Triple

T8253991
Position Surface form Disambiguated ID Type / Status
Subject Milan municipal tramway system E193024 entity
Predicate integratedWith P2830 FINISHED
Object Milan urban bus network
The Milan urban bus network is the city’s extensive system of bus routes that complements trams and metro lines to provide comprehensive public transportation across Milan and its suburbs.
E726298 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: Milan urban bus network | Statement: [Milan municipal tramway system, integratedWith, Milan urban bus network]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Milan urban bus network
Context triple: [Milan municipal tramway system, integratedWith, Milan urban bus network]
  • A. Milan trolleybus network
    The Milan trolleybus network is an electric bus system in Milan, Italy, operating key urban routes with overhead-wire-powered vehicles that complement and connect with the city’s tram and metro services.
  • B. Milan municipal tramway system
    The Milan municipal tramway system is the extensive urban tram network serving Milan, Italy, known for its historic rolling stock and central role in the city’s public transportation.
  • C. Bologna public bus network
    The Bologna public bus network is the city’s primary system of urban and suburban bus services, connecting major cultural, residential, and commercial areas throughout Bologna and its surroundings.
  • D. Zagreb urban bus network
    The Zagreb urban bus network is the city’s primary public bus system, providing extensive local and suburban connections across Croatia’s capital.
  • E. Turin public transport network
    The Turin public transport network is the integrated system of buses, trams, and metro services that provides urban and suburban mobility throughout the city of Turin 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: Milan urban bus network
Triple: [Milan municipal tramway system, integratedWith, Milan urban bus network]
Generated description
The Milan urban bus network is the city’s extensive system of bus routes that complements trams and metro lines to provide comprehensive public transportation across Milan and its suburbs.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Milan urban bus network
Target entity description: The Milan urban bus network is the city’s extensive system of bus routes that complements trams and metro lines to provide comprehensive public transportation across Milan and its suburbs.
  • A. Milan trolleybus network
    The Milan trolleybus network is an electric bus system in Milan, Italy, operating key urban routes with overhead-wire-powered vehicles that complement and connect with the city’s tram and metro services.
  • B. Milan municipal tramway system
    The Milan municipal tramway system is the extensive urban tram network serving Milan, Italy, known for its historic rolling stock and central role in the city’s public transportation.
  • C. Bologna public bus network
    The Bologna public bus network is the city’s primary system of urban and suburban bus services, connecting major cultural, residential, and commercial areas throughout Bologna and its surroundings.
  • D. Zagreb urban bus network
    The Zagreb urban bus network is the city’s primary public bus system, providing extensive local and suburban connections across Croatia’s capital.
  • E. Turin public transport network
    The Turin public transport network is the integrated system of buses, trams, and metro services that provides urban and suburban mobility throughout the city of Turin 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_69ca82dfad9c8190b8cd18fb89f50f40 completed March 30, 2026, 2:04 p.m.
NER Named-entity recognition batch_69cb78f8eccc8190b43204bf2f8defc1 completed March 31, 2026, 7:34 a.m.
NED1 Entity disambiguation (via context triple) batch_69cd94f9c97881908c6e9f266aba888e completed April 1, 2026, 9:58 p.m.
NEDg Description generation batch_69cdab59ac188190ac017651b5a9a04a completed April 1, 2026, 11:33 p.m.
NED2 Entity disambiguation (via description) batch_69cdb2ae376c8190b3918ba6b269dba9 completed April 2, 2026, 12:05 a.m.
Created at: March 30, 2026, 5:48 p.m.