Triple
T7201645
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Walkersville, Maryland |
E168758
|
entity |
| Predicate | hasVolunteerFireCompany |
P62810
|
FINISHED |
| Object |
Walkersville Volunteer Fire Company
Walkersville Volunteer Fire Company is a community-based, all-volunteer fire and emergency services organization serving the town of Walkersville and surrounding areas in Maryland.
|
E648800
|
NE FINISHED |
How this triple was built (5 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: Walkersville Volunteer Fire Company | Statement: [Walkersville, Maryland, hasVolunteerFireCompany, Walkersville Volunteer Fire Company]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Walkersville Volunteer Fire Company Context triple: [Walkersville, Maryland, hasVolunteerFireCompany, Walkersville Volunteer Fire Company]
-
A.
Cheverly Volunteer Fire Department
The Cheverly Volunteer Fire Department is a community-based, volunteer-run fire and emergency services organization serving the town of Cheverly, Maryland and surrounding areas.
-
B.
Hopewell Township Volunteer Fire Department
Hopewell Township Volunteer Fire Department is a community-based, volunteer-run fire and emergency services organization serving residents of Hopewell Township in Beaver County, Pennsylvania.
-
C.
Ewing Township Fire Department
The Ewing Township Fire Department is the municipal fire and emergency response agency serving the residents and properties of Ewing Township, New Jersey.
-
D.
Stony Hill Volunteer Fire Company
Stony Hill Volunteer Fire Company is a volunteer fire and emergency services organization serving the Stony Hill district and broader community of Bethel, Connecticut.
-
E.
Swissvale Volunteer Fire Department
The Swissvale Volunteer Fire Department is a community-based firefighting and emergency response organization serving the borough of Swissvale, Pennsylvania.
- 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: Walkersville Volunteer Fire Company Triple: [Walkersville, Maryland, hasVolunteerFireCompany, Walkersville Volunteer Fire Company]
Generated description
Walkersville Volunteer Fire Company is a community-based, all-volunteer fire and emergency services organization serving the town of Walkersville and surrounding areas in Maryland.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Walkersville Volunteer Fire Company Target entity description: Walkersville Volunteer Fire Company is a community-based, all-volunteer fire and emergency services organization serving the town of Walkersville and surrounding areas in Maryland.
-
A.
Cheverly Volunteer Fire Department
The Cheverly Volunteer Fire Department is a community-based, volunteer-run fire and emergency services organization serving the town of Cheverly, Maryland and surrounding areas.
-
B.
Hopewell Township Volunteer Fire Department
Hopewell Township Volunteer Fire Department is a community-based, volunteer-run fire and emergency services organization serving residents of Hopewell Township in Beaver County, Pennsylvania.
-
C.
Ewing Township Fire Department
The Ewing Township Fire Department is the municipal fire and emergency response agency serving the residents and properties of Ewing Township, New Jersey.
-
D.
Stony Hill Volunteer Fire Company
Stony Hill Volunteer Fire Company is a volunteer fire and emergency services organization serving the Stony Hill district and broader community of Bethel, Connecticut.
-
E.
Swissvale Volunteer Fire Department
The Swissvale Volunteer Fire Department is a community-based firefighting and emergency response organization serving the borough of Swissvale, Pennsylvania.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: hasVolunteerFireCompany Context triple: [Walkersville, Maryland, hasVolunteerFireCompany, Walkersville Volunteer Fire Company]
-
A.
hasFireStation
Indicates that a location or area contains or is served by a fire station.
-
B.
hasFireServicesFrom
chosen
Indicates that one entity receives fire protection or firefighting services from another entity.
-
C.
hasFireServiceCollege
Indicates that an entity is associated with, or has jurisdiction over, a specific fire service training or educational college.
-
D.
hasVolunteerRescueSquad
Indicates that an entity is served or supported by a volunteer-based rescue or emergency response squad.
-
E.
hasVolunteerBase
Indicates that an entity maintains or relies on a group of volunteers as a foundational support resource.
- F. None of above.
Provenance (6 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_69c68a5376748190bb500f03df86e93e |
completed | March 27, 2026, 1:46 p.m. |
| NER | Named-entity recognition | batch_69c6e94971508190bb38184c9af2fe51 |
completed | March 27, 2026, 8:32 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c7bfb0f4688190a677b818a0b3619c |
completed | March 28, 2026, 11:46 a.m. |
| NEDg | Description generation | batch_69c7c09957d881909847e8bf3cf25b92 |
completed | March 28, 2026, 11:50 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c7c123c4b48190a76fb869f7abc553 |
completed | March 28, 2026, 11:53 a.m. |
| PD | Predicate disambiguation | batch_69c6e757fed4819091b0a096e3befc3a |
completed | March 27, 2026, 8:23 p.m. |
Created at: March 27, 2026, 2:52 p.m.