Triple

T5309491
Position Surface form Disambiguated ID Type / Status
Subject Beni Mellal E118986 entity
Predicate hasNearbyPlace P3449 FINISHED
Object Aïn Asserdoun springs
Aïn Asserdoun springs is a scenic natural water source and popular tourist spot near Beni Mellal in central Morocco, known for its lush surroundings and waterfalls.
 E510721 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: Aïn Asserdoun springs | Statement: [Beni Mellal, hasNearbyPlace, Aïn Asserdoun springs]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Aïn Asserdoun springs
Context triple: [Beni Mellal, hasNearbyPlace, Aïn Asserdoun springs]
  • A. Oum Er-Rbia springs
    Oum Er-Rbia springs is a scenic natural water source in central Morocco known for its abundant springs, riverside landscapes, and popular picnic and hiking spots.
  • B. Aït Mansour Gorge
    Aït Mansour Gorge is a scenic, palm-lined canyon in Morocco known for its dramatic rock formations, traditional Berber villages, and oasis landscapes.
  • C. Oued Tinja
    Oued Tinja is a river in northern Tunisia that serves as a key waterway linking the Ichkeul wetlands to the Mediterranean Sea.
  • D. Medjerda River valley
    The Medjerda River valley is a fertile and historically significant river valley in northern Tunisia, known as the country’s primary agricultural heartland and the corridor of its longest river.
  • E. Oued Tata
    Oued Tata is a river in southern Morocco that flows through the town of Tata, contributing to the region’s oasis and agricultural landscape.
  • 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: Aïn Asserdoun springs
Triple: [Beni Mellal, hasNearbyPlace, Aïn Asserdoun springs]
Generated description
Aïn Asserdoun springs is a scenic natural water source and popular tourist spot near Beni Mellal in central Morocco, known for its lush surroundings and waterfalls.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Aïn Asserdoun springs
Target entity description: Aïn Asserdoun springs is a scenic natural water source and popular tourist spot near Beni Mellal in central Morocco, known for its lush surroundings and waterfalls.
  • A. Oum Er-Rbia springs
    Oum Er-Rbia springs is a scenic natural water source in central Morocco known for its abundant springs, riverside landscapes, and popular picnic and hiking spots.
  • B. Aït Mansour Gorge
    Aït Mansour Gorge is a scenic, palm-lined canyon in Morocco known for its dramatic rock formations, traditional Berber villages, and oasis landscapes.
  • C. Oued Tinja
    Oued Tinja is a river in northern Tunisia that serves as a key waterway linking the Ichkeul wetlands to the Mediterranean Sea.
  • D. Medjerda River valley
    The Medjerda River valley is a fertile and historically significant river valley in northern Tunisia, known as the country’s primary agricultural heartland and the corridor of its longest river.
  • E. Oued Tata
    Oued Tata is a river in southern Morocco that flows through the town of Tata, contributing to the region’s oasis and agricultural landscape.
  • 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_69bd446b57bc8190a513d2e6c40314f3 completed March 20, 2026, 12:58 p.m.
NER Named-entity recognition batch_69bd8532c26c819084f5b8de542cd309 completed March 20, 2026, 5:34 p.m.
NED1 Entity disambiguation (via context triple) batch_69bf10ffb1f08190aba4c1c860085c92 completed March 21, 2026, 9:43 p.m.
NEDg Description generation batch_69bf14c687908190bafa9f99e10d7698 completed March 21, 2026, 9:59 p.m.
NED2 Entity disambiguation (via description) batch_69bf15675c888190ae8107fdab02aa25 completed March 21, 2026, 10:02 p.m.
Created at: March 20, 2026, 1:53 p.m.