Triple

T6554519
Position Surface form Disambiguated ID Type / Status
Subject Mazamet E152410 entity
Predicate hasTransport P1298 FINISHED
Object Mazamet railway station
Mazamet railway station is a regional train station in the town of Mazamet in southern France, serving as a local hub for passenger rail services.
 E604694 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: Mazamet railway station | Statement: [Mazamet, hasTransport, Mazamet railway station]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Mazamet railway station
Context triple: [Mazamet, hasTransport, Mazamet railway station]
  • A. Muret railway station
    Muret railway station is a regional train station in Muret, France, serving as a local stop on the rail network in the Occitanie region.
  • B. Alès railway station
    Alès railway station is the main train station serving the town of Alès in southern France, providing regional rail connections within the Occitanie region.
  • C. Le Puy-en-Velay railway station
    Le Puy-en-Velay railway station is the main train station serving the town of Le Puy-en-Velay in south-central France, providing regional rail connections for passengers traveling to and from the area.
  • D. Millau railway station
    Millau railway station is a regional train station in the town of Millau in southern France, serving as a local hub for passenger rail connections in the Aveyron department.
  • E. Morisset railway station
    Morisset railway station is a regional New South Wales train station serving the town of Morisset on the Main Northern line between Gosford and Newcastle.
  • 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: Mazamet railway station
Triple: [Mazamet, hasTransport, Mazamet railway station]
Generated description
Mazamet railway station is a regional train station in the town of Mazamet in southern France, serving as a local hub for passenger rail services.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Mazamet railway station
Target entity description: Mazamet railway station is a regional train station in the town of Mazamet in southern France, serving as a local hub for passenger rail services.
  • A. Muret railway station
    Muret railway station is a regional train station in Muret, France, serving as a local stop on the rail network in the Occitanie region.
  • B. Alès railway station
    Alès railway station is the main train station serving the town of Alès in southern France, providing regional rail connections within the Occitanie region.
  • C. Le Puy-en-Velay railway station
    Le Puy-en-Velay railway station is the main train station serving the town of Le Puy-en-Velay in south-central France, providing regional rail connections for passengers traveling to and from the area.
  • D. Millau railway station
    Millau railway station is a regional train station in the town of Millau in southern France, serving as a local hub for passenger rail connections in the Aveyron department.
  • E. Morisset railway station
    Morisset railway station is a regional New South Wales train station serving the town of Morisset on the Main Northern line between Gosford and Newcastle.
  • 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_69c688058d6881908c19b309cc55dbfa completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6ae1c07cc819089c297edad943a57 completed March 27, 2026, 4:19 p.m.
NED1 Entity disambiguation (via context triple) batch_69c6d55707d081908104f08e1d59d603 completed March 27, 2026, 7:07 p.m.
NEDg Description generation batch_69c6d67574cc8190acf20c1a598c32ee completed March 27, 2026, 7:11 p.m.
NED2 Entity disambiguation (via description) batch_69c6d84076d48190ada0903af49613de completed March 27, 2026, 7:19 p.m.
Created at: March 27, 2026, 1:51 p.m.