Triple

T5458585
Position Surface form Disambiguated ID Type / Status
Subject DP World E122539 entity
Predicate notableProject P4 FINISHED
Object Berbera Port development E103819 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: Berbera Port development | Statement: [DP World, notableProject, Berbera Port development]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Berbera Port development
Context triple: [DP World, notableProject, Berbera Port development]
  • A. Port of Berbera chosen
    The Port of Berbera is a major deep-water seaport in Somaliland that serves as a key maritime gateway for trade along the Horn of Africa and the Red Sea shipping routes.
  • B. Doraleh Multipurpose Port
    Doraleh Multipurpose Port is a major modern seaport complex in Djibouti that handles diverse cargo types and serves as a key logistics hub for trade along the Red Sea and Horn of Africa.
  • C. Assab Port
    Assab Port is a strategic seaport in Eritrea on the Red Sea, serving as a key maritime hub near the Bab-el-Mandeb Strait for regional trade and shipping.
  • D. Port of Al Hudaydah
    The Port of Al Hudaydah is a major Red Sea seaport in western Yemen that serves as a key hub for the country’s maritime trade and humanitarian aid shipments.
  • E. Port of Tadjoura
    The Port of Tadjoura is a key maritime facility in Djibouti that serves as an export and import hub, particularly for Ethiopian goods, on the Gulf of Tadjoura.
  • 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_69bd46424248819085282ddf50a565f3 completed March 20, 2026, 1:06 p.m.
NER Named-entity recognition batch_69bd91f1cca48190afa15b8ccfea1f88 completed March 20, 2026, 6:29 p.m.
NED1 Entity disambiguation (via context triple) batch_69bf4149c6c081909f57e214dad54777 completed March 22, 2026, 1:09 a.m.
Created at: March 20, 2026, 2:08 p.m.