Triple
T5305400
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | North Berkeley |
E120088
|
entity |
| Predicate | fireServiceBy |
P63388
|
FINISHED |
| Object |
Berkeley Fire Department
The Berkeley Fire Department is the municipal agency responsible for providing fire protection, emergency medical services, and rescue operations throughout the city of Berkeley, California.
|
E510891
|
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: Berkeley Fire Department | Statement: [North Berkeley, fireServiceBy, Berkeley Fire Department]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Berkeley Fire Department Context triple: [North Berkeley, fireServiceBy, Berkeley Fire Department]
-
A.
San Francisco Fire Department
The San Francisco Fire Department is the municipal agency responsible for fire protection, emergency medical services, and disaster response within the city and county of San Francisco, California.
-
B.
Santa Clara County Fire Department
The Santa Clara County Fire Department is a regional fire and emergency services agency in California that provides fire protection, rescue, and emergency medical response to multiple communities, including the city of Campbell.
-
C.
San Francisco Fire Commission
The San Francisco Fire Commission is a civilian oversight body that sets policy and provides governance for the San Francisco Fire Department and related emergency services.
-
D.
Seattle Fire Department
The Seattle Fire Department is the municipal fire and emergency services agency responsible for firefighting, rescue, and medical response throughout the city of Seattle, Washington.
-
E.
Dallas Fire-Rescue Department
The Dallas Fire-Rescue Department is the primary municipal agency responsible for fire protection, emergency medical services, and rescue operations in Dallas, Texas, and certain surrounding communities.
- 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: Berkeley Fire Department Triple: [North Berkeley, fireServiceBy, Berkeley Fire Department]
Generated description
The Berkeley Fire Department is the municipal agency responsible for providing fire protection, emergency medical services, and rescue operations throughout the city of Berkeley, California.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Berkeley Fire Department Target entity description: The Berkeley Fire Department is the municipal agency responsible for providing fire protection, emergency medical services, and rescue operations throughout the city of Berkeley, California.
-
A.
San Francisco Fire Department
The San Francisco Fire Department is the municipal agency responsible for fire protection, emergency medical services, and disaster response within the city and county of San Francisco, California.
-
B.
Santa Clara County Fire Department
The Santa Clara County Fire Department is a regional fire and emergency services agency in California that provides fire protection, rescue, and emergency medical response to multiple communities, including the city of Campbell.
-
C.
San Francisco Fire Commission
The San Francisco Fire Commission is a civilian oversight body that sets policy and provides governance for the San Francisco Fire Department and related emergency services.
-
D.
Seattle Fire Department
The Seattle Fire Department is the municipal fire and emergency services agency responsible for firefighting, rescue, and medical response throughout the city of Seattle, Washington.
-
E.
Dallas Fire-Rescue Department
The Dallas Fire-Rescue Department is the primary municipal agency responsible for fire protection, emergency medical services, and rescue operations in Dallas, Texas, and certain surrounding communities.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: fireServiceBy Context triple: [North Berkeley, fireServiceBy, Berkeley Fire Department]
-
A.
fireType
Indicates that one entity has a specific classification or category related to fire (e.g., type, kind, or nature of fire).
-
B.
fireSymbolizes
Indicates that the concept or element of fire is used to represent, signify, or stand for another idea, quality, or meaning in a symbolic way.
-
C.
fireRescue
Indicates a relationship where one entity performs or is responsible for rescuing people or property from fires or fire-related emergencies involving another entity.
-
D.
fireCauseContext
Indicates the contextual circumstances or conditions that contributed to causing a fire.
-
E.
fires
Indicates that an agent initiates the discharge or ignition of something, such as a weapon, engine, or explosive device, causing it to operate or go off.
- F. None of above. chosen
Provenance (7 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_69bd44704be88190acdb2ac481b0ff55 |
completed | March 20, 2026, 12:58 p.m. |
| NER | Named-entity recognition | batch_69bd86f20f008190be7b5848af05f2b8 |
completed | March 20, 2026, 5:42 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69bf10f77b048190b8d3b39b900008d8 |
completed | March 21, 2026, 9:43 p.m. |
| NEDg | Description generation | batch_69bf1186f1988190893e8d1af8623f6d |
completed | March 21, 2026, 9:45 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69bf1226ddd08190a39799fd0db58694 |
completed | March 21, 2026, 9:48 p.m. |
| PD | Predicate disambiguation | batch_69bd84534f9c8190bc19d4812060768d |
completed | March 20, 2026, 5:30 p.m. |
| PDg | Predicate description generation | batch_69bd86f0cbfc8190b6665dd9b28d6345 |
completed | March 20, 2026, 5:42 p.m. |
Created at: March 20, 2026, 1:53 p.m.