Triple

T9451256

Position	Surface form	Disambiguated ID	Type / Status
Subject	Turners Falls, Massachusetts	`E227896`	entity
Predicate	hasTransportation	`P105`	FINISHED
Object	Franklin Regional Transit Authority bus service Franklin Regional Transit Authority bus service is a regional public transit system in western Massachusetts that provides fixed-route and demand-response bus transportation across multiple communities.	`E801258`	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: Franklin Regional Transit Authority bus service | Statement: [Turners Falls, Massachusetts, hasTransportation, Franklin Regional Transit Authority bus service]

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

Target entity: Franklin Regional Transit Authority bus service
Context triple: [Turners Falls, Massachusetts, hasTransportation, Franklin Regional Transit Authority bus service]

A. Montgomery County Ride On bus services
Montgomery County Ride On bus services is a local public transit bus system in Montgomery County, Maryland, providing extensive neighborhood and commuter connections to Metrorail stations and other regional transit.
B. OmniRide bus service
OmniRide bus service is a public transit system in Northern Virginia that provides local and commuter bus routes connecting suburban communities with major employment and activity centers in the region.
C. Omnitrans
Omnitrans is the primary public bus transit agency serving San Bernardino County and surrounding communities in Southern California.
D. Pierce Transit
Pierce Transit is a public transportation agency serving Pierce County, Washington, providing local bus, paratransit, and related transit services in the South Puget Sound region.
E. Unitrans bus system
The Unitrans bus system is a public transit service in Davis, California, primarily operated by UC Davis students and serving both the university campus and the surrounding community.
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: Franklin Regional Transit Authority bus service
Triple: [Turners Falls, Massachusetts, hasTransportation, Franklin Regional Transit Authority bus service]

Generated description

Franklin Regional Transit Authority bus service is a regional public transit system in western Massachusetts that provides fixed-route and demand-response bus transportation across multiple communities.

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

Target entity: Franklin Regional Transit Authority bus service
Target entity description: Franklin Regional Transit Authority bus service is a regional public transit system in western Massachusetts that provides fixed-route and demand-response bus transportation across multiple communities.

A. Montgomery County Ride On bus services
Montgomery County Ride On bus services is a local public transit bus system in Montgomery County, Maryland, providing extensive neighborhood and commuter connections to Metrorail stations and other regional transit.
B. OmniRide bus service
OmniRide bus service is a public transit system in Northern Virginia that provides local and commuter bus routes connecting suburban communities with major employment and activity centers in the region.
C. Omnitrans
Omnitrans is the primary public bus transit agency serving San Bernardino County and surrounding communities in Southern California.
D. Pierce Transit
Pierce Transit is a public transportation agency serving Pierce County, Washington, providing local bus, paratransit, and related transit services in the South Puget Sound region.
E. Unitrans bus system
The Unitrans bus system is a public transit service in Davis, California, primarily operated by UC Davis students and serving both the university campus and the surrounding community.
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_69ca8439f8bc8190997f2ef40c9f0bc2`	completed	March 30, 2026, 2:10 p.m.
NER	Named-entity recognition	`batch_69cd7f6796d8819088cbecc0588ae5fc`	completed	April 1, 2026, 8:26 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69d12272a2dc8190892a22db0799b6a4`	completed	April 4, 2026, 2:38 p.m.
NEDg	Description generation	`batch_69d12395841c8190857de8a50ab6345c`	completed	April 4, 2026, 2:43 p.m.
NED2	Entity disambiguation (via description)	`batch_69d1275bcbd88190a5742a9cf802425a`	completed	April 4, 2026, 2:59 p.m.

Created at: March 30, 2026, 7:51 p.m.