Triple

T4335857
Position Surface form Disambiguated ID Type / Status
Subject Federal Air Marshal Service E97460 entity
Predicate employs P7 FINISHED
Object federal air marshals E97460 NE FINISHED

How this triple was built (2 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: federal air marshals | Statement: [Federal Air Marshal Service, employs, federal air marshals]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: federal air marshals
Context triple: [Federal Air Marshal Service, employs, federal air marshals]
  • A. Federal Air Marshal Service chosen
    The Federal Air Marshal Service is a U.S. law enforcement agency that deploys armed, undercover officers on commercial flights and in airports to detect, deter, and defeat hostile acts against civil aviation.
  • B. United States Marshals Service
    The United States Marshals Service is the federal law enforcement agency responsible for protecting the federal judiciary, managing and transporting prisoners, executing federal court orders, and handling the witness security program.
  • C. Transportation Security Administration
    The Transportation Security Administration (TSA) is a U.S. federal agency responsible for ensuring the security of the nation’s transportation systems, most notably through passenger and baggage screening at airports.
  • D. Diplomatic Security Service
    The Diplomatic Security Service is the law enforcement and security arm of the U.S. Department of State responsible for protecting American diplomatic personnel, facilities, and sensitive information worldwide.
  • E. Agencia Federal de Aviación Civil
    The Agencia Federal de Aviación Civil is Mexico’s national civil aviation authority responsible for regulating and overseeing the safety and operation of the country’s air transport system.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (3 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_69b3454662a481908fbcd0bbfaa3a0a4 completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b35152bfc88190ab5d53ca38f98d8a completed March 12, 2026, 11:50 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5d0a9967481908828ceeb76ce4cbf completed March 14, 2026, 9:18 p.m.
Created at: March 12, 2026, 11:14 p.m.