Triple

T801678
Position Surface form Disambiguated ID Type / Status
Subject Transportation Security Administration E17140 entity
Predicate employerOf P7 FINISHED
Object federal air marshals
Federal air marshals are highly trained law enforcement officers who travel undercover on commercial flights to detect, deter, and respond to in-flight terrorist and criminal threats.
E17140 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: federal air marshals | Statement: [Transportation Security Administration, employerOf, federal air marshals]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: federal air marshals
Context triple: [Transportation Security Administration, employerOf, federal air marshals]
  • A. 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.
  • B. 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.
  • C. 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.
  • D. FBI special agents
    FBI special agents are highly trained federal law enforcement officers responsible for investigating and enforcing U.S. laws across a wide range of criminal and national security matters.
  • E. The Secret Service
    "The Secret Service" is a 2012 spy comic book series created by Mark Millar and Dave Gibbons that follows a young man recruited into a covert British intelligence agency, serving as the basis for the film "Kingsman: The Secret Service."
  • 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: federal air marshals
Triple: [Transportation Security Administration, employerOf, federal air marshals]
Generated description
Federal air marshals are highly trained law enforcement officers who travel undercover on commercial flights to detect, deter, and respond to in-flight terrorist and criminal threats.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: federal air marshals
Target entity description: Federal air marshals are highly trained law enforcement officers who travel undercover on commercial flights to detect, deter, and respond to in-flight terrorist and criminal threats.
  • A. 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.
  • B. Transportation Security Administration chosen
    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.
  • C. 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.
  • D. FBI special agents
    FBI special agents are highly trained federal law enforcement officers responsible for investigating and enforcing U.S. laws across a wide range of criminal and national security matters.
  • E. The Secret Service
    "The Secret Service" is a 2012 spy comic book series created by Mark Millar and Dave Gibbons that follows a young man recruited into a covert British intelligence agency, serving as the basis for the film "Kingsman: The Secret Service."
  • F. None of above.

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_69a49378b9c48190adbf5f62e5b7aca1 completed March 1, 2026, 7:28 p.m.
NER Named-entity recognition batch_69a4a7cd6b98819080898934552a72f9 completed March 1, 2026, 8:55 p.m.
NED1 Entity disambiguation (via context triple) batch_69a68924e1048190ba60034c8b8b3b9e completed March 3, 2026, 7:09 a.m.
NEDg Description generation batch_69a68a0f581c8190bdb2a9bda9bce1fa completed March 3, 2026, 7:13 a.m.
NED2 Entity disambiguation (via description) batch_69a6d6042aac8190ba0b092c4b3df66e completed March 3, 2026, 12:37 p.m.
Created at: March 1, 2026, 7:38 p.m.