Triple
T7086426
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Insurgency in the Republic of Macedonia |
E165086
|
entity |
| Predicate | opponent |
P437
|
FINISHED |
| Object | Macedonian security forces |
E400590
|
NE FINISHED |
How this triple was built (2 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: Macedonian security forces | Statement: [Insurgency in the Republic of Macedonia, opponent, Macedonian security forces]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Macedonian security forces Context triple: [Insurgency in the Republic of Macedonia, opponent, Macedonian security forces]
-
A.
Armed Forces of North Macedonia
chosen
The Armed Forces of North Macedonia are the national military of North Macedonia, responsible for the country’s defense and participation in international peacekeeping operations.
-
B.
Macedonian army
The Macedonian army was the formidable military force led by Alexander the Great that conquered a vast empire stretching from Greece through Persia to parts of India in the 4th century BCE.
-
C.
Serbian police forces
Serbian police forces were the internal security and law enforcement units of Serbia and the Federal Republic of Yugoslavia, heavily involved in policing, counterinsurgency, and ethnic repression during the conflicts of the 1990s, including in Kosovo.
-
D.
Bulgarian Armed Forces
The Bulgarian Armed Forces are the military organization of Bulgaria, responsible for the country's defense and participation in international security operations through its army, air force, and navy.
-
E.
Armed Forces of Montenegro
The Armed Forces of Montenegro are the small professional military of the Balkan state of Montenegro, responsible for national defense and participation in international peacekeeping missions, and operating within NATO as a member country.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69c6887d98408190912b9580666b0c1d |
completed | March 27, 2026, 1:39 p.m. |
| NER | Named-entity recognition | batch_69c6e512bda88190920ecb54b177e569 |
completed | March 27, 2026, 8:14 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c79484a644819091fac0e361f77c91 |
completed | March 28, 2026, 8:42 a.m. |
Created at: March 27, 2026, 2:41 p.m.