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.