Triple

T1264605
Position Surface form Disambiguated ID Type / Status
Subject A. J. Ayer E12572 entity
Predicate notableWork P4 FINISHED
Object The Foundations of Empirical Knowledge
The Foundations of Empirical Knowledge is a 1940 philosophical work by A. J. Ayer that defends logical empiricism by critically examining sense-data theories and the justification of empirical beliefs.
E146750 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 Foundations of Empirical Knowledge | Statement: [A. J. Ayer, notableWork, The Foundations of Empirical Knowledge]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Foundations of Empirical Knowledge
Context triple: [A. J. Ayer, notableWork, The Foundations of Empirical Knowledge]
  • A. 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.
  • B. The Philosophy of the Inductive Sciences
    The Philosophy of the Inductive Sciences is William Whewell’s major 19th-century work in the philosophy of science, elaborating a systematic account of scientific method and the role of induction in the development of scientific knowledge.
  • C. The Logic of Scientific Discovery
    The Logic of Scientific Discovery is Karl Popper’s foundational philosophical work that introduces falsifiability as the key criterion distinguishing scientific theories from non-scientific ones.
  • D. 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.
  • E. History of the Inductive Sciences
    History of the Inductive Sciences is William Whewell’s comprehensive 19th-century survey of the development of scientific knowledge and methods from antiquity to his own time.
  • 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 Foundations of Empirical Knowledge
Triple: [A. J. Ayer, notableWork, The Foundations of Empirical Knowledge]
Generated description
The Foundations of Empirical Knowledge is a 1940 philosophical work by A. J. Ayer that defends logical empiricism by critically examining sense-data theories and the justification of empirical beliefs.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Foundations of Empirical Knowledge
Target entity description: The Foundations of Empirical Knowledge is a 1940 philosophical work by A. J. Ayer that defends logical empiricism by critically examining sense-data theories and the justification of empirical beliefs.
  • A. 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.
  • B. The Philosophy of the Inductive Sciences
    The Philosophy of the Inductive Sciences is William Whewell’s major 19th-century work in the philosophy of science, elaborating a systematic account of scientific method and the role of induction in the development of scientific knowledge.
  • C. The Logic of Scientific Discovery
    The Logic of Scientific Discovery is Karl Popper’s foundational philosophical work that introduces falsifiability as the key criterion distinguishing scientific theories from non-scientific ones.
  • D. 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.
  • E. History of the Inductive Sciences
    History of the Inductive Sciences is William Whewell’s comprehensive 19th-century survey of the development of scientific knowledge and methods from antiquity to his own time.
  • 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_69aca2f1d1008190bd86948eb1b35b2d completed March 7, 2026, 10:13 p.m.
NEDg Description generation batch_69aca76c18d081908154d2a04c7a3328 completed March 7, 2026, 10:32 p.m.
NED2 Entity disambiguation (via description) batch_69aca7d3c740819084c87134e5818455 completed March 7, 2026, 10:33 p.m.
Created at: March 1, 2026, 7:50 p.m.