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.