Triple

T1316419

Position	Surface form	Disambiguated ID	Type / Status
Subject	Metropolitan Planning Organizations in Georgia	`E28113`	entity
Predicate	includes	`P1393`	FINISHED
Object	Macon Area Transportation Study MPO The Macon Area Transportation Study MPO is a regional planning body responsible for coordinating long-range transportation planning and investment decisions in the greater Macon, Georgia area.	`E150313`	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: Macon Area Transportation Study MPO | Statement: [Metropolitan Planning Organizations in Georgia, includes, Macon Area Transportation Study MPO]

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

Target entity: Macon Area Transportation Study MPO
Context triple: [Metropolitan Planning Organizations in Georgia, includes, Macon Area Transportation Study MPO]

A. Metropolitan Planning Organizations in Georgia
Metropolitan Planning Organizations in Georgia are regional transportation planning bodies that coordinate long-range transportation strategies and funding priorities for urbanized areas across the state.
B. Fayette Area Coordinated Transportation
Fayette Area Coordinated Transportation is the primary public transit agency serving Uniontown and the surrounding Fayette County region in Pennsylvania.
C. Metropolitan Atlanta Rapid Transit Authority (MARTA)
The Metropolitan Atlanta Rapid Transit Authority (MARTA) is the primary public transportation agency serving the Atlanta metropolitan area, operating a network of heavy rail, bus, and paratransit services.
D. 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.
E. Charlotte Area Transit System
Charlotte Area Transit System is the primary public transportation agency serving the Charlotte metropolitan area with bus, light rail, and other transit services.
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: Macon Area Transportation Study MPO
Triple: [Metropolitan Planning Organizations in Georgia, includes, Macon Area Transportation Study MPO]

Generated description

The Macon Area Transportation Study MPO is a regional planning body responsible for coordinating long-range transportation planning and investment decisions in the greater Macon, Georgia area.

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

Target entity: Macon Area Transportation Study MPO
Target entity description: The Macon Area Transportation Study MPO is a regional planning body responsible for coordinating long-range transportation planning and investment decisions in the greater Macon, Georgia area.

A. Metropolitan Planning Organizations in Georgia
Metropolitan Planning Organizations in Georgia are regional transportation planning bodies that coordinate long-range transportation strategies and funding priorities for urbanized areas across the state.
B. Fayette Area Coordinated Transportation
Fayette Area Coordinated Transportation is the primary public transit agency serving Uniontown and the surrounding Fayette County region in Pennsylvania.
C. Metropolitan Atlanta Rapid Transit Authority (MARTA)
The Metropolitan Atlanta Rapid Transit Authority (MARTA) is the primary public transportation agency serving the Atlanta metropolitan area, operating a network of heavy rail, bus, and paratransit services.
D. 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.
E. Charlotte Area Transit System
Charlotte Area Transit System is the primary public transportation agency serving the Charlotte metropolitan area with bus, light rail, and other transit services.
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_69a498532c3481909223b74af2e578df`	completed	March 1, 2026, 7:49 p.m.
NER	Named-entity recognition	`batch_69a4c175079481909077cf11ed72d6fa`	completed	March 1, 2026, 10:45 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69acbaf16a84819089c3473113ae70f9`	completed	March 7, 2026, 11:55 p.m.
NEDg	Description generation	`batch_69acbb89269081909f00aee480c94e9f`	completed	March 7, 2026, 11:58 p.m.
NED2	Entity disambiguation (via description)	`batch_69acbc010cd0819080b1f8695dc0990b`	completed	March 8, 2026, midnight

Created at: March 1, 2026, 7:55 p.m.