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.