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.