Triple

T2073525

Position	Surface form	Disambiguated ID	Type / Status
Subject	Federal-aid Highway Program	`E44868`	entity
Predicate	includes	`P1393`	FINISHED
Object	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.	`E231384`	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: National Highway Freight Program | Statement: [Federal-aid Highway Program, includes, National Highway Freight Program]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: National Highway Freight Program
Context triple: [Federal-aid Highway Program, includes, National Highway Freight Program]

A. Federal-aid Highway Program
The Federal-aid Highway Program is a U.S. government initiative that provides federal funding and oversight for the construction, maintenance, and improvement of the nation’s highways and related infrastructure.
B. Federal Lands Highway Program
The Federal Lands Highway Program is a U.S. government initiative that funds and oversees the planning, design, construction, and rehabilitation of roads providing access to national parks, forests, Indian reservations, and other federal lands.
C. Motor Carrier Safety Assistance Program
The Motor Carrier Safety Assistance Program is a federal grant program that supports state and local efforts to enforce commercial motor vehicle safety regulations and reduce large truck and bus crashes.
D. 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.
E. National Highway network
The National Highway network is Australia’s principal system of major intercity and interstate roads that links the country’s capital cities and key regional centers.
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: National Highway Freight Program
Triple: [Federal-aid Highway Program, includes, National Highway Freight Program]

Generated description

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.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: National Highway Freight Program
Target entity description: 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.

A. Federal-aid Highway Program
The Federal-aid Highway Program is a U.S. government initiative that provides federal funding and oversight for the construction, maintenance, and improvement of the nation’s highways and related infrastructure.
B. Federal Lands Highway Program
The Federal Lands Highway Program is a U.S. government initiative that funds and oversees the planning, design, construction, and rehabilitation of roads providing access to national parks, forests, Indian reservations, and other federal lands.
C. Motor Carrier Safety Assistance Program
The Motor Carrier Safety Assistance Program is a federal grant program that supports state and local efforts to enforce commercial motor vehicle safety regulations and reduce large truck and bus crashes.
D. 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.
E. National Highway network
The National Highway network is Australia’s principal system of major intercity and interstate roads that links the country’s capital cities and key regional centers.
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_69a88916c2b48190a5ca2e9b12cad3ed`	completed	March 4, 2026, 7:33 p.m.
NER	Named-entity recognition	`batch_69abba101c008190840763d2f28fa8d7`	completed	March 7, 2026, 5:39 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69ae272ee27c8190a4bb4690961dccf6`	completed	March 9, 2026, 1:49 a.m.
NEDg	Description generation	`batch_69ae27b2c9d08190b1950abd8d41d3b3`	completed	March 9, 2026, 1:51 a.m.
NED2	Entity disambiguation (via description)	`batch_69ae2817ce3c81908e48170760cf98ef`	completed	March 9, 2026, 1:53 a.m.

Created at: March 4, 2026, 7:41 p.m.