Triple

T5551820
Position Surface form Disambiguated ID Type / Status
Subject Title 23 of the United States Code E145543 entity
Predicate contains P35 FINISHED
Object Chapter 6 – Infrastructure Finance
Chapter 6 – Infrastructure Finance is a section of U.S. federal highway law that establishes programs and mechanisms for financing transportation infrastructure projects, including innovative and credit-based funding tools.
E532917 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: Chapter 6 – Infrastructure Finance | Statement: [Title 23 of the United States Code, contains, Chapter 6 – Infrastructure Finance]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Chapter 6 – Infrastructure Finance
Context triple: [Title 23 of the United States Code, contains, Chapter 6 – Infrastructure Finance]
  • A. National Infrastructure and Construction Pipeline
    The National Infrastructure and Construction Pipeline is the UK government’s forward-looking schedule of planned and funded infrastructure and construction projects, providing visibility and certainty to industry and investors.
  • B. National Infrastructure Assessment 2023
    The National Infrastructure Assessment 2023 is the UK’s flagship long-term strategy report setting out recommendations for future investment and policy across critical national infrastructure sectors.
  • C. Where We Want to Live: Reclaiming Infrastructure for a New Generation of Cities
    "Where We Want to Live: Reclaiming Infrastructure for a New Generation of Cities" is an urban planning book by Ryan Gravel that explores how reimagining transportation and infrastructure can create more livable, equitable, and sustainable cities.
  • D. National Infrastructure Commission
    The National Infrastructure Commission is an independent body in the United Kingdom that provides expert advice and long-term strategic recommendations on the country’s infrastructure needs and priorities.
  • E. Global Infrastructure Partners
    Global Infrastructure Partners is a leading independent infrastructure investment firm that acquires, develops, and manages major energy, transport, and utilities assets worldwide.
  • 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: Chapter 6 – Infrastructure Finance
Triple: [Title 23 of the United States Code, contains, Chapter 6 – Infrastructure Finance]
Generated description
Chapter 6 – Infrastructure Finance is a section of U.S. federal highway law that establishes programs and mechanisms for financing transportation infrastructure projects, including innovative and credit-based funding tools.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Chapter 6 – Infrastructure Finance
Target entity description: Chapter 6 – Infrastructure Finance is a section of U.S. federal highway law that establishes programs and mechanisms for financing transportation infrastructure projects, including innovative and credit-based funding tools.
  • A. National Infrastructure and Construction Pipeline
    The National Infrastructure and Construction Pipeline is the UK government’s forward-looking schedule of planned and funded infrastructure and construction projects, providing visibility and certainty to industry and investors.
  • B. National Infrastructure Assessment 2023
    The National Infrastructure Assessment 2023 is the UK’s flagship long-term strategy report setting out recommendations for future investment and policy across critical national infrastructure sectors.
  • C. Where We Want to Live: Reclaiming Infrastructure for a New Generation of Cities
    "Where We Want to Live: Reclaiming Infrastructure for a New Generation of Cities" is an urban planning book by Ryan Gravel that explores how reimagining transportation and infrastructure can create more livable, equitable, and sustainable cities.
  • D. National Infrastructure Commission
    The National Infrastructure Commission is an independent body in the United Kingdom that provides expert advice and long-term strategic recommendations on the country’s infrastructure needs and priorities.
  • E. Global Infrastructure Partners
    Global Infrastructure Partners is a leading independent infrastructure investment firm that acquires, develops, and manages major energy, transport, and utilities assets worldwide.
  • 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_69c008fb879c81909f5bfa56fadc1d46 completed March 22, 2026, 3:21 p.m.
NER Named-entity recognition batch_69c01fe3e7788190aa5361b083197c17 completed March 22, 2026, 4:59 p.m.
NED1 Entity disambiguation (via context triple) batch_69c028350bc08190a8b48893157b86a1 completed March 22, 2026, 5:34 p.m.
NEDg Description generation batch_69c037b4e04881908d07e704f2a161bb completed March 22, 2026, 6:40 p.m.
NED2 Entity disambiguation (via description) batch_69c0384f8ce481908e7f82edf6c17323 completed March 22, 2026, 6:43 p.m.
Created at: March 22, 2026, 3:35 p.m.