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.