Triple

T1104145
Position Surface form Disambiguated ID Type / Status
Subject Ngo Dinh Diem E25448 entity
Predicate notableWork P4 FINISHED
Object Strategic Hamlet Program
The Strategic Hamlet Program was a controversial early-1960s South Vietnamese counterinsurgency initiative that sought to isolate rural populations from Viet Cong influence by relocating villagers into fortified settlements.
E127490 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: Strategic Hamlet Program | Statement: [Ngo Dinh Diem, notableWork, Strategic Hamlet Program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Strategic Hamlet Program
Context triple: [Ngo Dinh Diem, notableWork, Strategic Hamlet Program]
  • A. Tet Offensive
    The Tet Offensive was a major 1968 campaign of surprise attacks by North Vietnamese and Viet Cong forces across South Vietnam that dramatically shifted U.S. public opinion and marked a turning point in the Vietnam War.
  • B. U.S. invasion of Cambodia (1970)
    The U.S. invasion of Cambodia in 1970 was a controversial expansion of the Vietnam War in which American and South Vietnamese forces entered Cambodian territory to attack North Vietnamese and Viet Cong sanctuaries, sparking widespread protest and political backlash in the United States.
  • C. Sarawak Communist Insurgency
    The Sarawak Communist Insurgency was a protracted guerrilla conflict in Malaysian Borneo waged mainly by communist and leftist groups against the Malaysian government during the Cold War era.
  • D. Operation Rolling Thunder
    Operation Rolling Thunder was a sustained U.S. aerial bombing campaign against North Vietnam from 1965 to 1968, aimed at weakening North Vietnamese capabilities and will to fight during the Vietnam War.
  • E. Battle of Khe Sanh
    The Battle of Khe Sanh was a major and protracted siege in early 1968 in which U.S. Marines and South Vietnamese forces defended a remote base against a large-scale North Vietnamese assault, becoming one of the most famous and controversial engagements 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: Strategic Hamlet Program
Triple: [Ngo Dinh Diem, notableWork, Strategic Hamlet Program]
Generated description
The Strategic Hamlet Program was a controversial early-1960s South Vietnamese counterinsurgency initiative that sought to isolate rural populations from Viet Cong influence by relocating villagers into fortified settlements.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Strategic Hamlet Program
Target entity description: The Strategic Hamlet Program was a controversial early-1960s South Vietnamese counterinsurgency initiative that sought to isolate rural populations from Viet Cong influence by relocating villagers into fortified settlements.
  • A. Tet Offensive
    The Tet Offensive was a major 1968 campaign of surprise attacks by North Vietnamese and Viet Cong forces across South Vietnam that dramatically shifted U.S. public opinion and marked a turning point in the Vietnam War.
  • B. U.S. invasion of Cambodia (1970)
    The U.S. invasion of Cambodia in 1970 was a controversial expansion of the Vietnam War in which American and South Vietnamese forces entered Cambodian territory to attack North Vietnamese and Viet Cong sanctuaries, sparking widespread protest and political backlash in the United States.
  • C. Sarawak Communist Insurgency
    The Sarawak Communist Insurgency was a protracted guerrilla conflict in Malaysian Borneo waged mainly by communist and leftist groups against the Malaysian government during the Cold War era.
  • D. Operation Rolling Thunder
    Operation Rolling Thunder was a sustained U.S. aerial bombing campaign against North Vietnam from 1965 to 1968, aimed at weakening North Vietnamese capabilities and will to fight during the Vietnam War.
  • E. Battle of Khe Sanh
    The Battle of Khe Sanh was a major and protracted siege in early 1968 in which U.S. Marines and South Vietnamese forces defended a remote base against a large-scale North Vietnamese assault, becoming one of the most famous and controversial engagements 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_69a49428d4448190b3b36991ceae87ce completed March 1, 2026, 7:31 p.m.
NER Named-entity recognition batch_69a4b9e1047481909af1cf8df2a01fff completed March 1, 2026, 10:12 p.m.
NED1 Entity disambiguation (via context triple) batch_69ac5391a4a88190b7ef6993b2b85b08 completed March 7, 2026, 4:34 p.m.
NEDg Description generation batch_69ac542bac488190b7d6c2ed9a919779 completed March 7, 2026, 4:36 p.m.
NED2 Entity disambiguation (via description) batch_69ac54971fc88190b009a05180f10cf5 completed March 7, 2026, 4:38 p.m.
Created at: March 1, 2026, 7:43 p.m.