies and Observations Group
Target entity description: The Military Assistance Command, Vietnam Studies and Observations Group (MACV-SOG) was a highly classified U.S. special operations unit during the Vietnam War that conducted covert unconventional warfare, reconnaissance, and psychological operations across Southeast Asia.
  • A. Military Assistance Command, Vietnam
    Military Assistance Command, Vietnam was the United States' primary military headquarters responsible for directing and coordinating American and allied combat operations during the Vietnam War.
  • B. Commander, Military Assistance Command, Vietnam
    Commander, Military Assistance Command, Vietnam was the top U.S. military leadership post in the Vietnam War, responsible for directing all American combat operations and military strategy in South Vietnam.
  • C. Ministry of Defense of the Republic of Vietnam
    The Ministry of Defense of the Republic of Vietnam was the central governmental body responsible for overseeing and directing the armed forces of South Vietnam until 1975.
  • D. II Field Force, Vietnam
    II Field Force, Vietnam was a major U.S. Army corps-level command responsible for directing large-scale ground combat operations in the III Corps Tactical Zone during the Vietnam War.
  • E. United States Military Assistance Advisory Group
    The United States Military Assistance Advisory Group was a U.S. military mission responsible for advising, training, and assisting allied armed forces—most notably in Vietnam during the early stages of the Vietnam War.
  • 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_69d8838648088190acf97ef11fc3f61b completed April 10, 2026, 4:58 a.m.
NER Named-entity recognition batch_69e35772f6608190a125c7d3c199c3e2 completed April 18, 2026, 10:05 a.m.
NED1 Entity disambiguation (via context triple) batch_6a007da4b60c8190a682d20aa881792c completed May 10, 2026, 12:44 p.m.
NEDg Description generation batch_6a00805a84388190ac989129745e8234 completed May 10, 2026, 12:55 p.m.
NED2 Entity disambiguation (via description) batch_6a0080abae0c81908c827dced1b56aa6 completed May 10, 2026, 12:57 p.m.
Created at: April 10, 2026, 5:16 a.m.