Triple

T9546183
Position Surface form Disambiguated ID Type / Status
Subject Clarence Johnson E230292 entity
Predicate notableConcept P201 FINISHED
Object Skunk Works rapid development model
The Skunk Works rapid development model is an innovative aerospace engineering and project management approach that emphasizes small, highly skilled teams, streamlined processes, and fast, secretive development cycles to deliver advanced technologies quickly.
E805238 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: Skunk Works rapid development model | Statement: [Clarence Johnson, notableConcept, Skunk Works rapid development model]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Skunk Works rapid development model
Context triple: [Clarence Johnson, notableConcept, Skunk Works rapid development model]
  • A. Lockheed A-12 program
    The Lockheed A-12 program was a top-secret CIA reconnaissance aircraft development effort in the early 1960s that pioneered the high-speed, high-altitude stealth technologies later refined in the SR-71 Blackbird.
  • B. Joint concept development and experimentation
    Joint concept development and experimentation is a U.S. military process for creating, testing, and refining new joint operational concepts to improve the effectiveness and integration of forces across services.
  • C. The Reactive Engine
    The Reactive Engine is an early conceptual work by Alan Kay that laid foundational ideas for personal computing and interactive, object-oriented systems, later influencing the Dynabook vision.
  • D. U.S. defense acquisition system
    The U.S. defense acquisition system is the complex, regulated framework through which the Department of Defense develops, procures, and sustains military equipment and services.
  • E. Business @ the Speed of Thought
    Business @ the Speed of Thought is a business and technology book by Bill Gates that explores how digital systems and information networks can transform organizations and decision-making.
  • 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: Skunk Works rapid development model
Triple: [Clarence Johnson, notableConcept, Skunk Works rapid development model]
Generated description
The Skunk Works rapid development model is an innovative aerospace engineering and project management approach that emphasizes small, highly skilled teams, streamlined processes, and fast, secretive development cycles to deliver advanced technologies quickly.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Skunk Works rapid development model
Target entity description: The Skunk Works rapid development model is an innovative aerospace engineering and project management approach that emphasizes small, highly skilled teams, streamlined processes, and fast, secretive development cycles to deliver advanced technologies quickly.
  • A. Lockheed A-12 program
    The Lockheed A-12 program was a top-secret CIA reconnaissance aircraft development effort in the early 1960s that pioneered the high-speed, high-altitude stealth technologies later refined in the SR-71 Blackbird.
  • B. Joint concept development and experimentation
    Joint concept development and experimentation is a U.S. military process for creating, testing, and refining new joint operational concepts to improve the effectiveness and integration of forces across services.
  • C. The Reactive Engine
    The Reactive Engine is an early conceptual work by Alan Kay that laid foundational ideas for personal computing and interactive, object-oriented systems, later influencing the Dynabook vision.
  • D. U.S. defense acquisition system
    The U.S. defense acquisition system is the complex, regulated framework through which the Department of Defense develops, procures, and sustains military equipment and services.
  • E. Business @ the Speed of Thought
    Business @ the Speed of Thought is a business and technology book by Bill Gates that explores how digital systems and information networks can transform organizations and decision-making.
  • 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_69ca847c70b8819088a0a0bad64a50d6 completed March 30, 2026, 2:11 p.m.
NER Named-entity recognition batch_69cd9902fca081909125660ae6336d3f completed April 1, 2026, 10:15 p.m.
NED1 Entity disambiguation (via context triple) batch_69d14c747e608190b2fa470324fff454 completed April 4, 2026, 5:37 p.m.
NEDg Description generation batch_69d14cfcfc6c8190a39f4db25ffa160e completed April 4, 2026, 5:40 p.m.
NED2 Entity disambiguation (via description) batch_69d14d5dad98819089c49afd3d097c1f completed April 4, 2026, 5:41 p.m.
Created at: March 30, 2026, 8:02 p.m.