Triple

T169286
Position Surface form Disambiguated ID Type / Status
Subject B. F. Skinner E3082 entity
Predicate notableWork P4 FINISHED
Object Beyond Freedom and Dignity
Beyond Freedom and Dignity is a controversial 1971 book by behaviorist B. F. Skinner that argues human behavior is best shaped through environmental conditioning rather than notions of free will or moral autonomy.
E21181 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: Beyond Freedom and Dignity | Statement: [B. F. Skinner, notableWork, Beyond Freedom and Dignity]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Beyond Freedom and Dignity
Context triple: [B. F. Skinner, notableWork, Beyond Freedom and Dignity]
  • A. The Idea of Justice
    The Idea of Justice is a philosophical work by Amartya Sen that critiques traditional theories of justice and proposes a comparative, realization-focused approach grounded in public reasoning and human capabilities.
  • B. The Path to Freedom
    "The Path to Freedom" is a chapter in Carl Sagan’s science book *The Demon-Haunted World* that explores how scientific thinking and skepticism can liberate people from superstition and irrational beliefs.
  • C. The Element of Freedom
    The Element of Freedom is a 2009 R&B and soul studio album by Alicia Keys that blends piano-driven ballads with mid-tempo tracks exploring themes of love, vulnerability, and empowerment.
  • D. Über die Grenzen der Wirksamkeit des Staates
    Über die Grenzen der Wirksamkeit des Staates is a seminal political-philosophical essay by Wilhelm von Humboldt that argues for limiting state intervention to protect individual freedom and self-development.
  • E. Triumphant Democracy
    Triumphant Democracy is a political and social treatise by industrialist Andrew Carnegie that praises American democratic institutions and contrasts them favorably with the British system of government.
  • 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: Beyond Freedom and Dignity
Triple: [B. F. Skinner, notableWork, Beyond Freedom and Dignity]
Generated description
Beyond Freedom and Dignity is a controversial 1971 book by behaviorist B. F. Skinner that argues human behavior is best shaped through environmental conditioning rather than notions of free will or moral autonomy.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Beyond Freedom and Dignity
Target entity description: Beyond Freedom and Dignity is a controversial 1971 book by behaviorist B. F. Skinner that argues human behavior is best shaped through environmental conditioning rather than notions of free will or moral autonomy.
  • A. The Idea of Justice
    The Idea of Justice is a philosophical work by Amartya Sen that critiques traditional theories of justice and proposes a comparative, realization-focused approach grounded in public reasoning and human capabilities.
  • B. The Path to Freedom
    "The Path to Freedom" is a chapter in Carl Sagan’s science book *The Demon-Haunted World* that explores how scientific thinking and skepticism can liberate people from superstition and irrational beliefs.
  • C. The Element of Freedom
    The Element of Freedom is a 2009 R&B and soul studio album by Alicia Keys that blends piano-driven ballads with mid-tempo tracks exploring themes of love, vulnerability, and empowerment.
  • D. Über die Grenzen der Wirksamkeit des Staates
    Über die Grenzen der Wirksamkeit des Staates is a seminal political-philosophical essay by Wilhelm von Humboldt that argues for limiting state intervention to protect individual freedom and self-development.
  • E. Triumphant Democracy
    Triumphant Democracy is a political and social treatise by industrialist Andrew Carnegie that praises American democratic institutions and contrasts them favorably with the British system of government.
  • 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_69a2524ce1e48190ab066bf72859f474 completed Feb. 28, 2026, 2:26 a.m.
NER Named-entity recognition batch_69a258b6f4f88190b1264bbbeb19a29e completed Feb. 28, 2026, 2:53 a.m.
NED1 Entity disambiguation (via context triple) batch_69a2e3c131cc81909092b2aab26cd1ba completed Feb. 28, 2026, 12:46 p.m.
NEDg Description generation batch_69a2e43c273c8190ac28bb1826f30eb4 completed Feb. 28, 2026, 12:49 p.m.
NED2 Entity disambiguation (via description) batch_69a2e492948c8190a9338cf1a7b5acd8 completed Feb. 28, 2026, 12:50 p.m.
Created at: Feb. 28, 2026, 2:34 a.m.