Triple

T4911796
Position Surface form Disambiguated ID Type / Status
Subject Ouarzazate region E110249 entity
Predicate hasCity P316 FINISHED
Object Aït Benhaddou
Aït Benhaddou is a historic fortified village and UNESCO World Heritage Site in southern Morocco, famed for its traditional earthen architecture and frequent use as a film location.
E479083 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: Aït Benhaddou | Statement: [Ouarzazate region, hasCity, Aït Benhaddou]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Aït Benhaddou
Context triple: [Ouarzazate region, hasCity, Aït Benhaddou]
  • A. Erg Chebbi
    Erg Chebbi is a famous expanse of towering sand dunes in southeastern Morocco, renowned as one of the most iconic desert landscapes of the Sahara.
  • B. Ksar el-Kebir
    Ksar el-Kebir is a historic city in northern Morocco known for its agricultural importance and as the site of the 1578 Battle of Alcácer Quibir.
  • C. Kasbah of Tangier
    The Kasbah of Tangier is a historic fortified citadel overlooking the Strait of Gibraltar, known for its narrow streets, traditional architecture, and role as the old political and military center of Tangier.
  • D. M’Zab Valley
    M’Zab Valley is a historic oasis settlement in the Algerian Sahara renowned for its distinctive fortified towns and traditional Ibadi Berber architecture.
  • E. Old Town of Ghadamès
    The Old Town of Ghadamès is an ancient oasis settlement in the Sahara Desert renowned for its distinctive earthen architecture and intricate covered alleyways, reflecting a long history of trans-Saharan trade and traditional Berber culture.
  • 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: Aït Benhaddou
Triple: [Ouarzazate region, hasCity, Aït Benhaddou]
Generated description
Aït Benhaddou is a historic fortified village and UNESCO World Heritage Site in southern Morocco, famed for its traditional earthen architecture and frequent use as a film location.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Aït Benhaddou
Target entity description: Aït Benhaddou is a historic fortified village and UNESCO World Heritage Site in southern Morocco, famed for its traditional earthen architecture and frequent use as a film location.
  • A. Erg Chebbi
    Erg Chebbi is a famous expanse of towering sand dunes in southeastern Morocco, renowned as one of the most iconic desert landscapes of the Sahara.
  • B. Ksar el-Kebir
    Ksar el-Kebir is a historic city in northern Morocco known for its agricultural importance and as the site of the 1578 Battle of Alcácer Quibir.
  • C. Kasbah of Tangier
    The Kasbah of Tangier is a historic fortified citadel overlooking the Strait of Gibraltar, known for its narrow streets, traditional architecture, and role as the old political and military center of Tangier.
  • D. M’Zab Valley
    M’Zab Valley is a historic oasis settlement in the Algerian Sahara renowned for its distinctive fortified towns and traditional Ibadi Berber architecture.
  • E. Old Town of Ghadamès
    The Old Town of Ghadamès is an ancient oasis settlement in the Sahara Desert renowned for its distinctive earthen architecture and intricate covered alleyways, reflecting a long history of trans-Saharan trade and traditional Berber culture.
  • 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_69bd44132b94819088522d92beaadc78 completed March 20, 2026, 12:56 p.m.
NER Named-entity recognition batch_69bd6e9c32148190a940a3733ecd1898 completed March 20, 2026, 3:58 p.m.
NED1 Entity disambiguation (via context triple) batch_69be6fe7a0f48190b666202a97b32c7d completed March 21, 2026, 10:16 a.m.
NEDg Description generation batch_69be70b15c508190bcd723862b8e9633 completed March 21, 2026, 10:19 a.m.
NED2 Entity disambiguation (via description) batch_69be7139a288819087598a7da8c6ad42 completed March 21, 2026, 10:21 a.m.
Created at: March 20, 2026, 1:29 p.m.