Triple

T5502181
Position Surface form Disambiguated ID Type / Status
Subject Beeching cuts implementation E144353 entity
Predicate follows P134 FINISHED
Object The Development of the Major Railway Trunk Routes
The Development of the Major Railway Trunk Routes was a British transport policy report that outlined a future core network of main railway lines, heavily influencing later restructuring decisions such as the Beeching cuts.
E530539 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: The Development of the Major Railway Trunk Routes | Statement: [Beeching cuts implementation, follows, The Development of the Major Railway Trunk Routes]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Development of the Major Railway Trunk Routes
Context triple: [Beeching cuts implementation, follows, The Development of the Major Railway Trunk Routes]
  • A. Railroads: Their Origin and Problems
    Railroads: Their Origin and Problems is a historical and analytical study by Charles Francis Adams Jr. examining the development, economic impact, and regulatory challenges of the American railroad system.
  • B. Railroads and American Economic Growth
    "Railroads and American Economic Growth" is a landmark economic history study by Robert Fogel that uses quantitative methods to reassess the impact of railroads on 19th-century U.S. economic development.
  • C. North America’s Railroad
    North America’s Railroad is the motto of Canadian National Railway, emphasizing its extensive rail network spanning Canada and parts of the United States.
  • D. The Permanent Way and Coal-Burning Locomotive Boilers of the United States
    "The Permanent Way and Coal-Burning Locomotive Boilers of the United States" is a 19th-century technical treatise on American railway track construction and steam locomotive boiler design.
  • E. The Standard Railroad of the World
    The Standard Railroad of the World was the proud slogan and nickname of the Pennsylvania Railroad, once one of the largest and most influential railroads in the United States.
  • 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: The Development of the Major Railway Trunk Routes
Triple: [Beeching cuts implementation, follows, The Development of the Major Railway Trunk Routes]
Generated description
The Development of the Major Railway Trunk Routes was a British transport policy report that outlined a future core network of main railway lines, heavily influencing later restructuring decisions such as the Beeching cuts.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Development of the Major Railway Trunk Routes
Target entity description: The Development of the Major Railway Trunk Routes was a British transport policy report that outlined a future core network of main railway lines, heavily influencing later restructuring decisions such as the Beeching cuts.
  • A. Railroads: Their Origin and Problems
    Railroads: Their Origin and Problems is a historical and analytical study by Charles Francis Adams Jr. examining the development, economic impact, and regulatory challenges of the American railroad system.
  • B. Railroads and American Economic Growth
    "Railroads and American Economic Growth" is a landmark economic history study by Robert Fogel that uses quantitative methods to reassess the impact of railroads on 19th-century U.S. economic development.
  • C. North America’s Railroad
    North America’s Railroad is the motto of Canadian National Railway, emphasizing its extensive rail network spanning Canada and parts of the United States.
  • D. The Permanent Way and Coal-Burning Locomotive Boilers of the United States
    "The Permanent Way and Coal-Burning Locomotive Boilers of the United States" is a 19th-century technical treatise on American railway track construction and steam locomotive boiler design.
  • E. The Standard Railroad of the World
    The Standard Railroad of the World was the proud slogan and nickname of the Pennsylvania Railroad, once one of the largest and most influential railroads in the United States.
  • 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_69c008f5a2748190bce7a39aabf87a6d completed March 22, 2026, 3:21 p.m.
NER Named-entity recognition batch_69c01f0a512c81908f077378917e5879 completed March 22, 2026, 4:55 p.m.
NED1 Entity disambiguation (via context triple) batch_69c027a67d648190ac8d097202c8ec3d completed March 22, 2026, 5:32 p.m.
NEDg Description generation batch_69c037b4e04881908d07e704f2a161bb completed March 22, 2026, 6:40 p.m.
NED2 Entity disambiguation (via description) batch_69c0384d023081909cb0d4ba4b80c07e completed March 22, 2026, 6:43 p.m.
Created at: March 22, 2026, 3:32 p.m.