Triple

T2701803
Position Surface form Disambiguated ID Type / Status
Subject Improved Outer Tactical Vest E59246 entity
Predicate introducedBy P513 FINISHED
Object U.S. Army Program Executive Office Soldier
The U.S. Army Program Executive Office Soldier is an acquisition organization responsible for developing, procuring, and fielding equipment and protective gear that enhance the effectiveness and survivability of American soldiers.
E290804 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: U.S. Army Program Executive Office Soldier | Statement: [Improved Outer Tactical Vest, introducedBy, U.S. Army Program Executive Office Soldier]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: U.S. Army Program Executive Office Soldier
Context triple: [Improved Outer Tactical Vest, introducedBy, U.S. Army Program Executive Office Soldier]
  • A. U.S. Army Combat Developments Command
    The U.S. Army Combat Developments Command was a major Army organization responsible for designing, testing, and refining doctrine, equipment, and organizational structures to shape the Army’s future combat capabilities.
  • B. U.S. Army Natick Soldier Research Development and Engineering Center
    The U.S. Army Natick Soldier Research Development and Engineering Center is a U.S. military research facility focused on developing advanced equipment, clothing, and technologies to enhance soldier protection, performance, and survivability.
  • C. U.S. Army Training and Doctrine Command
    The U.S. Army Training and Doctrine Command is a major Army command responsible for developing doctrine, training, and organizational concepts that shape how the Army prepares for and conducts operations.
  • D. U.S. Army Research, Development and Engineering Command
    The U.S. Army Research, Development and Engineering Command was a major Army organization responsible for developing and integrating advanced technologies and systems to enhance the capabilities and effectiveness of U.S. soldiers.
  • E. U.S. Army Futures Command
    U.S. Army Futures Command is a major Army command responsible for modernizing the force by developing and integrating future concepts, technologies, and capabilities.
  • 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: U.S. Army Program Executive Office Soldier
Triple: [Improved Outer Tactical Vest, introducedBy, U.S. Army Program Executive Office Soldier]
Generated description
The U.S. Army Program Executive Office Soldier is an acquisition organization responsible for developing, procuring, and fielding equipment and protective gear that enhance the effectiveness and survivability of American soldiers.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: U.S. Army Program Executive Office Soldier
Target entity description: The U.S. Army Program Executive Office Soldier is an acquisition organization responsible for developing, procuring, and fielding equipment and protective gear that enhance the effectiveness and survivability of American soldiers.
  • A. U.S. Army Combat Developments Command
    The U.S. Army Combat Developments Command was a major Army organization responsible for designing, testing, and refining doctrine, equipment, and organizational structures to shape the Army’s future combat capabilities.
  • B. U.S. Army Natick Soldier Research Development and Engineering Center
    The U.S. Army Natick Soldier Research Development and Engineering Center is a U.S. military research facility focused on developing advanced equipment, clothing, and technologies to enhance soldier protection, performance, and survivability.
  • C. U.S. Army Training and Doctrine Command
    The U.S. Army Training and Doctrine Command is a major Army command responsible for developing doctrine, training, and organizational concepts that shape how the Army prepares for and conducts operations.
  • D. U.S. Army Research, Development and Engineering Command
    The U.S. Army Research, Development and Engineering Command was a major Army organization responsible for developing and integrating advanced technologies and systems to enhance the capabilities and effectiveness of U.S. soldiers.
  • E. U.S. Army Futures Command
    U.S. Army Futures Command is a major Army command responsible for modernizing the force by developing and integrating future concepts, technologies, and capabilities.
  • 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_69ab4ac66bc88190b9e4afa5fc843f72 completed March 6, 2026, 9:44 p.m.
NER Named-entity recognition batch_69abda4e679c8190a2926284568d9020 completed March 7, 2026, 7:57 a.m.
NED1 Entity disambiguation (via context triple) batch_69afaf76caec8190930ead7931f7ea91 completed March 10, 2026, 5:43 a.m.
NEDg Description generation batch_69afb01c248c81909af7358da96aa588 completed March 10, 2026, 5:46 a.m.
NED2 Entity disambiguation (via description) batch_69afb0ae71888190ab0675b7897f1589 completed March 10, 2026, 5:48 a.m.
Created at: March 6, 2026, 9:55 p.m.