Triple
T4835552
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Southern Morocco |
E108048
|
entity |
| Predicate | hasTransportInfrastructure |
P2560
|
FINISHED |
| Object |
Agadir–Marrakesh highway
The Agadir–Marrakesh highway is a major Moroccan motorway linking the Atlantic coastal city of Agadir with the inland tourist and economic hub of Marrakesh, facilitating regional travel and trade in southern Morocco.
|
E472733
|
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: Agadir–Marrakesh highway | Statement: [Southern Morocco, hasTransportInfrastructure, Agadir–Marrakesh highway]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Agadir–Marrakesh highway Context triple: [Southern Morocco, hasTransportInfrastructure, Agadir–Marrakesh highway]
-
A.
Cairo–Alexandria Desert Road
The Cairo–Alexandria Desert Road is a major Egyptian highway linking Cairo and Alexandria across the Western Desert, serving as one of the country’s most important transportation corridors.
-
B.
Mecca–Taif highway
The Mecca–Taif highway is a major mountain road in western Saudi Arabia that links the holy city of Mecca with the resort city of Taif, traversing steep terrain and scenic passes.
-
C.
Cairo–Ismailia Desert Road
The Cairo–Ismailia Desert Road is a major highway in Egypt that links Cairo with the city of Ismailia across the Eastern Desert, serving key industrial and satellite cities along its route.
-
D.
Cairo–Suez Road
The Cairo–Suez Road is a major Egyptian highway linking Cairo with the city of Suez and serving several satellite and industrial cities along its route.
-
E.
Tripoli–Tunis coastal corridor
The Tripoli–Tunis coastal corridor is a key Mediterranean transport and trade route linking Libya’s capital Tripoli with Tunisia, serving as a vital axis for regional movement of people, goods, and military forces.
- 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: Agadir–Marrakesh highway Triple: [Southern Morocco, hasTransportInfrastructure, Agadir–Marrakesh highway]
Generated description
The Agadir–Marrakesh highway is a major Moroccan motorway linking the Atlantic coastal city of Agadir with the inland tourist and economic hub of Marrakesh, facilitating regional travel and trade in southern Morocco.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Agadir–Marrakesh highway Target entity description: The Agadir–Marrakesh highway is a major Moroccan motorway linking the Atlantic coastal city of Agadir with the inland tourist and economic hub of Marrakesh, facilitating regional travel and trade in southern Morocco.
-
A.
Cairo–Alexandria Desert Road
The Cairo–Alexandria Desert Road is a major Egyptian highway linking Cairo and Alexandria across the Western Desert, serving as one of the country’s most important transportation corridors.
-
B.
Mecca–Taif highway
The Mecca–Taif highway is a major mountain road in western Saudi Arabia that links the holy city of Mecca with the resort city of Taif, traversing steep terrain and scenic passes.
-
C.
Cairo–Ismailia Desert Road
The Cairo–Ismailia Desert Road is a major highway in Egypt that links Cairo with the city of Ismailia across the Eastern Desert, serving key industrial and satellite cities along its route.
-
D.
Cairo–Suez Road
The Cairo–Suez Road is a major Egyptian highway linking Cairo with the city of Suez and serving several satellite and industrial cities along its route.
-
E.
Tripoli–Tunis coastal corridor
The Tripoli–Tunis coastal corridor is a key Mediterranean transport and trade route linking Libya’s capital Tripoli with Tunisia, serving as a vital axis for regional movement of people, goods, and military forces.
- 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_69bd43fbe444819085cb970706ef73f7 |
completed | March 20, 2026, 12:56 p.m. |
| NER | Named-entity recognition | batch_69bd6ce00cd48190a675fb75eae152c2 |
completed | March 20, 2026, 3:50 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69be4dda71e08190a28215f91405a4e1 |
completed | March 21, 2026, 7:50 a.m. |
| NEDg | Description generation | batch_69be4e7718708190a5eccce7ac124068 |
completed | March 21, 2026, 7:53 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69be4f27f5a48190b639c9212e46f21d |
completed | March 21, 2026, 7:56 a.m. |
Created at: March 20, 2026, 1:25 p.m.