Triple

T2073523
Position Surface form Disambiguated ID Type / Status
Subject Federal-aid Highway Program E44868 entity
Predicate includes P1393 FINISHED
Object 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.
E231382 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 | Statement: [Federal-aid Highway Program, includes, Highway Safety Improvement Program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Highway Safety Improvement Program
Context triple: [Federal-aid Highway Program, includes, Highway Safety Improvement Program]
  • A. 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.
  • 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. Highway Safety Act of 1970
    The Highway Safety Act of 1970 is a U.S. federal law that significantly strengthened national efforts to reduce traffic accidents and fatalities, including by establishing a centralized framework for vehicle and road safety regulation.
  • D. Transportation Improvement Programs
    Transportation Improvement Programs are short-range, federally required planning documents that prioritize and allocate funding for transportation projects within a metropolitan area.
  • E. AASHTO Highway Safety Manual
    The AASHTO Highway Safety Manual is a foundational reference that provides data-driven methods and tools for predicting, evaluating, and improving roadway safety performance in transportation engineering and planning.
  • 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
Triple: [Federal-aid Highway Program, includes, Highway Safety Improvement Program]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Highway Safety Improvement Program
Target entity description: 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.
  • A. 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.
  • 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. Highway Safety Act of 1970
    The Highway Safety Act of 1970 is a U.S. federal law that significantly strengthened national efforts to reduce traffic accidents and fatalities, including by establishing a centralized framework for vehicle and road safety regulation.
  • D. Transportation Improvement Programs
    Transportation Improvement Programs are short-range, federally required planning documents that prioritize and allocate funding for transportation projects within a metropolitan area.
  • E. AASHTO Highway Safety Manual
    The AASHTO Highway Safety Manual is a foundational reference that provides data-driven methods and tools for predicting, evaluating, and improving roadway safety performance in transportation engineering and planning.
  • 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.