Triple

T19689697
Position Surface form Disambiguated ID Type / Status
Subject Monza railway station E472801 entity
Predicate railwayLine P848 FINISHED
Object Monza–Bergamo railway
The Monza–Bergamo railway is a regional rail line in northern Italy that connects the city of Monza with Bergamo, serving as an important commuter and intercity transport route in Lombardy.
E1396169 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: Monza–Bergamo railway | Statement: [Monza railway station, railwayLine, Monza–Bergamo railway]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Monza–Bergamo railway
Context triple: [Monza railway station, railwayLine, Monza–Bergamo railway]
  • A. Monza–Lecco railway
    The Monza–Lecco railway is a regional rail line in northern Italy that connects the city of Monza with Lecco through the Brianza area, serving as an important commuter and regional transport route in Lombardy.
  • B. Milan–Monza railway
    The Milan–Monza railway is one of Italy’s oldest railway lines, connecting the city of Milan with the nearby town of Monza and serving as an important suburban and regional transport corridor.
  • C. Milan–Saronno railway
    The Milan–Saronno railway is a key suburban rail line in the Lombardy region of Italy that connects Milan with the town of Saronno and forms part of the main route toward Malpensa Airport.
  • D. Milan–Bergamo railway
    The Milan–Bergamo railway is a key Italian rail line connecting the city of Milan with Bergamo, serving both regional commuter and intercity traffic in Lombardy.
  • E. Milan–Lecco railway
    The Milan–Lecco railway is a regional rail line in Lombardy, Italy, connecting the city of Milan with the town of Lecco and serving numerous intermediate communities.
  • 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: Monza–Bergamo railway
Triple: [Monza railway station, railwayLine, Monza–Bergamo railway]
Generated description
The Monza–Bergamo railway is a regional rail line in northern Italy that connects the city of Monza with Bergamo, serving as an important commuter and intercity transport route in Lombardy.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Monza–Bergamo railway
Target entity description: The Monza–Bergamo railway is a regional rail line in northern Italy that connects the city of Monza with Bergamo, serving as an important commuter and intercity transport route in Lombardy.
  • A. Monza–Lecco railway
    The Monza–Lecco railway is a regional rail line in northern Italy that connects the city of Monza with Lecco through the Brianza area, serving as an important commuter and regional transport route in Lombardy.
  • B. Milan–Monza railway
    The Milan–Monza railway is one of Italy’s oldest railway lines, connecting the city of Milan with the nearby town of Monza and serving as an important suburban and regional transport corridor.
  • C. Milan–Saronno railway
    The Milan–Saronno railway is a key suburban rail line in the Lombardy region of Italy that connects Milan with the town of Saronno and forms part of the main route toward Malpensa Airport.
  • D. Milan–Bergamo railway
    The Milan–Bergamo railway is a key Italian rail line connecting the city of Milan with Bergamo, serving both regional commuter and intercity traffic in Lombardy.
  • E. Milan–Lecco railway
    The Milan–Lecco railway is a regional rail line in Lombardy, Italy, connecting the city of Milan with the town of Lecco and serving numerous intermediate communities.
  • 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_69d8e515bef88190bc30781aea50537a completed April 10, 2026, 11:55 a.m.
NER Named-entity recognition batch_69e6420f1a0c8190ae59aa0ab3ff2802 completed April 20, 2026, 3:11 p.m.
NED1 Entity disambiguation (via context triple) batch_6a07c4e8d6e88190821f54b3c3b6fb07 completed May 16, 2026, 1:14 a.m.
NEDg Description generation batch_6a07c8c89d908190846caef82e2a6301 completed May 16, 2026, 1:30 a.m.
NED2 Entity disambiguation (via description) batch_6a07c96355248190bbe2505da3d5d3f4 completed May 16, 2026, 1:33 a.m.
Created at: April 10, 2026, 1:45 p.m.