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.