Triple
T8465604
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | RAAF PC-21 aircraft (for JTAC support via No. 4 Squadron) |
E200152
|
entity |
| Predicate | trainingAudience |
P10804
|
FINISHED |
| Object |
RAAF Joint Terminal Attack Controllers
RAAF Joint Terminal Attack Controllers are specially trained Royal Australian Air Force personnel responsible for directing and coordinating close air support and other air-delivered fires in support of ground forces.
|
E737119
|
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: RAAF Joint Terminal Attack Controllers | Statement: [RAAF PC-21 aircraft (for JTAC support via No. 4 Squadron), trainingAudience, RAAF Joint Terminal Attack Controllers]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: RAAF Joint Terminal Attack Controllers Context triple: [RAAF PC-21 aircraft (for JTAC support via No. 4 Squadron), trainingAudience, RAAF Joint Terminal Attack Controllers]
-
A.
United States Air Force Combat Controllers
United States Air Force Combat Controllers are elite special operations airmen trained to establish air traffic control in hostile environments and coordinate close air support for ground forces.
-
B.
RAAF air traffic control
RAAF air traffic control is the Royal Australian Air Force organization responsible for managing and coordinating military air traffic operations within its areas of authority.
-
C.
Pararescuemen
Pararescuemen are elite U.S. Air Force special operations personnel trained to conduct combat search and rescue missions, often risking their lives to recover and medically treat downed aircrew and other isolated personnel in hostile environments.
-
D.
Joint Forward Air Control Training and Standards Unit
The Joint Forward Air Control Training and Standards Unit is a Royal Air Force unit responsible for training and standardizing forward air controllers who coordinate air support for ground forces.
-
E.
Tactical Air Control Party specialists
Tactical Air Control Party specialists are elite U.S. Air Force ground operators who deploy with combat units to coordinate and direct close air support and other airpower in frontline operations.
- 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: RAAF Joint Terminal Attack Controllers Triple: [RAAF PC-21 aircraft (for JTAC support via No. 4 Squadron), trainingAudience, RAAF Joint Terminal Attack Controllers]
Generated description
RAAF Joint Terminal Attack Controllers are specially trained Royal Australian Air Force personnel responsible for directing and coordinating close air support and other air-delivered fires in support of ground forces.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: RAAF Joint Terminal Attack Controllers Target entity description: RAAF Joint Terminal Attack Controllers are specially trained Royal Australian Air Force personnel responsible for directing and coordinating close air support and other air-delivered fires in support of ground forces.
-
A.
United States Air Force Combat Controllers
United States Air Force Combat Controllers are elite special operations airmen trained to establish air traffic control in hostile environments and coordinate close air support for ground forces.
-
B.
RAAF air traffic control
RAAF air traffic control is the Royal Australian Air Force organization responsible for managing and coordinating military air traffic operations within its areas of authority.
-
C.
Pararescuemen
Pararescuemen are elite U.S. Air Force special operations personnel trained to conduct combat search and rescue missions, often risking their lives to recover and medically treat downed aircrew and other isolated personnel in hostile environments.
-
D.
Joint Forward Air Control Training and Standards Unit
The Joint Forward Air Control Training and Standards Unit is a Royal Air Force unit responsible for training and standardizing forward air controllers who coordinate air support for ground forces.
-
E.
Tactical Air Control Party specialists
Tactical Air Control Party specialists are elite U.S. Air Force ground operators who deploy with combat units to coordinate and direct close air support and other airpower in frontline operations.
- 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_69ca83198c4c8190a337bf717d1813f5 |
completed | March 30, 2026, 2:05 p.m. |
| NER | Named-entity recognition | batch_69cbe4d17ec8819093becdaec750aff5 |
completed | March 31, 2026, 3:14 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ce39e0d7788190add03271c940e1ff |
completed | April 2, 2026, 9:41 a.m. |
| NEDg | Description generation | batch_69ce3ad9a3a88190929a6c6ae7ee58cf |
completed | April 2, 2026, 9:46 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ce3cc54d888190ae86b787afc38f7b |
completed | April 2, 2026, 9:54 a.m. |
Created at: March 30, 2026, 6:11 p.m.