Triple

T3853138
Position Surface form Disambiguated ID Type / Status
Subject Tournefeuille E85343 entity
Predicate hasTransportConnection P845 FINISHED
Object 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.
 E392186 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: Toulouse public transport network | Statement: [Tournefeuille, hasTransportConnection, Toulouse public transport network]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Toulouse public transport network
Context triple: [Tournefeuille, hasTransportConnection, Toulouse public transport network]
  • A. 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.
  • B. Toulouse
    Toulouse is a major city in southwestern France known for its aerospace industry, historic pink-brick architecture, and vibrant university and cultural life.
  • C. Nantes tramway
    The Nantes tramway is a modern light rail network in Nantes, France, that serves as a key component of the city's public transportation system.
  • D. 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.
  • E. Paris–Limoges–Toulouse
    Paris–Limoges–Toulouse is a major French intercity rail corridor linking the capital Paris with the central city of Limoges and the southwestern city of Toulouse.
  • 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: Toulouse public transport network
Triple: [Tournefeuille, hasTransportConnection, Toulouse public transport network]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Toulouse public transport network
Target entity description: 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.
  • A. 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.
  • B. Toulouse
    Toulouse is a major city in southwestern France known for its aerospace industry, historic pink-brick architecture, and vibrant university and cultural life.
  • C. Nantes tramway
    The Nantes tramway is a modern light rail network in Nantes, France, that serves as a key component of the city's public transportation system.
  • D. 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.
  • E. Paris–Limoges–Toulouse
    Paris–Limoges–Toulouse is a major French intercity rail corridor linking the capital Paris with the central city of Limoges and the southwestern city of Toulouse.
  • 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_69aed936de1c81908f91bed80f70abb2 completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69aeec01f7b48190ba1ec89328b3fccb completed March 9, 2026, 3:49 p.m.
NED1 Entity disambiguation (via context triple) batch_69b50419e7a0819087f9bc7fbfec4116 completed March 14, 2026, 6:45 a.m.
NEDg Description generation batch_69b50523dbb08190b1fd089092c1b2a6 completed March 14, 2026, 6:50 a.m.
NED2 Entity disambiguation (via description) batch_69b50594e4888190b2db45eee2a988a7 completed March 14, 2026, 6:52 a.m.
Created at: March 9, 2026, 3:19 p.m.