Triple

T1953660
Position Surface form Disambiguated ID Type / Status
Subject Bloomberg Philanthropies E42213 entity
Predicate hasProgram P178 FINISHED
Object Bloomberg Initiative for Global Road Safety
The Bloomberg Initiative for Global Road Safety is a philanthropic program that supports low- and middle-income countries in implementing evidence-based policies and interventions to reduce traffic deaths and injuries worldwide.
E218322 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: Bloomberg Initiative for Global Road Safety | Statement: [Bloomberg Philanthropies, hasProgram, Bloomberg Initiative for Global Road Safety]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bloomberg Initiative for Global Road Safety
Context triple: [Bloomberg Philanthropies, hasProgram, Bloomberg Initiative for Global Road Safety]
  • A. Vision Zero San Francisco
    Vision Zero San Francisco is the city’s comprehensive traffic safety initiative aimed at eliminating all traffic deaths and severe injuries through street design, policy changes, and public education.
  • B. World Forum for Harmonization of Vehicle Regulations
    The World Forum for Harmonization of Vehicle Regulations is a United Nations working party that develops and updates international technical standards to ensure the safety, environmental performance, and interoperability of motor vehicles and their equipment.
  • C. National Highway Traffic Safety Administration
    The National Highway Traffic Safety Administration is a U.S. federal agency responsible for improving road safety by setting and enforcing vehicle performance standards, investigating defects, and promoting traffic safety initiatives.
  • D. Office of Highway Safety
    The Office of Highway Safety is a division of the National Transportation Safety Board responsible for investigating road transportation accidents and developing recommendations to improve highway safety.
  • E. General Authority for Roads, Bridges and Land Transport
    The General Authority for Roads, Bridges and Land Transport is an Egyptian governmental body responsible for planning, developing, and managing the country’s road, bridge, and land transport 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: Bloomberg Initiative for Global Road Safety
Triple: [Bloomberg Philanthropies, hasProgram, Bloomberg Initiative for Global Road Safety]
Generated description
The Bloomberg Initiative for Global Road Safety is a philanthropic program that supports low- and middle-income countries in implementing evidence-based policies and interventions to reduce traffic deaths and injuries worldwide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bloomberg Initiative for Global Road Safety
Target entity description: The Bloomberg Initiative for Global Road Safety is a philanthropic program that supports low- and middle-income countries in implementing evidence-based policies and interventions to reduce traffic deaths and injuries worldwide.
  • A. Vision Zero San Francisco
    Vision Zero San Francisco is the city’s comprehensive traffic safety initiative aimed at eliminating all traffic deaths and severe injuries through street design, policy changes, and public education.
  • B. World Forum for Harmonization of Vehicle Regulations
    The World Forum for Harmonization of Vehicle Regulations is a United Nations working party that develops and updates international technical standards to ensure the safety, environmental performance, and interoperability of motor vehicles and their equipment.
  • C. National Highway Traffic Safety Administration
    The National Highway Traffic Safety Administration is a U.S. federal agency responsible for improving road safety by setting and enforcing vehicle performance standards, investigating defects, and promoting traffic safety initiatives.
  • D. Office of Highway Safety
    The Office of Highway Safety is a division of the National Transportation Safety Board responsible for investigating road transportation accidents and developing recommendations to improve highway safety.
  • E. General Authority for Roads, Bridges and Land Transport
    The General Authority for Roads, Bridges and Land Transport is an Egyptian governmental body responsible for planning, developing, and managing the country’s road, bridge, and land transport 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_69a8870eea088190a38781990812a9bc completed March 4, 2026, 7:25 p.m.
NER Named-entity recognition batch_69abb351c148819080173c09876e814a completed March 7, 2026, 5:10 a.m.
NED1 Entity disambiguation (via context triple) batch_69adfbc8146c819084d3dc3b16efb123 completed March 8, 2026, 10:44 p.m.
NEDg Description generation batch_69adfc6bd8e08190a065a89ab3412126 completed March 8, 2026, 10:47 p.m.
NED2 Entity disambiguation (via description) batch_69adfcee414c8190b1a0574f6bd55602 completed March 8, 2026, 10:49 p.m.
Created at: March 4, 2026, 7:36 p.m.