Triple

T21457445
Position Surface form Disambiguated ID Type / Status
Subject MIT Project MAC E529378 entity
Predicate abbreviationMeaning P8493 FINISHED
Object Machine-Aided Cognition
Machine-Aided Cognition was an early MIT research initiative exploring how computers could augment and simulate human thought processes.
E1485429 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: Machine-Aided Cognition | Statement: [MIT Project MAC, abbreviationMeaning, Machine-Aided Cognition]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Machine-Aided Cognition
Context triple: [MIT Project MAC, abbreviationMeaning, Machine-Aided Cognition]
  • A. Understanding Computers and Cognition
    "Understanding Computers and Cognition" is an influential book by Terry Winograd and Fernando Flores that critiques traditional artificial intelligence and proposes a new, language- and human-centered view of computing and cognition.
  • B. Soar cognitive architecture
    The Soar cognitive architecture is a general-purpose framework for modeling and understanding human cognition through unified theories of problem solving, learning, and decision-making.
  • C. Man-Computer Symbiosis
    Man-Computer Symbiosis is a seminal 1960 essay by J. C. R. Licklider that envisioned interactive, cooperative partnerships between humans and computers, laying conceptual foundations for modern interactive computing and the internet.
  • D. Unified Theories of Cognition
    Unified Theories of Cognition is a comprehensive cognitive science framework proposed by Allen Newell that seeks to explain diverse mental processes—such as problem solving, memory, and learning—within a single, unified theoretical architecture.
  • E. The Mental Life of Some Machines
    The Mental Life of Some Machines is a philosophical essay by Hilary Putnam that explores whether and how machines could possess mental states, contributing to debates in philosophy of mind and artificial intelligence.
  • 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: Machine-Aided Cognition
Triple: [MIT Project MAC, abbreviationMeaning, Machine-Aided Cognition]
Generated description
Machine-Aided Cognition was an early MIT research initiative exploring how computers could augment and simulate human thought processes.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Machine-Aided Cognition
Target entity description: Machine-Aided Cognition was an early MIT research initiative exploring how computers could augment and simulate human thought processes.
  • A. Understanding Computers and Cognition
    "Understanding Computers and Cognition" is an influential book by Terry Winograd and Fernando Flores that critiques traditional artificial intelligence and proposes a new, language- and human-centered view of computing and cognition.
  • B. Soar cognitive architecture
    The Soar cognitive architecture is a general-purpose framework for modeling and understanding human cognition through unified theories of problem solving, learning, and decision-making.
  • C. Man-Computer Symbiosis
    Man-Computer Symbiosis is a seminal 1960 essay by J. C. R. Licklider that envisioned interactive, cooperative partnerships between humans and computers, laying conceptual foundations for modern interactive computing and the internet.
  • D. Unified Theories of Cognition
    Unified Theories of Cognition is a comprehensive cognitive science framework proposed by Allen Newell that seeks to explain diverse mental processes—such as problem solving, memory, and learning—within a single, unified theoretical architecture.
  • E. The Mental Life of Some Machines
    The Mental Life of Some Machines is a philosophical essay by Hilary Putnam that explores whether and how machines could possess mental states, contributing to debates in philosophy of mind and artificial intelligence.
  • 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_69e0c458133481908ae8b41a12c4edec completed April 16, 2026, 11:13 a.m.
NER Named-entity recognition batch_69e9e9d7af248190a3bc06a390f390bf completed April 23, 2026, 9:43 a.m.
NED1 Entity disambiguation (via context triple) batch_6a09c91019e08190becc555fde1abb7c completed May 17, 2026, 1:56 p.m.
NEDg Description generation batch_6a09c9a6b84881908f9193b89ded7361 completed May 17, 2026, 1:59 p.m.
NED2 Entity disambiguation (via description) batch_6a09caa391588190808eb3dcaff07803 completed May 17, 2026, 2:03 p.m.
Created at: April 16, 2026, 6:08 p.m.