Triple

T22202221
Position Surface form Disambiguated ID Type / Status
Subject parallel distributed processing E548708 entity
Predicate developedBy P73 FINISHED
Object David E. Rumelhart NE NERFINISHED

How this triple was built (2 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: David E. Rumelhart | Statement: [parallel distributed processing, developedBy, David E. Rumelhart]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: David E. Rumelhart
Context triple: [parallel distributed processing, developedBy, David E. Rumelhart]
  • A. David E. Rumelhart chosen
    David E. Rumelhart was a pioneering cognitive psychologist and neural network researcher whose work on parallel distributed processing and backpropagation profoundly shaped modern cognitive science and machine learning.
  • B. Stephen Grossberg
    Stephen Grossberg is an American cognitive scientist and neuroscientist renowned for pioneering work in neural networks, adaptive resonance theory, and computational models of perception and learning.
  • C. John Hopfield
    John Hopfield is an American physicist and neuroscientist best known for introducing the Hopfield network, a pioneering model in neural networks and computational neuroscience.
  • D. Ross Quillian
    Ross Quillian was a pioneering cognitive scientist and computer scientist known for his early work on semantic memory models and semantic networks in artificial intelligence.
  • E. Zenon Pylyshyn
    Zenon Pylyshyn was a cognitive scientist and philosopher known for his influential work on mental imagery, visual cognition, and the computational theory of mind.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (2 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_69e11e3ecc7c8190b5f94cd8f42e9d37 completed April 16, 2026, 5:37 p.m.
NER Named-entity recognition batch_69f12b24c6fc81909e6ae62564846bd1 completed April 28, 2026, 9:48 p.m.
Created at: April 16, 2026, 8:36 p.m.