Triple
T23010057
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Toronto Police Service |
E572881
|
entity |
| Predicate | hasSpecialUnit |
P1198
|
FINISHED |
| Object |
Guns and Gangs Task Force
The Guns and Gangs Task Force is a specialized Toronto police unit focused on investigating and suppressing gun-related crime and gang activity in the city.
|
E1566750
|
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: Guns and Gangs Task Force | Statement: [Toronto Police Service, hasSpecialUnit, Guns and Gangs Task Force]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Guns and Gangs Task Force Context triple: [Toronto Police Service, hasSpecialUnit, Guns and Gangs Task Force]
-
A.
Gang Enforcement Team
The Gang Enforcement Team is a specialized unit within the Portland Police Bureau focused on investigating and suppressing gang-related crime and violence in the city.
-
B.
Gang Suppression Unit
The Gang Suppression Unit is a specialized Tampa Police Department division focused on identifying, monitoring, and disrupting criminal gang activity in the city.
-
C.
Rampart Division anti-gang unit
The Rampart Division anti-gang unit was an elite Los Angeles Police Department squad later notorious for widespread corruption, brutality, and evidence tampering exposed during the Rampart scandal.
-
D.
Gang Intelligence Unit
The Gang Intelligence Unit is a specialized division of the Detroit Police Department focused on gathering intelligence, investigating, and suppressing gang-related crime and activity in the city.
-
E.
Warrant Squad
Warrant Squad is a specialized NYPD Detective Bureau unit responsible for locating and apprehending individuals wanted on arrest warrants.
- 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: Guns and Gangs Task Force Triple: [Toronto Police Service, hasSpecialUnit, Guns and Gangs Task Force]
Generated description
The Guns and Gangs Task Force is a specialized Toronto police unit focused on investigating and suppressing gun-related crime and gang activity in the city.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Guns and Gangs Task Force Target entity description: The Guns and Gangs Task Force is a specialized Toronto police unit focused on investigating and suppressing gun-related crime and gang activity in the city.
-
A.
Gang Enforcement Team
The Gang Enforcement Team is a specialized unit within the Portland Police Bureau focused on investigating and suppressing gang-related crime and violence in the city.
-
B.
Gang Suppression Unit
The Gang Suppression Unit is a specialized Tampa Police Department division focused on identifying, monitoring, and disrupting criminal gang activity in the city.
-
C.
Rampart Division anti-gang unit
The Rampart Division anti-gang unit was an elite Los Angeles Police Department squad later notorious for widespread corruption, brutality, and evidence tampering exposed during the Rampart scandal.
-
D.
Gang Intelligence Unit
The Gang Intelligence Unit is a specialized division of the Detroit Police Department focused on gathering intelligence, investigating, and suppressing gang-related crime and activity in the city.
-
E.
Warrant Squad
Warrant Squad is a specialized NYPD Detective Bureau unit responsible for locating and apprehending individuals wanted on arrest warrants.
- 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_69e245b764cc8190a51be76f1d9611e1 |
completed | April 17, 2026, 2:37 p.m. |
| NER | Named-entity recognition | batch_69f18359f5548190b15a139eb09e30a0 |
completed | April 29, 2026, 4:04 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a0bf2a4a994819080e3aec3bc83d30f |
completed | May 19, 2026, 5:18 a.m. |
| NEDg | Description generation | batch_6a0bfa853e448190ad7525deb3d181a7 |
completed | May 19, 2026, 5:52 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a0bfd3776008190a7f17a0107fb4e58 |
completed | May 19, 2026, 6:03 a.m. |
Created at: April 17, 2026, 3:51 p.m.