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.