Triple

T15982100
Position Surface form Disambiguated ID Type / Status
Subject Graz Hauptbahnhof E387600 entity
Predicate railwayLineServed P848 FINISHED
Object Graz–Fehring railway
The Graz–Fehring railway is a regional rail line in the Austrian state of Styria that connects the city of Graz with the town of Fehring, serving as an important route for local passenger and freight traffic.
E1189570 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: Graz–Fehring railway | Statement: [Graz Hauptbahnhof, railwayLineServed, Graz–Fehring railway]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Graz–Fehring railway
Context triple: [Graz Hauptbahnhof, railwayLineServed, Graz–Fehring railway]
  • A. Graz–Köflach Railway
    The Graz–Köflach Railway is a regional railway line in the Austrian state of Styria that connects the city of Graz with the Köflach area, providing both passenger and freight services.
  • B. Fehring–Jennersdorf railway
    The Fehring–Jennersdorf railway is a regional rail line in southeastern Austria that connects the towns of Fehring and Jennersdorf within the state of Styria and Burgenland.
  • C. Pustertal railway
    The Pustertal railway is a regional rail line in the Alps that connects towns along Italy’s Puster Valley, serving as a key transport route between South Tyrol and East Tyrol.
  • D. Southern Railway line Vienna–Graz
    The Southern Railway line Vienna–Graz is a major Austrian rail route connecting the capital Vienna with the city of Graz and serving as a key north–south transport axis through the eastern part of the country.
  • E. Passau–Neumarkt-Sankt Veit railway
    The Passau–Neumarkt-Sankt Veit railway is a regional rail line in southeastern Bavaria, Germany, connecting the city of Passau with Neumarkt-Sankt Veit and serving several towns along the Rott and Inn river valleys.
  • 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: Graz–Fehring railway
Triple: [Graz Hauptbahnhof, railwayLineServed, Graz–Fehring railway]
Generated description
The Graz–Fehring railway is a regional rail line in the Austrian state of Styria that connects the city of Graz with the town of Fehring, serving as an important route for local passenger and freight traffic.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Graz–Fehring railway
Target entity description: The Graz–Fehring railway is a regional rail line in the Austrian state of Styria that connects the city of Graz with the town of Fehring, serving as an important route for local passenger and freight traffic.
  • A. Graz–Köflach Railway
    The Graz–Köflach Railway is a regional railway line in the Austrian state of Styria that connects the city of Graz with the Köflach area, providing both passenger and freight services.
  • B. Fehring–Jennersdorf railway
    The Fehring–Jennersdorf railway is a regional rail line in southeastern Austria that connects the towns of Fehring and Jennersdorf within the state of Styria and Burgenland.
  • C. Pustertal railway
    The Pustertal railway is a regional rail line in the Alps that connects towns along Italy’s Puster Valley, serving as a key transport route between South Tyrol and East Tyrol.
  • D. Southern Railway line Vienna–Graz
    The Southern Railway line Vienna–Graz is a major Austrian rail route connecting the capital Vienna with the city of Graz and serving as a key north–south transport axis through the eastern part of the country.
  • E. Passau–Neumarkt-Sankt Veit railway
    The Passau–Neumarkt-Sankt Veit railway is a regional rail line in southeastern Bavaria, Germany, connecting the city of Passau with Neumarkt-Sankt Veit and serving several towns along the Rott and Inn river valleys.
  • 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_69d86da94ccc819083d187f5dc6a123e completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e15755b5548190acfa29eecb11e675 completed April 16, 2026, 9:40 p.m.
NED1 Entity disambiguation (via context triple) batch_69ffcf1abad48190a42510605c30d0b3 completed May 10, 2026, 12:19 a.m.
NEDg Description generation batch_69ffd049952081909221df73d3555557 completed May 10, 2026, 12:24 a.m.
NED2 Entity disambiguation (via description) batch_69ffd10ab484819089cd94ef07cb8de5 completed May 10, 2026, 12:27 a.m.
Created at: April 10, 2026, 4:54 a.m.