Triple

T13964189
Position Surface form Disambiguated ID Type / Status
Subject Walter Block E335878 entity
Predicate notableWork P4 FINISHED
Object Privatization of Roads and Highways
Privatization of Roads and Highways is a book by economist Walter Block that argues for transferring road and highway ownership and management from the public sector to private enterprise to improve efficiency, safety, and innovation.
E1072547 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: Privatization of Roads and Highways | Statement: [Walter Block, notableWork, Privatization of Roads and Highways]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Privatization of Roads and Highways
Context triple: [Walter Block, notableWork, Privatization of Roads and Highways]
  • A. Expressways to Prosperity
    Expressways to Prosperity is the official motto of the Uttar Pradesh Expressways Industrial Development Authority, emphasizing its goal of driving economic growth through expressway infrastructure.
  • B. Nouvelle Autoroute 30 consortium
    Nouvelle Autoroute 30 consortium is a private partnership responsible for the financing, construction, and long-term operation of a major toll section of Quebec’s Autoroute 30.
  • C. Privatization Program
    Privatization Program is a key Saudi government initiative aimed at transferring selected public sector assets and services to the private sector to boost efficiency, investment, and economic diversification.
  • D. Toll Road
    Toll Road is a fictional demolitions expert and member of the mercenary team in "The Expendables" film series.
  • E. Highway Trust Fund
    The Highway Trust Fund is a U.S. federal transportation fund, primarily financed by fuel and related excise taxes, that supports the construction and maintenance of highways and mass transit systems.
  • 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: Privatization of Roads and Highways
Triple: [Walter Block, notableWork, Privatization of Roads and Highways]
Generated description
Privatization of Roads and Highways is a book by economist Walter Block that argues for transferring road and highway ownership and management from the public sector to private enterprise to improve efficiency, safety, and innovation.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Privatization of Roads and Highways
Target entity description: Privatization of Roads and Highways is a book by economist Walter Block that argues for transferring road and highway ownership and management from the public sector to private enterprise to improve efficiency, safety, and innovation.
  • A. Expressways to Prosperity
    Expressways to Prosperity is the official motto of the Uttar Pradesh Expressways Industrial Development Authority, emphasizing its goal of driving economic growth through expressway infrastructure.
  • B. Nouvelle Autoroute 30 consortium
    Nouvelle Autoroute 30 consortium is a private partnership responsible for the financing, construction, and long-term operation of a major toll section of Quebec’s Autoroute 30.
  • C. Privatization Program
    Privatization Program is a key Saudi government initiative aimed at transferring selected public sector assets and services to the private sector to boost efficiency, investment, and economic diversification.
  • D. Toll Road
    Toll Road is a fictional demolitions expert and member of the mercenary team in "The Expendables" film series.
  • E. Highway Trust Fund
    The Highway Trust Fund is a U.S. federal transportation fund, primarily financed by fuel and related excise taxes, that supports the construction and maintenance of highways and mass transit systems.
  • 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_69d81c61f3508190aaf2ca0dc0002c59 completed April 9, 2026, 9:38 p.m.
NER Named-entity recognition batch_69de2e7e24f08190ba939a8044860033 completed April 14, 2026, 12:09 p.m.
NED1 Entity disambiguation (via context triple) batch_69fba1d890d48190affd194b2439c271 completed May 6, 2026, 8:17 p.m.
NEDg Description generation batch_69fba7149cf08190942cc9b1f7f208f0 completed May 6, 2026, 8:39 p.m.
NED2 Entity disambiguation (via description) batch_69fba8fe11c881908662d8e8e1720ea4 completed May 6, 2026, 8:47 p.m.
Created at: April 9, 2026, 10:18 p.m.