Triple

T1333258
Position Surface form Disambiguated ID Type / Status
Subject Southern Thailand E28689 entity
Predicate hasSecurityIssue P3249 FINISHED
Object South Thailand insurgency
The South Thailand insurgency is a long-running separatist conflict in Thailand’s predominantly Malay-Muslim southern provinces, marked by guerrilla attacks, bombings, and tensions over identity, autonomy, and state control.
E151108 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: South Thailand insurgency | Statement: [Southern Thailand, hasSecurityIssue, South Thailand insurgency]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: South Thailand insurgency
Context triple: [Southern Thailand, hasSecurityIssue, South Thailand insurgency]
  • A. 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.
  • B. Laotian Civil War
    The Laotian Civil War was a Cold War-era conflict in Laos involving royalist, communist, and ethnic Hmong forces, heavily influenced and covertly supported by the United States and North Vietnam as part of the broader Indochina wars.
  • C. Japanese invasion of Thailand
    The Japanese invasion of Thailand was a brief 1941 military campaign in which Imperial Japan forced Thailand into an alliance and secured strategic bases for its subsequent offensives in Southeast Asia.
  • D. Malayan Emergency
    The Malayan Emergency was a post–World War II guerrilla conflict (1948–1960) in British Malaya between Commonwealth forces and communist insurgents, often cited as a key example of counterinsurgency warfare.
  • E. Cambodian Civil War
    The Cambodian Civil War was a brutal conflict from 1967 to 1975 between the U.S.-backed Lon Nol government and the communist Khmer Rouge, culminating in the latter’s victory and the establishment of Democratic Kampuchea.
  • 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: South Thailand insurgency
Triple: [Southern Thailand, hasSecurityIssue, South Thailand insurgency]
Generated description
The South Thailand insurgency is a long-running separatist conflict in Thailand’s predominantly Malay-Muslim southern provinces, marked by guerrilla attacks, bombings, and tensions over identity, autonomy, and state control.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: South Thailand insurgency
Target entity description: The South Thailand insurgency is a long-running separatist conflict in Thailand’s predominantly Malay-Muslim southern provinces, marked by guerrilla attacks, bombings, and tensions over identity, autonomy, and state control.
  • A. 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.
  • B. Laotian Civil War
    The Laotian Civil War was a Cold War-era conflict in Laos involving royalist, communist, and ethnic Hmong forces, heavily influenced and covertly supported by the United States and North Vietnam as part of the broader Indochina wars.
  • C. Japanese invasion of Thailand
    The Japanese invasion of Thailand was a brief 1941 military campaign in which Imperial Japan forced Thailand into an alliance and secured strategic bases for its subsequent offensives in Southeast Asia.
  • D. Malayan Emergency
    The Malayan Emergency was a post–World War II guerrilla conflict (1948–1960) in British Malaya between Commonwealth forces and communist insurgents, often cited as a key example of counterinsurgency warfare.
  • E. Cambodian Civil War
    The Cambodian Civil War was a brutal conflict from 1967 to 1975 between the U.S.-backed Lon Nol government and the communist Khmer Rouge, culminating in the latter’s victory and the establishment of Democratic Kampuchea.
  • 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_69a4c1e98900819092c54c0fb58b958a completed March 1, 2026, 10:47 p.m.
NED1 Entity disambiguation (via context triple) batch_69acbf383b24819092acd076130ca5c0 completed March 8, 2026, 12:13 a.m.
NEDg Description generation batch_69acbf77a3748190a510ea10d8ae4373 completed March 8, 2026, 12:14 a.m.
NED2 Entity disambiguation (via description) batch_69acbfe5eae88190ba65808402ada37f completed March 8, 2026, 12:16 a.m.
Created at: March 1, 2026, 7:55 p.m.