Triple

T7804572
Position Surface form Disambiguated ID Type / Status
Subject Architecture Machine Group E180514 entity
Predicate publication P80 FINISHED
Object Soft Architecture Machines
Soft Architecture Machines is a seminal 1970 book by Nicholas Negroponte that explores the integration of computation, artificial intelligence, and interactive systems into architectural design.
E694333 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: Soft Architecture Machines | Statement: [Architecture Machine Group, publication, Soft Architecture Machines]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Soft Architecture Machines
Context triple: [Architecture Machine Group, publication, Soft Architecture Machines]
  • A. Artificial Mind & Movement
    Artificial Mind & Movement was a Canadian video game development studio known for creating licensed titles and later rebranding as Behaviour Interactive.
  • B. subsumption architecture
    Subsumption architecture is a robotics control framework introduced by Rodney Brooks that builds complex behavior from layered, simple, reactive modules without relying on centralized world models.
  • C. Analogia: The Emergence of Technology Beyond Programmable Control
    "Analogia: The Emergence of Technology Beyond Programmable Control" is a nonfiction book by George Dyson that explores the historical roots and future implications of analog and digital computing, focusing on technologies that evolve beyond direct human programmability.
  • D. Architext
    Architext was an early web search engine company that later became known as Excite, one of the prominent internet portals of the 1990s.
  • E. Architecture as Signs and Systems
    "Architecture as Signs and Systems" is a theoretical work that explores architecture through the lenses of communication, symbolism, and systems thinking, extending postmodern ideas about how buildings convey meaning in contemporary culture.
  • 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: Soft Architecture Machines
Triple: [Architecture Machine Group, publication, Soft Architecture Machines]
Generated description
Soft Architecture Machines is a seminal 1970 book by Nicholas Negroponte that explores the integration of computation, artificial intelligence, and interactive systems into architectural design.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Soft Architecture Machines
Target entity description: Soft Architecture Machines is a seminal 1970 book by Nicholas Negroponte that explores the integration of computation, artificial intelligence, and interactive systems into architectural design.
  • A. Artificial Mind & Movement
    Artificial Mind & Movement was a Canadian video game development studio known for creating licensed titles and later rebranding as Behaviour Interactive.
  • B. subsumption architecture
    Subsumption architecture is a robotics control framework introduced by Rodney Brooks that builds complex behavior from layered, simple, reactive modules without relying on centralized world models.
  • C. Analogia: The Emergence of Technology Beyond Programmable Control
    "Analogia: The Emergence of Technology Beyond Programmable Control" is a nonfiction book by George Dyson that explores the historical roots and future implications of analog and digital computing, focusing on technologies that evolve beyond direct human programmability.
  • D. Architext
    Architext was an early web search engine company that later became known as Excite, one of the prominent internet portals of the 1990s.
  • E. Architecture as Signs and Systems
    "Architecture as Signs and Systems" is a theoretical work that explores architecture through the lenses of communication, symbolism, and systems thinking, extending postmodern ideas about how buildings convey meaning in contemporary culture.
  • 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_69ca827e50cc8190a92a733577184938 completed March 30, 2026, 2:02 p.m.
NER Named-entity recognition batch_69caf636def8819084117fababac06b2 completed March 30, 2026, 10:16 p.m.
NED1 Entity disambiguation (via context triple) batch_69cb14439c8081908331caf450462a0e completed March 31, 2026, 12:24 a.m.
NEDg Description generation batch_69cb1638c9888190be533d55fd0b494f completed March 31, 2026, 12:32 a.m.
NED2 Entity disambiguation (via description) batch_69cb1a49beb4819090532acabb9391b1 completed March 31, 2026, 12:50 a.m.
Created at: March 30, 2026, 4:34 p.m.