Triple

T20628125
Position Surface form Disambiguated ID Type / Status
Subject Greater Kampala Metropolitan Area E506873 entity
Predicate includesTransportInfrastructure P101545 FINISHED
Object Northern Bypass Highway
The Northern Bypass Highway is a major arterial road that diverts traffic around central Kampala, easing congestion and improving connectivity within the Greater Kampala Metropolitan Area.
E1449286 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: Northern Bypass Highway | Statement: [Greater Kampala Metropolitan Area, includesTransportInfrastructure, Northern Bypass Highway]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Northern Bypass Highway
Context triple: [Greater Kampala Metropolitan Area, includesTransportInfrastructure, Northern Bypass Highway]
  • A. Northern Bypass
    The Northern Bypass is a major highway in Nairobi, Kenya, that diverts traffic around the city’s northern suburbs to reduce congestion in the central business district.
  • B. Regina Bypass
    Regina Bypass is a major ring road and highway project designed to route traffic around the Regina metropolitan area in Saskatchewan, Canada, improving safety and reducing congestion.
  • C. N1 Western Bypass
    The N1 Western Bypass is a major freeway segment of South Africa’s N1 that skirts the western side of Johannesburg, carrying heavy commuter and long-distance traffic past suburbs such as Roodepoort.
  • D. Beaver Valley Expressway
    Beaver Valley Expressway is a major limited-access highway segment in western Pennsylvania that serves as part of Interstate 376, connecting communities in the Beaver Valley region to the greater Pittsburgh area.
  • E. Arundel Expressway
    Arundel Expressway is a major state highway in Maryland that serves as a key north–south commuter route connecting the Baltimore area with communities in Anne Arundel County.
  • 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: Northern Bypass Highway
Triple: [Greater Kampala Metropolitan Area, includesTransportInfrastructure, Northern Bypass Highway]
Generated description
The Northern Bypass Highway is a major arterial road that diverts traffic around central Kampala, easing congestion and improving connectivity within the Greater Kampala Metropolitan Area.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Northern Bypass Highway
Target entity description: The Northern Bypass Highway is a major arterial road that diverts traffic around central Kampala, easing congestion and improving connectivity within the Greater Kampala Metropolitan Area.
  • A. Northern Bypass
    The Northern Bypass is a major highway in Nairobi, Kenya, that diverts traffic around the city’s northern suburbs to reduce congestion in the central business district.
  • B. Regina Bypass
    Regina Bypass is a major ring road and highway project designed to route traffic around the Regina metropolitan area in Saskatchewan, Canada, improving safety and reducing congestion.
  • C. N1 Western Bypass
    The N1 Western Bypass is a major freeway segment of South Africa’s N1 that skirts the western side of Johannesburg, carrying heavy commuter and long-distance traffic past suburbs such as Roodepoort.
  • D. Beaver Valley Expressway
    Beaver Valley Expressway is a major limited-access highway segment in western Pennsylvania that serves as part of Interstate 376, connecting communities in the Beaver Valley region to the greater Pittsburgh area.
  • E. Arundel Expressway
    Arundel Expressway is a major state highway in Maryland that serves as a key north–south commuter route connecting the Baltimore area with communities in Anne Arundel County.
  • 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_69e0b4bd4a0081908d4e97a590a33fb2 completed April 16, 2026, 10:06 a.m.
NER Named-entity recognition batch_69e6abe645888190b639ebedc5b3041a completed April 20, 2026, 10:42 p.m.
NED1 Entity disambiguation (via context triple) batch_6a08ef742d9c8190839585ba6997d858 completed May 16, 2026, 10:28 p.m.
NEDg Description generation batch_6a08f118c3e88190ac42eef9b7ebb359 completed May 16, 2026, 10:35 p.m.
NED2 Entity disambiguation (via description) batch_6a08f14afe2881908995b095013c49e8 completed May 16, 2026, 10:35 p.m.
Created at: April 16, 2026, 11:42 a.m.