Triple

T4561509
Position Surface form Disambiguated ID Type / Status
Subject USRA standard steam locomotive designs E121801 entity
Predicate appliesToJurisdiction P82 FINISHED
Object United States railroads
United States railroads comprise the extensive freight- and passenger-rail network that has played a central role in the nation’s economic development, industrialization, and transportation infrastructure since the 19th century.
E27533 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: United States railroads | Statement: [USRA standard steam locomotive designs, appliesToJurisdiction, United States railroads]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: United States railroads
Context triple: [USRA standard steam locomotive designs, appliesToJurisdiction, United States railroads]
  • A. Class I freight railroads in the United States
    Class I freight railroads in the United States are the largest and highest-revenue freight rail carriers in the country, operating extensive long-haul networks that move the majority of U.S. rail cargo.
  • B. 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.
  • C. Appalachian railroads
    Appalachian railroads are the network of rail lines that traverse the Appalachian Mountains, historically crucial for transporting coal, timber, and other resources through this rugged region of the eastern United States.
  • D. United States federal control of railroads
    United States federal control of railroads was the World War I–era period (1917–1920) when the U.S. government temporarily nationalized and centrally managed the country’s railroads to improve efficiency for wartime transportation needs.
  • E. North American rail network
    The North American rail network is an extensive, interconnected system of freight and passenger rail lines spanning the United States, Canada, and Mexico, operated by multiple major and regional railroads.
  • 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: United States railroads
Triple: [USRA standard steam locomotive designs, appliesToJurisdiction, United States railroads]
Generated description
United States railroads comprise the extensive freight- and passenger-rail network that has played a central role in the nation’s economic development, industrialization, and transportation infrastructure since the 19th century.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: United States railroads
Target entity description: United States railroads comprise the extensive freight- and passenger-rail network that has played a central role in the nation’s economic development, industrialization, and transportation infrastructure since the 19th century.
  • A. Class I freight railroads in the United States chosen
    Class I freight railroads in the United States are the largest and highest-revenue freight rail carriers in the country, operating extensive long-haul networks that move the majority of U.S. rail cargo.
  • B. 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.
  • C. Appalachian railroads
    Appalachian railroads are the network of rail lines that traverse the Appalachian Mountains, historically crucial for transporting coal, timber, and other resources through this rugged region of the eastern United States.
  • D. United States federal control of railroads
    United States federal control of railroads was the World War I–era period (1917–1920) when the U.S. government temporarily nationalized and centrally managed the country’s railroads to improve efficiency for wartime transportation needs.
  • E. North American rail network
    The North American rail network is an extensive, interconnected system of freight and passenger rail lines spanning the United States, Canada, and Mexico, operated by multiple major and regional railroads.
  • F. None of above.

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_69bd463f156881908a99aca69c5721ac completed March 20, 2026, 1:06 p.m.
NER Named-entity recognition batch_69bd582d98fc8190a760dbb5f20c775d completed March 20, 2026, 2:22 p.m.
NED1 Entity disambiguation (via context triple) batch_69bdd3aa3b9081908984777207f4040e completed March 20, 2026, 11:09 p.m.
NEDg Description generation batch_69bdd4b703748190a17cf4f02456c39a completed March 20, 2026, 11:13 p.m.
NED2 Entity disambiguation (via description) batch_69bdd548ea348190818f4335b8ebad2e completed March 20, 2026, 11:16 p.m.
Created at: March 20, 2026, 1:09 p.m.