Triple
T615137
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Los Angeles Police Department |
E12186
|
entity |
| Predicate | notableIncident |
P259
|
FINISHED |
| Object |
North Hollywood shootout
The North Hollywood shootout was a 1997 armed confrontation in Los Angeles in which two heavily armed bank robbers engaged in a prolonged gun battle with police, prompting major changes in law enforcement weaponry and tactics.
|
E77395
|
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: North Hollywood shootout | Statement: [Los Angeles Police Department, notableIncident, North Hollywood shootout]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: North Hollywood shootout Context triple: [Los Angeles Police Department, notableIncident, North Hollywood shootout]
-
A.
The Battle of Los Angeles
The Battle of Los Angeles is a 1999 studio album by American rock band Rage Against the Machine, known for its politically charged lyrics and fusion of rap, metal, and punk.
-
B.
Rampart scandal
The Rampart scandal was a major late-1990s corruption and misconduct controversy involving the Los Angeles Police Department’s Rampart Division anti-gang unit, exposing widespread abuses, evidence tampering, and wrongful convictions.
-
C.
Miami Showband killings
The Miami Showband killings were a notorious 1975 sectarian massacre in County Down, Northern Ireland, in which members of a popular showband were ambushed and murdered by loyalist paramilitaries, becoming one of the most infamous atrocities of the Troubles.
-
D.
Black September conflict
The Black September conflict was a violent confrontation in 1970–1971 between the Jordanian government and Palestinian armed organizations that reshaped the Palestinian resistance movement and regional politics in the Middle East.
-
E.
Colfax massacre
The Colfax massacre was an 1873 episode of racial and political violence in Louisiana in which white supremacists killed dozens of Black freedmen, marking one of the deadliest incidents of Reconstruction-era terror and undermining Black civil rights in the post–Civil War South.
- 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: North Hollywood shootout Triple: [Los Angeles Police Department, notableIncident, North Hollywood shootout]
Generated description
The North Hollywood shootout was a 1997 armed confrontation in Los Angeles in which two heavily armed bank robbers engaged in a prolonged gun battle with police, prompting major changes in law enforcement weaponry and tactics.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: North Hollywood shootout Target entity description: The North Hollywood shootout was a 1997 armed confrontation in Los Angeles in which two heavily armed bank robbers engaged in a prolonged gun battle with police, prompting major changes in law enforcement weaponry and tactics.
-
A.
The Battle of Los Angeles
The Battle of Los Angeles is a 1999 studio album by American rock band Rage Against the Machine, known for its politically charged lyrics and fusion of rap, metal, and punk.
-
B.
Rampart scandal
The Rampart scandal was a major late-1990s corruption and misconduct controversy involving the Los Angeles Police Department’s Rampart Division anti-gang unit, exposing widespread abuses, evidence tampering, and wrongful convictions.
-
C.
Miami Showband killings
The Miami Showband killings were a notorious 1975 sectarian massacre in County Down, Northern Ireland, in which members of a popular showband were ambushed and murdered by loyalist paramilitaries, becoming one of the most infamous atrocities of the Troubles.
-
D.
Black September conflict
The Black September conflict was a violent confrontation in 1970–1971 between the Jordanian government and Palestinian armed organizations that reshaped the Palestinian resistance movement and regional politics in the Middle East.
-
E.
Colfax massacre
The Colfax massacre was an 1873 episode of racial and political violence in Louisiana in which white supremacists killed dozens of Black freedmen, marking one of the deadliest incidents of Reconstruction-era terror and undermining Black civil rights in the post–Civil War South.
- 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_69a493309df48190a327f748e88049a6 |
completed | March 1, 2026, 7:27 p.m. |
| NER | Named-entity recognition | batch_69a49e0b438881909ad515adf7a4eb79 |
completed | March 1, 2026, 8:14 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a55a77b6648190a2d07471442b401a |
completed | March 2, 2026, 9:37 a.m. |
| NEDg | Description generation | batch_69a55b80320c8190a4e9eba92cd2839a |
completed | March 2, 2026, 9:42 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69a55bcfce508190b58e0289775125f9 |
completed | March 2, 2026, 9:43 a.m. |
Created at: March 1, 2026, 7:35 p.m.