Triple

T16429
Position Surface form Disambiguated ID Type / Status
Subject Noam Chomsky E327 entity
Predicate knownFor P22 FINISHED
Object Chomsky hierarchy
The Chomsky hierarchy is a classification of formal grammars into four types that correspond to increasing levels of generative power and computational complexity in formal language theory.
E644 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: Chomsky hierarchy | Statement: [Noam Chomsky, knownFor, Chomsky hierarchy]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Chomsky hierarchy
Context triple: [Noam Chomsky, knownFor, Chomsky hierarchy]
  • A. Differential analyzer
    The Differential Analyzer is an early analog mechanical computer designed to solve differential equations using interconnected rotating shafts and wheels.
  • B. 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.
  • C. Bolt Beranek and Newman
    Bolt Beranek and Newman was a pioneering American research and engineering firm best known for its foundational role in developing the ARPANET, a precursor to the modern internet.
  • D. Literary Machines
    Literary Machines is a seminal book by Theodor Nelson that outlines his visionary concepts for hypertext, non-linear writing, and the structure of digital information systems.
  • E. Noam Chomsky
    Noam Chomsky is an American linguist, philosopher, cognitive scientist, historian, and political activist widely regarded as the founder of modern linguistics and a prominent critic of U.S. foreign policy.
  • 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: Chomsky hierarchy
Triple: [Noam Chomsky, knownFor, Chomsky hierarchy]
Generated description
The Chomsky hierarchy is a classification of formal grammars into four types that correspond to increasing levels of generative power and computational complexity in formal language theory.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Chomsky hierarchy
Target entity description: The Chomsky hierarchy is a classification of formal grammars into four types that correspond to increasing levels of generative power and computational complexity in formal language theory.
  • A. Differential analyzer
    The Differential Analyzer is an early analog mechanical computer designed to solve differential equations using interconnected rotating shafts and wheels.
  • B. 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.
  • C. Bolt Beranek and Newman
    Bolt Beranek and Newman was a pioneering American research and engineering firm best known for its foundational role in developing the ARPANET, a precursor to the modern internet.
  • D. Literary Machines
    Literary Machines is a seminal book by Theodor Nelson that outlines his visionary concepts for hypertext, non-linear writing, and the structure of digital information systems.
  • E. Noam Chomsky
    Noam Chomsky is an American linguist, philosopher, cognitive scientist, historian, and political activist widely regarded as the founder of modern linguistics and a prominent critic of U.S. foreign policy.
  • 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_69a23d7ad88c8190bffe8ab091d86642 completed Feb. 28, 2026, 12:57 a.m.
NER Named-entity recognition batch_69a24003aca48190b98c2df43d65e496 completed Feb. 28, 2026, 1:08 a.m.
NED1 Entity disambiguation (via context triple) batch_69a243ca1c908190a50e20627e1b9a1e completed Feb. 28, 2026, 1:24 a.m.
NEDg Description generation batch_69a24667687481908fdf2588b57ceadc completed Feb. 28, 2026, 1:35 a.m.
NED2 Entity disambiguation (via description) batch_69a247312efc81908e6a6b75c520795d completed Feb. 28, 2026, 1:38 a.m.
Created at: Feb. 28, 2026, 1:02 a.m.