Triple

T1796466
Position Surface form Disambiguated ID Type / Status
Subject Michael Shermer E39614 entity
Predicate notableWork P4 FINISHED
Object Why People Believe Weird Things
Why People Believe Weird Things is a popular science book by Michael Shermer that explores the psychological and sociological reasons people accept pseudoscience, superstition, and irrational beliefs.
E201270 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: Why People Believe Weird Things | Statement: [Michael Shermer, notableWork, Why People Believe Weird Things]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Why People Believe Weird Things
Context triple: [Michael Shermer, notableWork, Why People Believe Weird Things]
  • A. Flim-Flam! Psychics, ESP, Unicorns, and Other Delusions
    Flim-Flam! Psychics, ESP, Unicorns, and Other Delusions is a skeptical book by magician and debunker James Randi that critically examines and exposes claims of the paranormal, pseudoscience, and superstition.
  • B. The Demon-Haunted World
    The Demon-Haunted World is a popular science book by Carl Sagan that champions critical thinking and the scientific method as antidotes to superstition and pseudoscience.
  • C. Rationality: What It Is, Why It Seems Scarce, Why It Matters
    "Rationality: What It Is, Why It Seems Scarce, Why It Matters" is a non-fiction book by cognitive psychologist Steven Pinker that explores the nature of human reasoning, why people often think irrationally, and how better reasoning can improve individual and societal decision-making.
  • D. The Great Political Superstition
    "The Great Political Superstition" is an essay by Herbert Spencer that critiques blind faith in governmental authority and challenges the belief that the state is inherently a force for good.
  • E. Fads and Fallacies in the Name of Science
    Fads and Fallacies in the Name of Science is a classic skeptical book by Martin Gardner that critically examines pseudoscience, fringe theories, and popular scientific misconceptions.
  • 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: Why People Believe Weird Things
Triple: [Michael Shermer, notableWork, Why People Believe Weird Things]
Generated description
Why People Believe Weird Things is a popular science book by Michael Shermer that explores the psychological and sociological reasons people accept pseudoscience, superstition, and irrational beliefs.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Why People Believe Weird Things
Target entity description: Why People Believe Weird Things is a popular science book by Michael Shermer that explores the psychological and sociological reasons people accept pseudoscience, superstition, and irrational beliefs.
  • A. Flim-Flam! Psychics, ESP, Unicorns, and Other Delusions
    Flim-Flam! Psychics, ESP, Unicorns, and Other Delusions is a skeptical book by magician and debunker James Randi that critically examines and exposes claims of the paranormal, pseudoscience, and superstition.
  • B. The Demon-Haunted World
    The Demon-Haunted World is a popular science book by Carl Sagan that champions critical thinking and the scientific method as antidotes to superstition and pseudoscience.
  • C. Rationality: What It Is, Why It Seems Scarce, Why It Matters
    "Rationality: What It Is, Why It Seems Scarce, Why It Matters" is a non-fiction book by cognitive psychologist Steven Pinker that explores the nature of human reasoning, why people often think irrationally, and how better reasoning can improve individual and societal decision-making.
  • D. The Great Political Superstition
    "The Great Political Superstition" is an essay by Herbert Spencer that critiques blind faith in governmental authority and challenges the belief that the state is inherently a force for good.
  • E. Fads and Fallacies in the Name of Science
    Fads and Fallacies in the Name of Science is a classic skeptical book by Martin Gardner that critically examines pseudoscience, fringe theories, and popular scientific misconceptions.
  • 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_69a88632aa588190ba3978fde0db5bbd completed March 4, 2026, 7:21 p.m.
NER Named-entity recognition batch_69aa653ef7f481908226ff71afca672a completed March 6, 2026, 5:25 a.m.
NED1 Entity disambiguation (via context triple) batch_69adb5d49d7481909dcb5cc54b92e3cc completed March 8, 2026, 5:45 p.m.
NEDg Description generation batch_69adb8b626688190b4953d4549339dea completed March 8, 2026, 5:58 p.m.
NED2 Entity disambiguation (via description) batch_69adb9253fa08190bfb7d245208150c0 completed March 8, 2026, 6 p.m.
Created at: March 4, 2026, 7:32 p.m.