Triple

T6665117

Position	Surface form	Disambiguated ID	Type / Status
Subject	Warner Robins Area Transportation Study MPO	`E151580`	entity
Predicate	prepares	`P2534`	FINISHED
Object	Metropolitan Transportation Plan The Metropolitan Transportation Plan is a long-range, comprehensive blueprint that guides future transportation investments and policies for the Warner Robins metropolitan area.	`E608938`	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: Metropolitan Transportation Plan | Statement: [Warner Robins Area Transportation Study MPO, prepares, Metropolitan Transportation Plan]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Metropolitan Transportation Plan
Context triple: [Warner Robins Area Transportation Study MPO, prepares, Metropolitan Transportation Plan]

A. Metropolitan Transit System
The Metropolitan Transit System is the primary public transportation agency serving the San Diego region, operating buses, trolleys, and related transit services.
B. Measure R transportation projects
Measure R transportation projects are a suite of Los Angeles County transit and highway improvements funded by a voter-approved sales tax increase to expand and modernize the region’s transportation infrastructure.
C. Regional Rapid Transit System (under development)
The Regional Rapid Transit System (under development) is a high-speed, rail-based commuter network being built to connect major cities and suburbs across India’s National Capital Region, aiming to reduce travel time and ease congestion.
D. PATH rapid transit system
The PATH rapid transit system is a commuter rail network linking Manhattan in New York City with neighboring cities in northern New Jersey.
E. Loop transportation system
The Loop transportation system is The Boring Company’s proposed network of underground tunnels using autonomous electric vehicles to move passengers rapidly and bypass surface traffic congestion.
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: Metropolitan Transportation Plan
Triple: [Warner Robins Area Transportation Study MPO, prepares, Metropolitan Transportation Plan]

Generated description

The Metropolitan Transportation Plan is a long-range, comprehensive blueprint that guides future transportation investments and policies for the Warner Robins metropolitan area.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Metropolitan Transportation Plan
Target entity description: The Metropolitan Transportation Plan is a long-range, comprehensive blueprint that guides future transportation investments and policies for the Warner Robins metropolitan area.

A. Metropolitan Transit System
The Metropolitan Transit System is the primary public transportation agency serving the San Diego region, operating buses, trolleys, and related transit services.
B. Measure R transportation projects
Measure R transportation projects are a suite of Los Angeles County transit and highway improvements funded by a voter-approved sales tax increase to expand and modernize the region’s transportation infrastructure.
C. Regional Rapid Transit System (under development)
The Regional Rapid Transit System (under development) is a high-speed, rail-based commuter network being built to connect major cities and suburbs across India’s National Capital Region, aiming to reduce travel time and ease congestion.
D. PATH rapid transit system
The PATH rapid transit system is a commuter rail network linking Manhattan in New York City with neighboring cities in northern New Jersey.
E. Loop transportation system
The Loop transportation system is The Boring Company’s proposed network of underground tunnels using autonomous electric vehicles to move passengers rapidly and bypass surface traffic congestion.
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_69c687f71fc081909dbd45d6377f6045`	completed	March 27, 2026, 1:36 p.m.
NER	Named-entity recognition	`batch_69c6b09bc69c8190addb8075415ec6d9`	completed	March 27, 2026, 4:30 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69c6ef0e33308190995fcccf50d134c1`	completed	March 27, 2026, 8:56 p.m.
NEDg	Description generation	`batch_69c6f0a3f0b481908dfe70d626277e8f`	completed	March 27, 2026, 9:03 p.m.
NED2	Entity disambiguation (via description)	`batch_69c6f1a3995c8190b22766356b6e6bf8`	completed	March 27, 2026, 9:07 p.m.

Created at: March 27, 2026, 2:02 p.m.