Triple
T3418005
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Los Angeles County Fire Department |
E72055
|
entity |
| Predicate | hasDivision |
P35
|
FINISHED |
| Object |
Training and EMS Bureau
The Training and EMS Bureau is the division of the Los Angeles County Fire Department responsible for firefighter training, professional development, and oversight of emergency medical services operations and standards.
|
E356759
|
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: Training and EMS Bureau | Statement: [Los Angeles County Fire Department, hasDivision, Training and EMS Bureau]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Training and EMS Bureau Context triple: [Los Angeles County Fire Department, hasDivision, Training and EMS Bureau]
-
A.
Public Safety Training Center
The Public Safety Training Center is a specialized facility of Cuyahoga Community College dedicated to training and educating future and current public safety professionals such as police, fire, and emergency responders.
-
B.
Educational and Training Services Branch
The Educational and Training Services Branch is a specialist component of the British Army responsible for delivering education, training, and learning support to service personnel.
-
C.
Training Bureau
The Training Bureau is the division of the New York City Police Department responsible for educating, training, and developing police recruits and in-service officers.
-
D.
Division of Standards and Training
The Division of Standards and Training is a specialized unit within the Massachusetts State Police responsible for developing, implementing, and overseeing training programs and professional standards for the agency’s personnel.
-
E.
Professional Development Bureau
The Professional Development Bureau is a division of the Metropolitan Police Department of the District of Columbia responsible for training, education, and career development of its officers and staff.
- 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: Training and EMS Bureau Triple: [Los Angeles County Fire Department, hasDivision, Training and EMS Bureau]
Generated description
The Training and EMS Bureau is the division of the Los Angeles County Fire Department responsible for firefighter training, professional development, and oversight of emergency medical services operations and standards.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Training and EMS Bureau Target entity description: The Training and EMS Bureau is the division of the Los Angeles County Fire Department responsible for firefighter training, professional development, and oversight of emergency medical services operations and standards.
-
A.
Public Safety Training Center
The Public Safety Training Center is a specialized facility of Cuyahoga Community College dedicated to training and educating future and current public safety professionals such as police, fire, and emergency responders.
-
B.
Educational and Training Services Branch
The Educational and Training Services Branch is a specialist component of the British Army responsible for delivering education, training, and learning support to service personnel.
-
C.
Training Bureau
The Training Bureau is the division of the New York City Police Department responsible for educating, training, and developing police recruits and in-service officers.
-
D.
Division of Standards and Training
The Division of Standards and Training is a specialized unit within the Massachusetts State Police responsible for developing, implementing, and overseeing training programs and professional standards for the agency’s personnel.
-
E.
Professional Development Bureau
The Professional Development Bureau is a division of the Metropolitan Police Department of the District of Columbia responsible for training, education, and career development of its officers and staff.
- 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_69ad85ad38e48190b7660c5118a35289 |
completed | March 8, 2026, 2:20 p.m. |
| NER | Named-entity recognition | batch_69adb92df1e48190bbf22a47e44579f1 |
completed | March 8, 2026, 6 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b3546c88008190980a51195251af91 |
completed | March 13, 2026, 12:03 a.m. |
| NEDg | Description generation | batch_69b355a7dc308190ba8ab0db251592a2 |
completed | March 13, 2026, 12:09 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b3566da174819086160cd254e0a443 |
completed | March 13, 2026, 12:12 a.m. |
Created at: March 8, 2026, 3:15 p.m.