Triple
T17705436
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Luftwaffe training regulations |
E441417
|
entity |
| Predicate | usedIn |
P98
|
FINISHED |
| Object |
Luftwaffe technical schools
Luftwaffe technical schools were specialized training institutions of Nazi Germany’s air force that educated personnel in aviation technology, aircraft maintenance, and related technical skills to support air operations.
|
E1286270
|
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: Luftwaffe technical schools | Statement: [Luftwaffe training regulations, usedIn, Luftwaffe technical schools]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Luftwaffe technical schools Context triple: [Luftwaffe training regulations, usedIn, Luftwaffe technical schools]
-
A.
Heeresluftschutzschulen
Heeresluftschutzschulen were specialized German Army training institutions focused on air raid protection and air defense measures, particularly during the World War II era.
-
B.
Deutsche Verkehrsfliegerschule
Deutsche Verkehrsfliegerschule was a covert German flight training organization in the interwar period that secretly prepared military pilots under the guise of civilian aviation instruction.
-
C.
Heeresversuchsschulen
Heeresversuchsschulen were specialized German Army experimental schools focused on testing and developing new military technologies and tactics.
-
D.
Luftwaffe technical offices
The Luftwaffe technical offices were the research, development, and procurement branches of Nazi Germany’s air force responsible for overseeing the design, testing, and approval of military aircraft and related technologies.
-
E.
Heeresfachschulen
Heeresfachschulen were specialized vocational and technical training schools of the German Army that prepared soldiers for specific military and technical professions.
- 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: Luftwaffe technical schools Triple: [Luftwaffe training regulations, usedIn, Luftwaffe technical schools]
Generated description
Luftwaffe technical schools were specialized training institutions of Nazi Germany’s air force that educated personnel in aviation technology, aircraft maintenance, and related technical skills to support air operations.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Luftwaffe technical schools Target entity description: Luftwaffe technical schools were specialized training institutions of Nazi Germany’s air force that educated personnel in aviation technology, aircraft maintenance, and related technical skills to support air operations.
-
A.
Heeresluftschutzschulen
Heeresluftschutzschulen were specialized German Army training institutions focused on air raid protection and air defense measures, particularly during the World War II era.
-
B.
Deutsche Verkehrsfliegerschule
Deutsche Verkehrsfliegerschule was a covert German flight training organization in the interwar period that secretly prepared military pilots under the guise of civilian aviation instruction.
-
C.
Heeresversuchsschulen
Heeresversuchsschulen were specialized German Army experimental schools focused on testing and developing new military technologies and tactics.
-
D.
Luftwaffe technical offices
The Luftwaffe technical offices were the research, development, and procurement branches of Nazi Germany’s air force responsible for overseeing the design, testing, and approval of military aircraft and related technologies.
-
E.
Heeresfachschulen
Heeresfachschulen were specialized vocational and technical training schools of the German Army that prepared soldiers for specific military and technical professions.
- 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_69d8b9ea20b48190ace88bb46b01e6a9 |
completed | April 10, 2026, 8:50 a.m. |
| NER | Named-entity recognition | batch_69e47297359481909629c79220e58245 |
completed | April 19, 2026, 6:13 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a02efabae5081909334659edb095b14 |
completed | May 12, 2026, 9:15 a.m. |
| NEDg | Description generation | batch_6a02f06afe3c819094842d61c3b7ccd1 |
completed | May 12, 2026, 9:18 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a02f103b3c8819097dda16ec3dfa84e |
completed | May 12, 2026, 9:21 a.m. |
Created at: April 10, 2026, 10:05 a.m.