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.