Triple

T19114678
Position Surface form Disambiguated ID Type / Status
Subject U.S. Army Marksmanship Unit E467876 entity
Predicate hasSubUnit P35 FINISHED
Object Custom Firearms Shop
The Custom Firearms Shop is a specialized unit within the U.S. Army Marksmanship Unit responsible for designing, building, and maintaining high-precision competitive and operational firearms.
 E1360309 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: Custom Firearms Shop | Statement: [U.S. Army Marksmanship Unit, hasSubUnit, Custom Firearms Shop]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Custom Firearms Shop
Context triple: [U.S. Army Marksmanship Unit, hasSubUnit, Custom Firearms Shop]
  • A. Weapon Shops
    Weapon Shops are a powerful, quasi-independent network of arms dealers in A. E. van Vogt’s Isher universe, famed for selling advanced, citizen-protecting weapons that cannot be used for aggression.
  • B. Savage Arms
    Savage Arms is an American firearms manufacturer known for producing rifles, shotguns, and historically contributing to iconic weapons such as the Thompson submachine gun.
  • C. Noveske Rifleworks
    Noveske Rifleworks is an American firearms manufacturer known for its high-quality AR-platform rifles and components favored by military, law enforcement, and civilian shooters.
  • D. Springfield Armory
    Springfield Armory was a historic United States firearms manufacturing and military small arms research facility in Springfield, Massachusetts, that played a central role in American arms production from the Revolutionary War through the 20th century.
  • E. Joint Center of Excellence for Guns and Ammunition
    The Joint Center of Excellence for Guns and Ammunition is a U.S. Army-led organization responsible for advancing the development, integration, and lifecycle management of military guns, armaments, and ammunition across the joint services.
  • 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: Custom Firearms Shop
Triple: [U.S. Army Marksmanship Unit, hasSubUnit, Custom Firearms Shop]
Generated description
The Custom Firearms Shop is a specialized unit within the U.S. Army Marksmanship Unit responsible for designing, building, and maintaining high-precision competitive and operational firearms.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Custom Firearms Shop
Target entity description: The Custom Firearms Shop is a specialized unit within the U.S. Army Marksmanship Unit responsible for designing, building, and maintaining high-precision competitive and operational firearms.
  • A. Weapon Shops
    Weapon Shops are a powerful, quasi-independent network of arms dealers in A. E. van Vogt’s Isher universe, famed for selling advanced, citizen-protecting weapons that cannot be used for aggression.
  • B. Savage Arms
    Savage Arms is an American firearms manufacturer known for producing rifles, shotguns, and historically contributing to iconic weapons such as the Thompson submachine gun.
  • C. Noveske Rifleworks
    Noveske Rifleworks is an American firearms manufacturer known for its high-quality AR-platform rifles and components favored by military, law enforcement, and civilian shooters.
  • D. Springfield Armory
    Springfield Armory was a historic United States firearms manufacturing and military small arms research facility in Springfield, Massachusetts, that played a central role in American arms production from the Revolutionary War through the 20th century.
  • E. Joint Center of Excellence for Guns and Ammunition
    The Joint Center of Excellence for Guns and Ammunition is a U.S. Army-led organization responsible for advancing the development, integration, and lifecycle management of military guns, armaments, and ammunition across the joint services.
  • 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_69d8dd06a26481908039e2a1bae8c597 completed April 10, 2026, 11:20 a.m.
NER Named-entity recognition batch_69e5e39736588190b80ddef77101641a completed April 20, 2026, 8:28 a.m.
NED1 Entity disambiguation (via context triple) batch_6a05e66ffaf481909c31c007cb165147 completed May 14, 2026, 3:12 p.m.
NEDg Description generation batch_6a05e9cc2f90819082679876c6a713b5 completed May 14, 2026, 3:27 p.m.
NED2 Entity disambiguation (via description) batch_6a06ee0aa8748190bf2ac6740f47c591 completed May 15, 2026, 9:57 a.m.
Created at: April 10, 2026, 12:05 p.m.