Triple

T3905409
Position Surface form Disambiguated ID Type / Status
Subject Northern Morocco E87192 entity
Predicate hasMajorCity P316 FINISHED
Object Taounate
Taounate is a prominent city in northern Morocco known as an administrative and commercial center for the surrounding rural and mountainous region.
 E444762 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: Taounate | Statement: [Northern Morocco, hasMajorCity, Taounate]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Taounate
Context triple: [Northern Morocco, hasMajorCity, Taounate]
  • A. Azrou
    Azrou is a small Moroccan town in the Middle Atlas mountains, known for its cedar forests, Berber culture, and nearby Barbary macaque populations.
  • B. Laayoune
    Laayoune is the largest city and de facto administrative center of Western Sahara, located in the northwest of the disputed territory near the Atlantic coast.
  • C. Larache
    Larache is a coastal city in northwestern Morocco, situated along the Atlantic Ocean and known for its historic medina and nearby ancient Phoenician-Roman archaeological site of Lixus.
  • D. Oujda
    Oujda is a major city in northeastern Morocco near the Algerian border, known as an important commercial and cultural center of the region.
  • E. Tafilalt
    Tafilalt is a historic oasis region in southeastern Morocco, known as one of the world’s largest oasis complexes and as the ancestral homeland of Morocco’s ruling Alaouite dynasty.
  • 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: Taounate
Triple: [Northern Morocco, hasMajorCity, Taounate]
Generated description
Taounate is a prominent city in northern Morocco known as an administrative and commercial center for the surrounding rural and mountainous region.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Taounate
Target entity description: Taounate is a prominent city in northern Morocco known as an administrative and commercial center for the surrounding rural and mountainous region.
  • A. Azrou
    Azrou is a small Moroccan town in the Middle Atlas mountains, known for its cedar forests, Berber culture, and nearby Barbary macaque populations.
  • B. Laayoune
    Laayoune is the largest city and de facto administrative center of Western Sahara, located in the northwest of the disputed territory near the Atlantic coast.
  • C. Larache
    Larache is a coastal city in northwestern Morocco, situated along the Atlantic Ocean and known for its historic medina and nearby ancient Phoenician-Roman archaeological site of Lixus.
  • D. Oujda
    Oujda is a major city in northeastern Morocco near the Algerian border, known as an important commercial and cultural center of the region.
  • E. Tafilalt
    Tafilalt is a historic oasis region in southeastern Morocco, known as one of the world’s largest oasis complexes and as the ancestral homeland of Morocco’s ruling Alaouite dynasty.
  • 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_69aed9424514819086e9c58adde6652d completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69aeed1102b08190a9f5087ff9be0358 completed March 9, 2026, 3:53 p.m.
NED1 Entity disambiguation (via context triple) batch_69b66b21271c81909f1cf3239bc1b7eb completed March 15, 2026, 8:17 a.m.
NEDg Description generation batch_69b66c22c73c8190b75a9585cba09f59 completed March 15, 2026, 8:21 a.m.
NED2 Entity disambiguation (via description) batch_69b66caba92c819094747fc63eb71553 completed March 15, 2026, 8:24 a.m.
Created at: March 9, 2026, 3:22 p.m.