Triple

T1264604
Position Surface form Disambiguated ID Type / Status
Subject A. J. Ayer E12572 entity
Predicate notableWork P4 FINISHED
Object The Problem of Knowledge
The Problem of Knowledge is a 1956 philosophical work by A. J. Ayer that critically examines the nature, limits, and justification of human knowledge within the analytic tradition.
E145259 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: The Problem of Knowledge | Statement: [A. J. Ayer, notableWork, The Problem of Knowledge]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Problem of Knowledge
Context triple: [A. J. Ayer, notableWork, The Problem of Knowledge]
  • A. The Problems of Philosophy
    The Problems of Philosophy is a short, accessible 1912 book by Bertrand Russell that introduces key issues in epistemology and metaphysics, such as the nature of reality, knowledge, and appearance versus reality.
  • B. Logic: The Theory of Inquiry
    Logic: The Theory of Inquiry is John Dewey’s major work on logic, presenting a pragmatic account of reasoning as an experimental, inquiry-driven process grounded in experience.
  • C. On Certainty
    On Certainty is a posthumously published collection of Ludwig Wittgenstein’s late philosophical notes that investigates the nature of knowledge, doubt, and foundational “hinge” propositions.
  • D. A History of Western Philosophy
    A History of Western Philosophy is Bertrand Russell’s comprehensive survey of Western philosophical thought from the pre-Socratics to the early 20th century, combining exposition with critical commentary.
  • E. “Two Dogmas of Empiricism”
    “Two Dogmas of Empiricism” is a landmark philosophical essay that challenges the analytic–synthetic distinction and reductionism, reshaping 20th-century debates in epistemology and the philosophy of language.
  • 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: The Problem of Knowledge
Triple: [A. J. Ayer, notableWork, The Problem of Knowledge]
Generated description
The Problem of Knowledge is a 1956 philosophical work by A. J. Ayer that critically examines the nature, limits, and justification of human knowledge within the analytic tradition.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Problem of Knowledge
Target entity description: The Problem of Knowledge is a 1956 philosophical work by A. J. Ayer that critically examines the nature, limits, and justification of human knowledge within the analytic tradition.
  • A. The Problems of Philosophy
    The Problems of Philosophy is a short, accessible 1912 book by Bertrand Russell that introduces key issues in epistemology and metaphysics, such as the nature of reality, knowledge, and appearance versus reality.
  • B. Logic: The Theory of Inquiry
    Logic: The Theory of Inquiry is John Dewey’s major work on logic, presenting a pragmatic account of reasoning as an experimental, inquiry-driven process grounded in experience.
  • C. On Certainty
    On Certainty is a posthumously published collection of Ludwig Wittgenstein’s late philosophical notes that investigates the nature of knowledge, doubt, and foundational “hinge” propositions.
  • D. A History of Western Philosophy
    A History of Western Philosophy is Bertrand Russell’s comprehensive survey of Western philosophical thought from the pre-Socratics to the early 20th century, combining exposition with critical commentary.
  • E. “Two Dogmas of Empiricism”
    “Two Dogmas of Empiricism” is a landmark philosophical essay that challenges the analytic–synthetic distinction and reductionism, reshaping 20th-century debates in epistemology and the philosophy of language.
  • 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_69a4933352e08190ac617291985e76c0 completed March 1, 2026, 7:27 p.m.
NER Named-entity recognition batch_69a4c03573a48190b5851f0a734c2d6f completed March 1, 2026, 10:39 p.m.
NED1 Entity disambiguation (via context triple) batch_69ac9984c21c8190a1cec6c9d2df217a completed March 7, 2026, 9:32 p.m.
NEDg Description generation batch_69ac9a6c81548190a1647ef797355d53 completed March 7, 2026, 9:36 p.m.
NED2 Entity disambiguation (via description) batch_69ac9ac980f48190a23da8b222ec7601 completed March 7, 2026, 9:38 p.m.
Created at: March 1, 2026, 7:50 p.m.