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.