Triple

T4740683
Position Surface form Disambiguated ID Type / Status
Subject Ben Miller E105231 entity
Predicate countryOfService P253 FINISHED
Object United States Special Forces
The United States Special Forces are elite U.S. Army units specializing in unconventional warfare, counterterrorism, foreign internal defense, and special reconnaissance missions worldwide.
E468158 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: United States Special Forces | Statement: [Ben Miller, countryOfService, United States Special Forces]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: United States Special Forces
Context triple: [Ben Miller, countryOfService, United States Special Forces]
  • A. United States Army Rangers
    The United States Army Rangers are an elite light infantry special operations force of the U.S. Army known for rapid deployment, direct action raids, and specialized combat missions.
  • B. 1st Special Forces Operational Detachment-Delta
    The 1st Special Forces Operational Detachment-Delta, commonly known as Delta Force, is an elite, highly secretive U.S. Army special operations unit specializing in counterterrorism, hostage rescue, and high-risk direct action missions.
  • C. Special Warfare Education Group
    The Special Warfare Education Group is a key training and education element within the U.S. Army’s John F. Kennedy Special Warfare Center and School, responsible for developing and instructing special operations forces in advanced unconventional warfare skills.
  • D. U.S. Special Operations Command
    U.S. Special Operations Command is a unified U.S. military command responsible for overseeing and coordinating the special operations forces of all service branches for missions such as counterterrorism, unconventional warfare, and special reconnaissance.
  • E. U.S. Army Special Operations Command
    The U.S. Army Special Operations Command is the Army’s primary headquarters for organizing, training, and deploying elite special operations forces for missions worldwide.
  • 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: United States Special Forces
Triple: [Ben Miller, countryOfService, United States Special Forces]
Generated description
The United States Special Forces are elite U.S. Army units specializing in unconventional warfare, counterterrorism, foreign internal defense, and special reconnaissance missions worldwide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: United States Special Forces
Target entity description: The United States Special Forces are elite U.S. Army units specializing in unconventional warfare, counterterrorism, foreign internal defense, and special reconnaissance missions worldwide.
  • A. United States Army Rangers
    The United States Army Rangers are an elite light infantry special operations force of the U.S. Army known for rapid deployment, direct action raids, and specialized combat missions.
  • B. 1st Special Forces Operational Detachment-Delta
    The 1st Special Forces Operational Detachment-Delta, commonly known as Delta Force, is an elite, highly secretive U.S. Army special operations unit specializing in counterterrorism, hostage rescue, and high-risk direct action missions.
  • C. Special Warfare Education Group
    The Special Warfare Education Group is a key training and education element within the U.S. Army’s John F. Kennedy Special Warfare Center and School, responsible for developing and instructing special operations forces in advanced unconventional warfare skills.
  • D. U.S. Special Operations Command
    U.S. Special Operations Command is a unified U.S. military command responsible for overseeing and coordinating the special operations forces of all service branches for missions such as counterterrorism, unconventional warfare, and special reconnaissance.
  • E. U.S. Army Special Operations Command
    The U.S. Army Special Operations Command is the Army’s primary headquarters for organizing, training, and deploying elite special operations forces for missions worldwide.
  • 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_69bd43ef87a48190a5bc3600711aa032 completed March 20, 2026, 12:56 p.m.
NER Named-entity recognition batch_69bd64a5f3548190a6acf1dcfd64d11d completed March 20, 2026, 3:15 p.m.
NED1 Entity disambiguation (via context triple) batch_69be3a211d2c8190a87ad81ef90dcf3b completed March 21, 2026, 6:26 a.m.
NEDg Description generation batch_69be3d05281481909a74ffb38fb5eb31 completed March 21, 2026, 6:39 a.m.
NED2 Entity disambiguation (via description) batch_69be3dc3ce048190a725ea4b8e8a1ad4 completed March 21, 2026, 6:42 a.m.
Created at: March 20, 2026, 1:19 p.m.