Triple

T348945
Position Surface form Disambiguated ID Type / Status
Subject Federal Highway Administration E6998 entity
Predicate publishes P80 FINISHED
Object Highway Safety Improvement Program guidance
Highway Safety Improvement Program guidance is a set of federal guidelines and best practices that help transportation agencies plan, implement, and evaluate roadway safety improvements to reduce traffic fatalities and serious injuries.
E44305 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: Highway Safety Improvement Program guidance | Statement: [Federal Highway Administration, publishes, Highway Safety Improvement Program guidance]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Highway Safety Improvement Program guidance
Context triple: [Federal Highway Administration, publishes, Highway Safety Improvement Program guidance]
  • A. AASHTO U.S. Route Numbering and Sign Policy
    The AASHTO U.S. Route Numbering and Sign Policy is the official guideline issued by the American Association of State Highway and Transportation Officials that defines how U.S. numbered highways are designated, numbered, and signed across the national network.
  • B. AASHTO Special Committee on U.S. Route Numbering
    The AASHTO Special Committee on U.S. Route Numbering is the body within the American Association of State Highway and Transportation Officials responsible for reviewing, approving, and maintaining the official numbering and routing of U.S. Highways.
  • C. Federal-Aid Highway Act of 1954
    The Federal-Aid Highway Act of 1954 was a U.S. law that expanded federal funding for highway construction and helped lay the groundwork for the later creation of the Interstate Highway System.
  • D. Federal Highway Administration
    The Federal Highway Administration is a U.S. government agency responsible for supporting the construction, maintenance, and safety of the nation’s highway and road systems.
  • E. Federal-Aid Highway Act of 1956
    The Federal-Aid Highway Act of 1956 was landmark U.S. legislation that created the Interstate Highway System, dramatically expanding and modernizing the nation’s road infrastructure.
  • 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: Highway Safety Improvement Program guidance
Triple: [Federal Highway Administration, publishes, Highway Safety Improvement Program guidance]
Generated description
Highway Safety Improvement Program guidance is a set of federal guidelines and best practices that help transportation agencies plan, implement, and evaluate roadway safety improvements to reduce traffic fatalities and serious injuries.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Highway Safety Improvement Program guidance
Target entity description: Highway Safety Improvement Program guidance is a set of federal guidelines and best practices that help transportation agencies plan, implement, and evaluate roadway safety improvements to reduce traffic fatalities and serious injuries.
  • A. AASHTO U.S. Route Numbering and Sign Policy
    The AASHTO U.S. Route Numbering and Sign Policy is the official guideline issued by the American Association of State Highway and Transportation Officials that defines how U.S. numbered highways are designated, numbered, and signed across the national network.
  • B. AASHTO Special Committee on U.S. Route Numbering
    The AASHTO Special Committee on U.S. Route Numbering is the body within the American Association of State Highway and Transportation Officials responsible for reviewing, approving, and maintaining the official numbering and routing of U.S. Highways.
  • C. Federal-Aid Highway Act of 1954
    The Federal-Aid Highway Act of 1954 was a U.S. law that expanded federal funding for highway construction and helped lay the groundwork for the later creation of the Interstate Highway System.
  • D. Federal Highway Administration
    The Federal Highway Administration is a U.S. government agency responsible for supporting the construction, maintenance, and safety of the nation’s highway and road systems.
  • E. Federal-Aid Highway Act of 1956
    The Federal-Aid Highway Act of 1956 was landmark U.S. legislation that created the Interstate Highway System, dramatically expanding and modernizing the nation’s road infrastructure.
  • 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_69a2e7951ba08190960e90823b5078f3 completed Feb. 28, 2026, 1:03 p.m.
NER Named-entity recognition batch_69a2eb1dc5f88190b54d084c6def7fc5 completed Feb. 28, 2026, 1:18 p.m.
NED1 Entity disambiguation (via context triple) batch_69a3d7ee59bc819080c417f7bc4eba3c completed March 1, 2026, 6:08 a.m.
NEDg Description generation batch_69a3d896730881909e931e289a0386b6 completed March 1, 2026, 6:11 a.m.
NED2 Entity disambiguation (via description) batch_69a3d9665610819084739d23f3a14816 completed March 1, 2026, 6:15 a.m.
Created at: Feb. 28, 2026, 1:08 p.m.