Triple

T15528021
Position Surface form Disambiguated ID Type / Status
Subject Spanish railway network E369132 entity
Predicate includesSubsystem P25619 FINISHED
Object Cercanías Málaga
Cercanías Málaga is a commuter rail service in and around the city of Málaga, Spain, providing frequent regional connections along the Costa del Sol and to nearby inland areas.
E582703 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: Cercanías Málaga | Statement: [Spanish railway network, includesSubsystem, Cercanías Málaga]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Cercanías Málaga
Context triple: [Spanish railway network, includesSubsystem, Cercanías Málaga]
  • A. Seville commuter rail
    Seville commuter rail is a regional rail network serving the metropolitan area of Seville, Spain, connecting the city with its surrounding suburbs and towns.
  • B. Murcia–Águilas railway
    The Murcia–Águilas railway is a regional rail line in southeastern Spain that connects the city of Murcia with the coastal town of Águilas, serving as an important link for passenger and local transport in the Region of Murcia.
  • C. Cercanías Murcia/Alicante
    Cercanías Murcia/Alicante is a Spanish commuter rail network serving the cities and surrounding metropolitan areas of Murcia and Alicante in southeastern Spain.
  • D. Cercanías
    Cercanías is Spain’s network of suburban and commuter rail services that connect major cities with their surrounding metropolitan areas.
  • E. Seville bus network
    The Seville bus network is the city's primary surface public transport system, consisting of extensive urban and suburban bus routes that complement the Seville Metro and connect neighborhoods with key commercial, residential, and tourist areas.
  • 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: Cercanías Málaga
Triple: [Spanish railway network, includesSubsystem, Cercanías Málaga]
Generated description
Cercanías Málaga is a commuter rail service in and around the city of Málaga, Spain, providing frequent regional connections along the Costa del Sol and to nearby inland areas.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Cercanías Málaga
Target entity description: Cercanías Málaga is a commuter rail service in and around the city of Málaga, Spain, providing frequent regional connections along the Costa del Sol and to nearby inland areas.
  • A. Seville commuter rail
    Seville commuter rail is a regional rail network serving the metropolitan area of Seville, Spain, connecting the city with its surrounding suburbs and towns.
  • B. Murcia–Águilas railway
    The Murcia–Águilas railway is a regional rail line in southeastern Spain that connects the city of Murcia with the coastal town of Águilas, serving as an important link for passenger and local transport in the Region of Murcia.
  • C. Cercanías Murcia/Alicante
    Cercanías Murcia/Alicante is a Spanish commuter rail network serving the cities and surrounding metropolitan areas of Murcia and Alicante in southeastern Spain.
  • D. Cercanías chosen
    Cercanías is Spain’s network of suburban and commuter rail services that connect major cities with their surrounding metropolitan areas.
  • E. Seville bus network
    The Seville bus network is the city's primary surface public transport system, consisting of extensive urban and suburban bus routes that complement the Seville Metro and connect neighborhoods with key commercial, residential, and tourist areas.
  • F. None of above.

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_69d85a1794cc8190b0b428716296e63e completed April 10, 2026, 2:01 a.m.
NER Named-entity recognition batch_69e0414620588190958ffde651ccab5f completed April 16, 2026, 1:54 a.m.
NED1 Entity disambiguation (via context triple) batch_69ff3d598e6c8190870e9249197f5f53 completed May 9, 2026, 1:57 p.m.
NEDg Description generation batch_69ff3de663848190936a5b1d31d18c75 completed May 9, 2026, 2 p.m.
NED2 Entity disambiguation (via description) batch_69ff3e8c5f308190a335dbc45f9d88ee completed May 9, 2026, 2:02 p.m.
Created at: April 10, 2026, 4:05 a.m.