Triple

T981657
Position Surface form Disambiguated ID Type / Status
Subject Walden Two E21180 entity
Predicate relatedWork P37 FINISHED
Object Walden Two Revisited
Walden Two Revisited is a nonfiction follow-up in which behaviorist B. F. Skinner responds to critiques of his utopian novel Walden Two and reflects on its ideas in light of real-world developments.
E117244 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: Walden Two Revisited | Statement: [Walden Two, relatedWork, Walden Two Revisited]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Walden Two Revisited
Context triple: [Walden Two, relatedWork, Walden Two Revisited]
  • A. Walden Two
    Walden Two is a utopian novel by behaviorist B. F. Skinner that depicts a community engineered through behavioral principles to maximize social harmony and individual well-being.
  • B. Brave New World Revisited
    Brave New World Revisited is Aldous Huxley’s non-fiction collection of essays in which he reflects on and updates the themes of his dystopian novel Brave New World in light of mid-20th-century political and technological developments.
  • C. The Study of Man
    The Study of Man is a foundational 1936 anthropology book by Ralph Linton that systematically introduces and explains the nature of culture and human societies.
  • D. One-Dimensional Man
    One-Dimensional Man is a 1964 philosophical critique by Herbert Marcuse that analyzes how advanced industrial societies create conformist, "one-dimensional" thinking that undermines genuine freedom and critical consciousness.
  • E. Models of Man
    Models of Man is a seminal book by Herbert A. Simon that explores human decision-making and behavior through the lens of bounded rationality and mathematical models in the social sciences.
  • 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: Walden Two Revisited
Triple: [Walden Two, relatedWork, Walden Two Revisited]
Generated description
Walden Two Revisited is a nonfiction follow-up in which behaviorist B. F. Skinner responds to critiques of his utopian novel Walden Two and reflects on its ideas in light of real-world developments.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Walden Two Revisited
Target entity description: Walden Two Revisited is a nonfiction follow-up in which behaviorist B. F. Skinner responds to critiques of his utopian novel Walden Two and reflects on its ideas in light of real-world developments.
  • A. Walden Two
    Walden Two is a utopian novel by behaviorist B. F. Skinner that depicts a community engineered through behavioral principles to maximize social harmony and individual well-being.
  • B. Brave New World Revisited
    Brave New World Revisited is Aldous Huxley’s non-fiction collection of essays in which he reflects on and updates the themes of his dystopian novel Brave New World in light of mid-20th-century political and technological developments.
  • C. The Study of Man
    The Study of Man is a foundational 1936 anthropology book by Ralph Linton that systematically introduces and explains the nature of culture and human societies.
  • D. One-Dimensional Man
    One-Dimensional Man is a 1964 philosophical critique by Herbert Marcuse that analyzes how advanced industrial societies create conformist, "one-dimensional" thinking that undermines genuine freedom and critical consciousness.
  • E. Models of Man
    Models of Man is a seminal book by Herbert A. Simon that explores human decision-making and behavior through the lens of bounded rationality and mathematical models in the social sciences.
  • 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_69a493c2b62c8190b616351789ec47f8 completed March 1, 2026, 7:30 p.m.
NER Named-entity recognition batch_69a4b47cbca48190a01880bb411e80bd completed March 1, 2026, 9:49 p.m.
NED1 Entity disambiguation (via context triple) batch_69ac258909a88190b597a72cd6c0fa87 completed March 7, 2026, 1:18 p.m.
NEDg Description generation batch_69ac2674f5b88190bb3416a249a63982 completed March 7, 2026, 1:21 p.m.
NED2 Entity disambiguation (via description) batch_69ac2704de788190857a3104180ccd21 completed March 7, 2026, 1:24 p.m.
Created at: March 1, 2026, 7:41 p.m.