Triple

T22505550
Position Surface form Disambiguated ID Type / Status
Subject Bolloré Group E556379 entity
Predicate subsidiary P258 FINISHED
Object Bolloré Transport & Logistics
Bolloré Transport & Logistics is a global logistics and transport company specializing in freight forwarding, port operations, and supply chain management, particularly strong in African markets.
E556379 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: Bolloré Transport & Logistics | Statement: [Bolloré Group, subsidiary, Bolloré Transport & Logistics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bolloré Transport & Logistics
Context triple: [Bolloré Group, subsidiary, Bolloré Transport & Logistics]
  • A. Bolloré Group
    Bolloré Group is a French multinational conglomerate best known for its diversified interests in logistics, media, and communications, and for being controlled by the Bolloré family.
  • B. Casa Transports SA
    Casa Transports SA is the public company responsible for managing and developing urban transport infrastructure and services in Casablanca, Morocco, including the city’s tramway network.
  • C. SNCF Logistics
    SNCF Logistics is the freight and logistics division of the French national railway company SNCF, overseeing rail and multimodal cargo transport services.
  • D. Geodis
    Geodis is a global logistics and supply chain management company providing freight forwarding, contract logistics, and transportation services.
  • E. Keolis
    Keolis is a major French public transport operator that manages and operates bus, tram, metro, and rail networks in numerous cities worldwide.
  • 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: Bolloré Transport & Logistics
Triple: [Bolloré Group, subsidiary, Bolloré Transport & Logistics]
Generated description
Bolloré Transport & Logistics is a global logistics and transport company specializing in freight forwarding, port operations, and supply chain management, particularly strong in African markets.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bolloré Transport & Logistics
Target entity description: Bolloré Transport & Logistics is a global logistics and transport company specializing in freight forwarding, port operations, and supply chain management, particularly strong in African markets.
  • A. Bolloré Group chosen
    Bolloré Group is a French multinational conglomerate best known for its diversified interests in logistics, media, and communications, and for being controlled by the Bolloré family.
  • B. Casa Transports SA
    Casa Transports SA is the public company responsible for managing and developing urban transport infrastructure and services in Casablanca, Morocco, including the city’s tramway network.
  • C. SNCF Logistics
    SNCF Logistics is the freight and logistics division of the French national railway company SNCF, overseeing rail and multimodal cargo transport services.
  • D. Geodis
    Geodis is a global logistics and supply chain management company providing freight forwarding, contract logistics, and transportation services.
  • E. Keolis
    Keolis is a major French public transport operator that manages and operates bus, tram, metro, and rail networks in numerous cities worldwide.
  • 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_69e11e555edc81909ca803587dafd747 completed April 16, 2026, 5:37 p.m.
NER Named-entity recognition batch_69f15d5bf0f0819093426d83ebd80ef0 completed April 29, 2026, 1:22 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0b2d57fc2c8190a811a3306d308c2f completed May 18, 2026, 3:16 p.m.
NEDg Description generation batch_6a0b3645f5a881908b322d16c7704e27 completed May 18, 2026, 3:54 p.m.
NED2 Entity disambiguation (via description) batch_6a0b3769c36081909ff732275513bb2b completed May 18, 2026, 3:59 p.m.
Created at: April 16, 2026, 8:50 p.m.