Triple

T801684

Position	Surface form	Disambiguated ID	Type / Status
Subject	Transportation Security Administration	`E17140`	entity
Predicate	usesProgram	`P6928`	FINISHED
Object	Federal Air Marshal Service 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.	`E97460`	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 Marshal Service | Statement: [Transportation Security Administration, usesProgram, Federal Air Marshal Service]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Federal Air Marshal Service
Context triple: [Transportation Security Administration, usesProgram, Federal Air Marshal Service]

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. Federal Protective Service
The Federal Protective Service is a U.S. federal law enforcement agency responsible for protecting federal government facilities, their occupants, and visitors.
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. Armed Forces Security Agency
The Armed Forces Security Agency was a U.S. military signals intelligence and cryptologic organization that served as the direct predecessor to the National Security Agency.
E. United States Secret Service
The United States Secret Service is a federal law enforcement agency best known for protecting the U.S. president and other national leaders, as well as investigating financial and cyber crimes.
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 Marshal Service
Triple: [Transportation Security Administration, usesProgram, Federal Air Marshal Service]

Generated description

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.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Federal Air Marshal Service
Target entity description: 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.

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. Federal Protective Service
The Federal Protective Service is a U.S. federal law enforcement agency responsible for protecting federal government facilities, their occupants, and visitors.
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. Armed Forces Security Agency
The Armed Forces Security Agency was a U.S. military signals intelligence and cryptologic organization that served as the direct predecessor to the National Security Agency.
E. United States Secret Service
The United States Secret Service is a federal law enforcement agency best known for protecting the U.S. president and other national leaders, as well as investigating financial and cyber crimes.
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_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_69a76d818e208190a8f3b165c0770e09`	completed	March 3, 2026, 11:23 p.m.
NEDg	Description generation	`batch_69a7810893c081909b1085101eb2a444`	completed	March 4, 2026, 12:47 a.m.
NED2	Entity disambiguation (via description)	`batch_69a7825bb0948190a5b4d3454c0d449c`	completed	March 4, 2026, 12:52 a.m.

Created at: March 1, 2026, 7:38 p.m.