Triple

T21128535
Position Surface form Disambiguated ID Type / Status
Subject FAST Act E520621 entity
Predicate establishes P986 FINISHED
Object Nationally Significant Freight and Highway Projects program
The Nationally Significant Freight and Highway Projects program is a U.S. federal funding initiative that supports large-scale, high-impact freight and highway infrastructure projects to improve the movement of goods and enhance national economic competitiveness.
E1467756 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: Nationally Significant Freight and Highway Projects program | Statement: [FAST Act, establishes, Nationally Significant Freight and Highway Projects program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Nationally Significant Freight and Highway Projects program
Context triple: [FAST Act, establishes, Nationally Significant Freight and Highway Projects program]
  • A. 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.
  • B. 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.
  • C. National Highway Performance Program
    The National Highway Performance Program is a U.S. federal funding program that supports the construction, preservation, and improvement of major national highways and bridges to enhance safety, performance, and reliability.
  • D. Highway Safety Improvement Program
    The Highway Safety Improvement Program is a federal initiative that funds and promotes projects aimed at reducing traffic fatalities and serious injuries on the nation’s roadways.
  • E. 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.
  • 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: Nationally Significant Freight and Highway Projects program
Triple: [FAST Act, establishes, Nationally Significant Freight and Highway Projects program]
Generated description
The Nationally Significant Freight and Highway Projects program is a U.S. federal funding initiative that supports large-scale, high-impact freight and highway infrastructure projects to improve the movement of goods and enhance national economic competitiveness.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Nationally Significant Freight and Highway Projects program
Target entity description: The Nationally Significant Freight and Highway Projects program is a U.S. federal funding initiative that supports large-scale, high-impact freight and highway infrastructure projects to improve the movement of goods and enhance national economic competitiveness.
  • A. 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.
  • B. 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.
  • C. National Highway Performance Program
    The National Highway Performance Program is a U.S. federal funding program that supports the construction, preservation, and improvement of major national highways and bridges to enhance safety, performance, and reliability.
  • D. Highway Safety Improvement Program
    The Highway Safety Improvement Program is a federal initiative that funds and promotes projects aimed at reducing traffic fatalities and serious injuries on the nation’s roadways.
  • E. 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.
  • 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_69e0b50a623881909c0bbaf4f2c055e7 completed April 16, 2026, 10:08 a.m.
NER Named-entity recognition batch_69e7223a7a588190a01a66921b79b98b completed April 21, 2026, 7:07 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0965ee05c0819084273a47c09d7d2f completed May 17, 2026, 6:53 a.m.
NEDg Description generation batch_6a09669ac9988190ba5ec8bcf8dc7eb4 completed May 17, 2026, 6:56 a.m.
NED2 Entity disambiguation (via description) batch_6a0967821ce08190a23d22439c343f49 completed May 17, 2026, 7 a.m.
Created at: April 16, 2026, 2:56 p.m.