Triple

T15915432
Position Surface form Disambiguated ID Type / Status
Subject Piazza Aurelio Saffi E385956 entity
Predicate publicTransportConnection P3791 FINISHED
Object Forlì urban bus network
The Forlì urban bus network is the primary public transportation system serving the city of Forlì, Italy, connecting its central squares, neighborhoods, and surrounding areas with scheduled bus services.
E1182317 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: Forlì urban bus network | Statement: [Piazza Aurelio Saffi, publicTransportConnection, Forlì urban bus network]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Forlì urban bus network
Context triple: [Piazza Aurelio Saffi, publicTransportConnection, Forlì urban bus network]
  • A. 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.
  • B. Florence tramway
    The Florence tramway is a modern light rail network serving the city of Florence, Italy, providing efficient urban and suburban public transportation.
  • C. Forlì-Cesena
    Forlì-Cesena is a province in Italy’s Emilia-Romagna region, known for its mix of historic towns, agricultural landscapes, and growing industrial and service sectors.
  • D. Forlì
    Forlì is a historic city in Italy’s Emilia-Romagna region, known for its medieval architecture, Renaissance art, and role as a provincial capital.
  • E. Florence–Faenza railway
    The Florence–Faenza railway is a regional rail line in Italy that connects the Tuscan city of Florence with the Emilia-Romagna town of Faenza across the Apennine Mountains.
  • 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: Forlì urban bus network
Triple: [Piazza Aurelio Saffi, publicTransportConnection, Forlì urban bus network]
Generated description
The Forlì urban bus network is the primary public transportation system serving the city of Forlì, Italy, connecting its central squares, neighborhoods, and surrounding areas with scheduled bus services.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Forlì urban bus network
Target entity description: The Forlì urban bus network is the primary public transportation system serving the city of Forlì, Italy, connecting its central squares, neighborhoods, and surrounding areas with scheduled bus services.
  • A. 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.
  • B. Florence tramway
    The Florence tramway is a modern light rail network serving the city of Florence, Italy, providing efficient urban and suburban public transportation.
  • C. Forlì-Cesena
    Forlì-Cesena is a province in Italy’s Emilia-Romagna region, known for its mix of historic towns, agricultural landscapes, and growing industrial and service sectors.
  • D. Forlì
    Forlì is a historic city in Italy’s Emilia-Romagna region, known for its medieval architecture, Renaissance art, and role as a provincial capital.
  • E. Florence–Faenza railway
    The Florence–Faenza railway is a regional rail line in Italy that connects the Tuscan city of Florence with the Emilia-Romagna town of Faenza across the Apennine Mountains.
  • 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_69d86da686e4819097cbf3b1fc2d881d completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e1566216d481908dd6e3acaa26fd45 completed April 16, 2026, 9:36 p.m.
NED1 Entity disambiguation (via context triple) batch_69ffb05b15e8819083b67afa52f46283 completed May 9, 2026, 10:08 p.m.
NEDg Description generation batch_69ffb0cfac808190b32bb25659603fb4 completed May 9, 2026, 10:10 p.m.
NED2 Entity disambiguation (via description) batch_69ffb15b987c8190ae9c96f15fc55b27 completed May 9, 2026, 10:12 p.m.
Created at: April 10, 2026, 4:52 a.m.