Triple

T2276918
Position Surface form Disambiguated ID Type / Status
Subject Bureau of Transportation Statistics E50791 entity
Predicate publishes P80 FINISHED
Object Freight Facts and Figures
Freight Facts and Figures is a statistical publication that provides comprehensive data and analysis on freight transportation activity and trends in the United States.
E250975 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: Freight Facts and Figures | Statement: [Bureau of Transportation Statistics, publishes, Freight Facts and Figures]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Freight Facts and Figures
Context triple: [Bureau of Transportation Statistics, publishes, Freight Facts and Figures]
  • A. Railfreight
    Railfreight was the freight sector of British Rail, responsible for operating and managing rail-based goods transport services in the United Kingdom.
  • B. Integrated Freight & Logistics
    Integrated Freight & Logistics is a sector focused on the coordinated transportation, handling, and distribution of goods across multiple modes and networks to optimize supply chain efficiency.
  • C. National Highway Freight Program
    The National Highway Freight Program is a U.S. federal funding program that supports improvements to the national freight highway network to enhance the efficient movement of goods.
  • D. Freight Operating Companies
    Freight Operating Companies are rail businesses that provide commercial freight transport services, typically running cargo trains and logistics operations on national rail networks.
  • E. 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.
  • 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: Freight Facts and Figures
Triple: [Bureau of Transportation Statistics, publishes, Freight Facts and Figures]
Generated description
Freight Facts and Figures is a statistical publication that provides comprehensive data and analysis on freight transportation activity and trends in the United States.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Freight Facts and Figures
Target entity description: Freight Facts and Figures is a statistical publication that provides comprehensive data and analysis on freight transportation activity and trends in the United States.
  • A. Railfreight
    Railfreight was the freight sector of British Rail, responsible for operating and managing rail-based goods transport services in the United Kingdom.
  • B. Integrated Freight & Logistics
    Integrated Freight & Logistics is a sector focused on the coordinated transportation, handling, and distribution of goods across multiple modes and networks to optimize supply chain efficiency.
  • C. National Highway Freight Program
    The National Highway Freight Program is a U.S. federal funding program that supports improvements to the national freight highway network to enhance the efficient movement of goods.
  • D. Freight Operating Companies
    Freight Operating Companies are rail businesses that provide commercial freight transport services, typically running cargo trains and logistics operations on national rail networks.
  • E. 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.
  • 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_69a88b05910c8190a9a2b1ff230c85f9 completed March 4, 2026, 7:41 p.m.
NER Named-entity recognition batch_69abc1ee22988190b7fa28b0b62e8668 completed March 7, 2026, 6:13 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae71e2a17081908539717619ad7187 completed March 9, 2026, 7:08 a.m.
NEDg Description generation batch_69ae75ba1a988190ba59d3ce5e5c39a8 completed March 9, 2026, 7:24 a.m.
NED2 Entity disambiguation (via description) batch_69ae76246f6c81909a15262d2c4ea975 completed March 9, 2026, 7:26 a.m.
Created at: March 4, 2026, 7:48 p.m.