Triple

T14071292
Position Surface form Disambiguated ID Type / Status
Subject Operation Hastings E338611 entity
Predicate primaryAdversaryUnit P32752 FINISHED
Object 324B Division of the People's Army of Vietnam
The 324B Division of the People's Army of Vietnam was a North Vietnamese Army infantry division that played a major combat role against U.S. and South Vietnamese forces during the Vietnam War.
E1078128 NE FINISHED

How this triple was built (5 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: 324B Division of the People's Army of Vietnam | Statement: [Operation Hastings, primaryAdversaryUnit, 324B Division of the People's Army of Vietnam]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: 324B Division of the People's Army of Vietnam
Context triple: [Operation Hastings, primaryAdversaryUnit, 324B Division of the People's Army of Vietnam]
  • A. General Staff of the Vietnam People's Army
    The General Staff of the Vietnam People's Army is the central military command and staff body responsible for operational planning, organization, and overall coordination of Vietnam’s armed forces.
  • B. 32nd Regiment, People's Army of Vietnam
    The 32nd Regiment, People's Army of Vietnam was a North Vietnamese Army infantry unit noted for its involvement in major engagements of the Vietnam War, including early large-scale battles against U.S. forces.
  • C. PAVN 320th Division
    The PAVN 320th Division was a major North Vietnamese Army infantry formation that played a key role in several large-scale engagements during the Vietnam War.
  • D. Long Binh Depot
    Long Binh Depot is a major rail yard and maintenance facility serving as the operational base for Ho Chi Minh City's Metro Line 1.
  • E. ARVN 23rd Division
    The ARVN 23rd Division was a South Vietnamese Army infantry division that played a key defensive role in the Central Highlands during the Vietnam War, particularly in major engagements against North Vietnamese forces.
  • 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: 324B Division of the People's Army of Vietnam
Triple: [Operation Hastings, primaryAdversaryUnit, 324B Division of the People's Army of Vietnam]
Generated description
The 324B Division of the People's Army of Vietnam was a North Vietnamese Army infantry division that played a major combat role against U.S. and South Vietnamese forces during the Vietnam War.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: 324B Division of the People's Army of Vietnam
Target entity description: The 324B Division of the People's Army of Vietnam was a North Vietnamese Army infantry division that played a major combat role against U.S. and South Vietnamese forces during the Vietnam War.
  • A. General Staff of the Vietnam People's Army
    The General Staff of the Vietnam People's Army is the central military command and staff body responsible for operational planning, organization, and overall coordination of Vietnam’s armed forces.
  • B. 32nd Regiment, People's Army of Vietnam
    The 32nd Regiment, People's Army of Vietnam was a North Vietnamese Army infantry unit noted for its involvement in major engagements of the Vietnam War, including early large-scale battles against U.S. forces.
  • C. PAVN 320th Division
    The PAVN 320th Division was a major North Vietnamese Army infantry formation that played a key role in several large-scale engagements during the Vietnam War.
  • D. Long Binh Depot
    Long Binh Depot is a major rail yard and maintenance facility serving as the operational base for Ho Chi Minh City's Metro Line 1.
  • E. ARVN 23rd Division
    The ARVN 23rd Division was a South Vietnamese Army infantry division that played a key defensive role in the Central Highlands during the Vietnam War, particularly in major engagements against North Vietnamese forces.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: primaryAdversaryUnit
Context triple: [Operation Hastings, primaryAdversaryUnit, 324B Division of the People's Army of Vietnam]
  • A. primaryEnemy
    Indicates that one entity is the main or most significant adversary or opponent of another entity.
  • B. primaryEnemyForces chosen
    Indicates that the related entities constitute the main opposing or hostile forces in a conflict or competitive situation.
  • C. primaryAdversaryDirection
    Indicates the direction from an entity toward its main or most significant adversary.
  • D. opposingCommander
    Indicates that one entity serves as the commanding officer of a force that is in opposition or conflict with the force commanded by another entity.
  • E. primaryAdversaryImplied
    Indicates that an entity is understood or suggested, rather than explicitly stated, to be the main opponent or chief adversary of another entity.
  • F. None of above.

Provenance (6 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_69d81c67ba6c819091935650dfb3b895 completed April 9, 2026, 9:38 p.m.
NER Named-entity recognition batch_69de5c5aa828819098ef55a70a0decbc completed April 14, 2026, 3:25 p.m.
NED1 Entity disambiguation (via context triple) batch_69fcb66cfe2c8190af8354316d4f4df9 completed May 7, 2026, 3:57 p.m.
NEDg Description generation batch_69fcc5c893dc81908538136e0f9170ca completed May 7, 2026, 5:03 p.m.
NED2 Entity disambiguation (via description) batch_69fcc64ac93c8190ad40a04c74f70e18 completed May 7, 2026, 5:05 p.m.
PD Predicate disambiguation batch_69de05adef888190b023ab42ef5076b6 completed April 14, 2026, 9:15 a.m.
Created at: April 9, 2026, 10:21 p.m.