Triple
T15786875
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Horn of Africa conflicts |
E382758
|
entity |
| Predicate | hasPart |
P35
|
FINISHED |
| Object |
Insurgency in Benishangul-Gumuz
The Insurgency in Benishangul-Gumuz is an ongoing armed conflict in western Ethiopia involving ethnic militias and government forces, contributing to the broader instability in the Horn of Africa.
|
E1178273
|
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: Insurgency in Benishangul-Gumuz | Statement: [Horn of Africa conflicts, hasPart, Insurgency in Benishangul-Gumuz]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Insurgency in Benishangul-Gumuz Context triple: [Horn of Africa conflicts, hasPart, Insurgency in Benishangul-Gumuz]
-
A.
Insurgency in Oromia
Insurgency in Oromia is an ongoing armed conflict in Ethiopia’s Oromia region involving Oromo rebel groups fighting the federal government over political, economic, and cultural grievances.
-
B.
Somali Region insurgency
The Somali Region insurgency is a long-running armed conflict in Ethiopia’s Somali (Ogaden) Region involving separatist rebels and the Ethiopian government over autonomy, resources, and political rights.
-
C.
Tigray War
The Tigray War was a devastating armed conflict in northern Ethiopia from 2020 to 2022 involving federal and regional forces, marked by widespread atrocities, famine, and a severe humanitarian crisis.
-
D.
Berbera clashes
The Berbera clashes were a key military confrontation in the late 1980s between Somaliland secessionist forces and the Somali government around the strategic port city of Berbera.
-
E.
Casamance conflict
The Casamance conflict is a long-running low-intensity separatist insurgency in southern Senegal, where rebels have sought independence from the central government since the early 1980s.
- 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: Insurgency in Benishangul-Gumuz Triple: [Horn of Africa conflicts, hasPart, Insurgency in Benishangul-Gumuz]
Generated description
The Insurgency in Benishangul-Gumuz is an ongoing armed conflict in western Ethiopia involving ethnic militias and government forces, contributing to the broader instability in the Horn of Africa.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Insurgency in Benishangul-Gumuz Target entity description: The Insurgency in Benishangul-Gumuz is an ongoing armed conflict in western Ethiopia involving ethnic militias and government forces, contributing to the broader instability in the Horn of Africa.
-
A.
Insurgency in Oromia
Insurgency in Oromia is an ongoing armed conflict in Ethiopia’s Oromia region involving Oromo rebel groups fighting the federal government over political, economic, and cultural grievances.
-
B.
Somali Region insurgency
The Somali Region insurgency is a long-running armed conflict in Ethiopia’s Somali (Ogaden) Region involving separatist rebels and the Ethiopian government over autonomy, resources, and political rights.
-
C.
Tigray War
The Tigray War was a devastating armed conflict in northern Ethiopia from 2020 to 2022 involving federal and regional forces, marked by widespread atrocities, famine, and a severe humanitarian crisis.
-
D.
Berbera clashes
The Berbera clashes were a key military confrontation in the late 1980s between Somaliland secessionist forces and the Somali government around the strategic port city of Berbera.
-
E.
Casamance conflict
The Casamance conflict is a long-running low-intensity separatist insurgency in southern Senegal, where rebels have sought independence from the central government since the early 1980s.
- 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_69d86da16e188190b89af699f1ed0bfe |
completed | April 10, 2026, 3:25 a.m. |
| NER | Named-entity recognition | batch_69e0540380448190a025338f0e62e6d1 |
completed | April 16, 2026, 3:14 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ff998981088190b9ce9d99c0481e21 |
completed | May 9, 2026, 8:31 p.m. |
| NEDg | Description generation | batch_69ff9a215e7c8190a2b40fb027a38317 |
completed | May 9, 2026, 8:33 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ff9a77d6d88190817158c30c56d70c |
completed | May 9, 2026, 8:35 p.m. |
Created at: April 10, 2026, 4:48 a.m.