Triple

T12061768
Position Surface form Disambiguated ID Type / Status
Subject Ambérieu-en-Bugey E287189 entity
Predicate railwayJunctionOn P14465 FINISHED
Object Ambérieu–Mâcon railway
The Ambérieu–Mâcon railway is a rail line in eastern France that connects the town of Ambérieu-en-Bugey with Mâcon, forming part of the regional transport network in the Auvergne-Rhône-Alpes area.
 E973035 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: Ambérieu–Mâcon railway | Statement: [Ambérieu-en-Bugey, railwayJunctionOn, Ambérieu–Mâcon railway]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Ambérieu–Mâcon railway
Context triple: [Ambérieu-en-Bugey, railwayJunctionOn, Ambérieu–Mâcon railway]
  • A. Dijon–Langres railway
    The Dijon–Langres railway is a regional rail line in eastern France that connects the city of Dijon with the town of Langres, serving as part of the country’s conventional passenger and freight rail network.
  • B. Dijon–Saint-Amour railway
    The Dijon–Saint-Amour railway is a regional rail line in eastern France that connects the city of Dijon with Saint-Amour, serving as part of the broader network linking Burgundy to the Jura region.
  • C. Lison–Lamballe railway
    The Lison–Lamballe railway is a regional rail line in northwestern France that connects towns in Normandy and Brittany, serving both passenger and local freight traffic.
  • D. Le Creusot–Montchanin–Paray-le-Monial line
    The Le Creusot–Montchanin–Paray-le-Monial line is a regional railway route in eastern France that connects several towns in the Saône-et-Loire department, serving as a local passenger and freight corridor.
  • E. Dijon–Bourg-en-Bresse railway
    The Dijon–Bourg-en-Bresse railway is a French rail line in eastern France that connects the city of Dijon with Bourg-en-Bresse, forming part of the regional and intercity network linking Burgundy and the Auvergne-Rhône-Alpes region.
  • 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: Ambérieu–Mâcon railway
Triple: [Ambérieu-en-Bugey, railwayJunctionOn, Ambérieu–Mâcon railway]
Generated description
The Ambérieu–Mâcon railway is a rail line in eastern France that connects the town of Ambérieu-en-Bugey with Mâcon, forming part of the regional transport network in the Auvergne-Rhône-Alpes area.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Ambérieu–Mâcon railway
Target entity description: The Ambérieu–Mâcon railway is a rail line in eastern France that connects the town of Ambérieu-en-Bugey with Mâcon, forming part of the regional transport network in the Auvergne-Rhône-Alpes area.
  • A. Dijon–Langres railway
    The Dijon–Langres railway is a regional rail line in eastern France that connects the city of Dijon with the town of Langres, serving as part of the country’s conventional passenger and freight rail network.
  • B. Dijon–Saint-Amour railway
    The Dijon–Saint-Amour railway is a regional rail line in eastern France that connects the city of Dijon with Saint-Amour, serving as part of the broader network linking Burgundy to the Jura region.
  • C. Lison–Lamballe railway
    The Lison–Lamballe railway is a regional rail line in northwestern France that connects towns in Normandy and Brittany, serving both passenger and local freight traffic.
  • D. Le Creusot–Montchanin–Paray-le-Monial line
    The Le Creusot–Montchanin–Paray-le-Monial line is a regional railway route in eastern France that connects several towns in the Saône-et-Loire department, serving as a local passenger and freight corridor.
  • E. Dijon–Bourg-en-Bresse railway
    The Dijon–Bourg-en-Bresse railway is a French rail line in eastern France that connects the city of Dijon with Bourg-en-Bresse, forming part of the regional and intercity network linking Burgundy and the Auvergne-Rhône-Alpes region.
  • 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_69d6ab4846e081908ee7bbd66a6d3459 completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d9043f82248190b05692aa0dc178a8 completed April 10, 2026, 2:07 p.m.
NED1 Entity disambiguation (via context triple) batch_69f61e3ee53c81909c2e4620a12a46da completed May 2, 2026, 3:54 p.m.
NEDg Description generation batch_69f61f0dc1e08190bfd2452287d534c9 completed May 2, 2026, 3:58 p.m.
NED2 Entity disambiguation (via description) batch_69f61fa2073881909f683966772bd6b2 completed May 2, 2026, 4 p.m.
Created at: April 8, 2026, 9:48 p.m.