Triple

T6206688
Position Surface form Disambiguated ID Type / Status
Subject Montpellier Méditerranée Métropole E138764 entity
Predicate operates P24 FINISHED
Object Montpellier urban bus network
The Montpellier urban bus network is the public transportation system of buses serving the city of Montpellier and its surrounding metropolitan area in southern France.
E577711 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: Montpellier urban bus network | Statement: [Montpellier Méditerranée Métropole, operates, Montpellier urban bus network]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Montpellier urban bus network
Context triple: [Montpellier Méditerranée Métropole, operates, Montpellier urban bus network]
  • A. Toulouse public transport network
    The Toulouse public transport network is the integrated system of metro lines, trams, buses, and related services that provides urban and suburban mobility across the Toulouse metropolitan area in southwestern France.
  • B. Montpellier tramway
    The Montpellier tramway is a modern light rail network in Montpellier, France, known for its extensive coverage of the metropolitan area and its distinctive, artist-designed tram vehicles.
  • C. Strasbourg bus network
    The Strasbourg bus network is the system of urban and suburban bus lines serving the Strasbourg metropolitan area, complementing and connecting with the city’s tramway to provide comprehensive public transport.
  • D. Clermont-Ferrand public transport network
    The Clermont-Ferrand public transport network is the urban transit system serving Clermont-Ferrand and its surrounding area, providing bus and tram services across the metropolitan region.
  • E. Nantes bus network
    The Nantes bus network is the city’s extensive public transport system of bus routes that complements and interconnects with the tramway to serve Nantes and its surrounding 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: Montpellier urban bus network
Triple: [Montpellier Méditerranée Métropole, operates, Montpellier urban bus network]
Generated description
The Montpellier urban bus network is the public transportation system of buses serving the city of Montpellier and its surrounding metropolitan area in southern France.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Montpellier urban bus network
Target entity description: The Montpellier urban bus network is the public transportation system of buses serving the city of Montpellier and its surrounding metropolitan area in southern France.
  • A. Toulouse public transport network
    The Toulouse public transport network is the integrated system of metro lines, trams, buses, and related services that provides urban and suburban mobility across the Toulouse metropolitan area in southwestern France.
  • B. Montpellier tramway
    The Montpellier tramway is a modern light rail network in Montpellier, France, known for its extensive coverage of the metropolitan area and its distinctive, artist-designed tram vehicles.
  • C. Strasbourg bus network
    The Strasbourg bus network is the system of urban and suburban bus lines serving the Strasbourg metropolitan area, complementing and connecting with the city’s tramway to provide comprehensive public transport.
  • D. Clermont-Ferrand public transport network
    The Clermont-Ferrand public transport network is the urban transit system serving Clermont-Ferrand and its surrounding area, providing bus and tram services across the metropolitan region.
  • E. Nantes bus network
    The Nantes bus network is the city’s extensive public transport system of bus routes that complements and interconnects with the tramway to serve Nantes and its surrounding areas.
  • 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_69c008acbea48190991c6b834bb45d65 completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c06270b8d08190a81bc03c8175b989 completed March 22, 2026, 9:43 p.m.
NED1 Entity disambiguation (via context triple) batch_69c20d9def0481909dc252d8a0ace45e completed March 24, 2026, 4:05 a.m.
NEDg Description generation batch_69c2160f11dc8190b283fb6a7dfce491 completed March 24, 2026, 4:41 a.m.
NED2 Entity disambiguation (via description) batch_69c216b244dc8190b11bfdbb7fca703f completed March 24, 2026, 4:44 a.m.
Created at: March 22, 2026, 4:20 p.m.