Triple
T19056464
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Hakainde Hichilema |
E466407
|
entity |
| Predicate | commanderInChiefOf |
P543
|
FINISHED |
| Object |
Zambia Defence Force
The Zambia Defence Force is the combined military organization of the Republic of Zambia, responsible for national defense and security.
|
E1355936
|
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: Zambia Defence Force | Statement: [Hakainde Hichilema, commanderInChiefOf, Zambia Defence Force]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Zambia Defence Force Context triple: [Hakainde Hichilema, commanderInChiefOf, Zambia Defence Force]
-
A.
Zambian Army
The Zambian Army is the land warfare branch of Zambia’s armed forces, responsible for defending the country’s territorial integrity and supporting internal and regional security operations.
-
B.
Malawi Army
The Malawi Army is the land warfare branch of Malawi’s armed forces, responsible for national defense, internal security, and participation in regional peacekeeping operations.
-
C.
Zimbabwe Defence Forces
The Zimbabwe Defence Forces are the unified military organization of Zimbabwe, comprising the national army and air force responsible for the country’s defense and security.
-
D.
Zimbabwe National Army
The Zimbabwe National Army is the land warfare branch and primary ground combat force of Zimbabwe’s military.
-
E.
Zambian Air Force
The Zambian Air Force is the air warfare branch of Zambia’s military, responsible for defending the nation’s airspace and providing aerial support to its armed forces.
- 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: Zambia Defence Force Triple: [Hakainde Hichilema, commanderInChiefOf, Zambia Defence Force]
Generated description
The Zambia Defence Force is the combined military organization of the Republic of Zambia, responsible for national defense and security.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Zambia Defence Force Target entity description: The Zambia Defence Force is the combined military organization of the Republic of Zambia, responsible for national defense and security.
-
A.
Zambian Army
The Zambian Army is the land warfare branch of Zambia’s armed forces, responsible for defending the country’s territorial integrity and supporting internal and regional security operations.
-
B.
Malawi Army
The Malawi Army is the land warfare branch of Malawi’s armed forces, responsible for national defense, internal security, and participation in regional peacekeeping operations.
-
C.
Zimbabwe Defence Forces
The Zimbabwe Defence Forces are the unified military organization of Zimbabwe, comprising the national army and air force responsible for the country’s defense and security.
-
D.
Zimbabwe National Army
The Zimbabwe National Army is the land warfare branch and primary ground combat force of Zimbabwe’s military.
-
E.
Zambian Air Force
The Zambian Air Force is the air warfare branch of Zambia’s military, responsible for defending the nation’s airspace and providing aerial support to its armed forces.
- 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_69d8dd040fb881909af2a964f65ad208 |
completed | April 10, 2026, 11:20 a.m. |
| NER | Named-entity recognition | batch_69e5dc067f788190b3b149dfee370435 |
completed | April 20, 2026, 7:55 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a05c5596cac8190bd83e77f5997644f |
completed | May 14, 2026, 12:51 p.m. |
| NEDg | Description generation | batch_6a05c98f2fd08190b5b64567c7425c17 |
completed | May 14, 2026, 1:09 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a05c9ed55f48190ab6352a49cae48da |
completed | May 14, 2026, 1:11 p.m. |
Created at: April 10, 2026, 12:03 p.m.