Triple
T15786742
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Somaliland War of Independence |
E382755
|
entity |
| Predicate | majorBattle |
P259
|
FINISHED |
| Object |
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.
|
E1176164
|
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: Berbera clashes | Statement: [Somaliland War of Independence, majorBattle, Berbera clashes]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Berbera clashes Context triple: [Somaliland War of Independence, majorBattle, Berbera clashes]
-
A.
Fall of Asmara
The Fall of Asmara was the 1991 capture of Eritrea’s capital by Eritrean People's Liberation Front forces, effectively ending Ethiopian control and paving the way for Eritrean independence.
-
B.
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.
-
C.
Ogaden conflict
The Ogaden conflict is a long-running insurgency and counterinsurgency in Ethiopia’s Somali Region, primarily involving ethnic Somali separatists seeking self-determination and the Ethiopian state.
-
D.
Shaba II conflict
The Shaba II conflict was a 1978 armed invasion and brief war in Zaire’s mineral-rich Shaba (Katanga) province, involving Katangan rebels, the Zairian government, and foreign intervention, particularly by France and Belgium.
-
E.
Battle of Mekelle
The Battle of Mekelle was a key 1896 engagement in northern Ethiopia during the First Italo-Ethiopian War, where Ethiopian forces besieged and compelled the surrender of an Italian garrison, contributing to Italy’s eventual defeat in the conflict.
- 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: Berbera clashes Triple: [Somaliland War of Independence, majorBattle, Berbera clashes]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Berbera clashes Target entity description: 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.
-
A.
Fall of Asmara
The Fall of Asmara was the 1991 capture of Eritrea’s capital by Eritrean People's Liberation Front forces, effectively ending Ethiopian control and paving the way for Eritrean independence.
-
B.
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.
-
C.
Ogaden conflict
The Ogaden conflict is a long-running insurgency and counterinsurgency in Ethiopia’s Somali Region, primarily involving ethnic Somali separatists seeking self-determination and the Ethiopian state.
-
D.
Shaba II conflict
The Shaba II conflict was a 1978 armed invasion and brief war in Zaire’s mineral-rich Shaba (Katanga) province, involving Katangan rebels, the Zairian government, and foreign intervention, particularly by France and Belgium.
-
E.
Battle of Mekelle
The Battle of Mekelle was a key 1896 engagement in northern Ethiopia during the First Italo-Ethiopian War, where Ethiopian forces besieged and compelled the surrender of an Italian garrison, contributing to Italy’s eventual defeat in the conflict.
- 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_69ff90a6365c8190833431cf079b21fb |
completed | May 9, 2026, 7:53 p.m. |
| NEDg | Description generation | batch_69ff916638048190ad4a6c85da9cef9d |
completed | May 9, 2026, 7:56 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ff91cf6f7c81908361f85c9a98ae80 |
completed | May 9, 2026, 7:58 p.m. |
Created at: April 10, 2026, 4:48 a.m.