Triple

T17094166
Position Surface form Disambiguated ID Type / Status
Subject T1 (Casablanca tramway) E414798 entity
Predicate publicTransportSystem P1288 FINISHED
Object Casablanca public transport
Casablanca public transport is the integrated urban transit network serving Morocco’s largest city, combining tramway lines with buses and other services to facilitate daily mobility across the metropolitan area.
E85072 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: Casablanca public transport | Statement: [T1 (Casablanca tramway), publicTransportSystem, Casablanca public transport]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Casablanca public transport
Context triple: [T1 (Casablanca tramway), publicTransportSystem, Casablanca public transport]
  • A. Casablanca Tramway
    Casablanca Tramway is a modern light rail transit system serving Morocco’s largest city, providing key urban and suburban connections across Casablanca.
  • B. Casablanca Voyageurs railway station
    Casablanca Voyageurs railway station is a major rail hub in Casablanca, Morocco, serving as one of the city’s principal passenger stations for national and regional train services.
  • C. Casablanca municipal council
    The Casablanca municipal council is the elected local government body responsible for administering and managing public affairs and services in the city of Casablanca, Morocco.
  • D. Casablanca city center
    Casablanca city center is the bustling commercial and cultural heart of Morocco’s largest city, known for its mix of modern architecture, historic landmarks, and vibrant urban life.
  • E. Marseille public bus network
    The Marseille public bus network is the city’s primary system of urban bus routes, connecting neighborhoods, key public institutions, and surrounding areas across the Marseille metropolitan area.
  • 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: Casablanca public transport
Triple: [T1 (Casablanca tramway), publicTransportSystem, Casablanca public transport]
Generated description
Casablanca public transport is the integrated urban transit network serving Morocco’s largest city, combining tramway lines with buses and other services to facilitate daily mobility across the metropolitan area.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Casablanca public transport
Target entity description: Casablanca public transport is the integrated urban transit network serving Morocco’s largest city, combining tramway lines with buses and other services to facilitate daily mobility across the metropolitan area.
  • A. Casablanca Tramway chosen
    Casablanca Tramway is a modern light rail transit system serving Morocco’s largest city, providing key urban and suburban connections across Casablanca.
  • B. Casablanca Voyageurs railway station
    Casablanca Voyageurs railway station is a major rail hub in Casablanca, Morocco, serving as one of the city’s principal passenger stations for national and regional train services.
  • C. Casablanca municipal council
    The Casablanca municipal council is the elected local government body responsible for administering and managing public affairs and services in the city of Casablanca, Morocco.
  • D. Casablanca city center
    Casablanca city center is the bustling commercial and cultural heart of Morocco’s largest city, known for its mix of modern architecture, historic landmarks, and vibrant urban life.
  • E. Marseille public bus network
    The Marseille public bus network is the city’s primary system of urban bus routes, connecting neighborhoods, key public institutions, and surrounding areas across the Marseille metropolitan area.
  • F. None of above.

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_69d886cfc8e88190b05ba466edd35591 completed April 10, 2026, 5:12 a.m.
NER Named-entity recognition batch_69e3dbfb89348190942984037bd3bd2e completed April 18, 2026, 7:31 p.m.
NED1 Entity disambiguation (via context triple) batch_6a012eec0d5c8190806e756aae848ba2 completed May 11, 2026, 1:20 a.m.
NEDg Description generation batch_6a012f7f8b148190914b0d7cfb2d5c5c completed May 11, 2026, 1:23 a.m.
NED2 Entity disambiguation (via description) batch_6a012ffb67d4819099ec8d668cb590c9 completed May 11, 2026, 1:25 a.m.
Created at: April 10, 2026, 5:35 a.m.