Triple

T3776019
Position Surface form Disambiguated ID Type / Status
Subject Royal Malaysian Air Force E83309 entity
Predicate hasBranch P35 FINISHED
Object RMAF Special Forces (PASKAU)
RMAF Special Forces (PASKAU) is the elite special operations unit of Malaysia’s air force, specializing in airbase security, counter-terrorism, combat search and rescue, and protection of high-value aerial assets.
E386501 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: RMAF Special Forces (PASKAU) | Statement: [Royal Malaysian Air Force, hasBranch, RMAF Special Forces (PASKAU)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: RMAF Special Forces (PASKAU)
Context triple: [Royal Malaysian Air Force, hasBranch, RMAF Special Forces (PASKAU)]
  • A. Armed Forces Special Operations Division
    The Armed Forces Special Operations Division is a tri-service Indian military formation that integrates elite special forces from the Army, Navy, and Air Force for high-risk, strategic operations.
  • B. 5307th Composite Unit (Provisional)
    The 5307th Composite Unit (Provisional), better known as Merrill’s Marauders, was a famed U.S. Army long-range penetration special operations unit that conducted deep-penetration jungle warfare in the China-Burma-India Theater during World War II.
  • C. Batalion Parasol
    Batalion Parasol was an elite Polish Home Army (Armia Krajowa) battalion formed from the underground scouting movement, renowned for its sabotage operations and key role in the Warsaw Uprising during World War II.
  • D. Special Reconnaissance Regiment
    The Special Reconnaissance Regiment is an elite, covert unit of the British Army specializing in intelligence gathering, surveillance, and support to special operations.
  • E. Special Forces Branch
    The Special Forces Branch is the United States Army’s elite component responsible for unconventional warfare, foreign internal defense, special reconnaissance, and other specialized missions often conducted with small, highly trained teams.
  • 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: RMAF Special Forces (PASKAU)
Triple: [Royal Malaysian Air Force, hasBranch, RMAF Special Forces (PASKAU)]
Generated description
RMAF Special Forces (PASKAU) is the elite special operations unit of Malaysia’s air force, specializing in airbase security, counter-terrorism, combat search and rescue, and protection of high-value aerial assets.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: RMAF Special Forces (PASKAU)
Target entity description: RMAF Special Forces (PASKAU) is the elite special operations unit of Malaysia’s air force, specializing in airbase security, counter-terrorism, combat search and rescue, and protection of high-value aerial assets.
  • A. Armed Forces Special Operations Division
    The Armed Forces Special Operations Division is a tri-service Indian military formation that integrates elite special forces from the Army, Navy, and Air Force for high-risk, strategic operations.
  • B. 5307th Composite Unit (Provisional)
    The 5307th Composite Unit (Provisional), better known as Merrill’s Marauders, was a famed U.S. Army long-range penetration special operations unit that conducted deep-penetration jungle warfare in the China-Burma-India Theater during World War II.
  • C. Batalion Parasol
    Batalion Parasol was an elite Polish Home Army (Armia Krajowa) battalion formed from the underground scouting movement, renowned for its sabotage operations and key role in the Warsaw Uprising during World War II.
  • D. Special Reconnaissance Regiment
    The Special Reconnaissance Regiment is an elite, covert unit of the British Army specializing in intelligence gathering, surveillance, and support to special operations.
  • E. Special Forces Branch
    The Special Forces Branch is the United States Army’s elite component responsible for unconventional warfare, foreign internal defense, special reconnaissance, and other specialized missions often conducted with small, highly trained teams.
  • 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_69ad8b235e608190b5a2b1d1bfcef50b completed March 8, 2026, 2:43 p.m.
NER Named-entity recognition batch_69adcc5be3c48190a72e840d8214bb74 completed March 8, 2026, 7:22 p.m.
NED1 Entity disambiguation (via context triple) batch_69b4e53209888190823412fabacbc914 completed March 14, 2026, 4:33 a.m.
NEDg Description generation batch_69b4e60c23608190977198b6344ff09d completed March 14, 2026, 4:37 a.m.
NED2 Entity disambiguation (via description) batch_69b4e686bf2c8190aac01d6c1014c1d4 completed March 14, 2026, 4:39 a.m.
Created at: March 8, 2026, 3:36 p.m.