Triple

T677181
Position Surface form Disambiguated ID Type / Status
Subject Leonard Darwin E13102 entity
Predicate notableWork P4 FINISHED
Object The Need for Eugenic Reform
The Need for Eugenic Reform is an early 20th-century book by Leonard Darwin advocating for the application of eugenic principles to social and public policy.
E83399 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 Need for Eugenic Reform | Statement: [Leonard Darwin, notableWork, The Need for Eugenic Reform]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Need for Eugenic Reform
Context triple: [Leonard Darwin, notableWork, The Need for Eugenic Reform]
  • A. Law for the Prevention of Hereditarily Diseased Offspring
    The Law for the Prevention of Hereditarily Diseased Offspring was a 1933 Nazi eugenics statute that mandated the forced sterilization of hundreds of thousands of people deemed genetically "unfit," including those with disabilities and certain illnesses.
  • B. Mutual Aid: A Factor of Evolution
    Mutual Aid: A Factor of Evolution is Peter Kropotkin’s influential work arguing that cooperation and mutual support are key drivers of evolution and social organization, challenging the notion that competition alone shapes species.
  • C. An Inquiry into Well-Being and Destitution
    An Inquiry into Well-Being and Destitution is an influential economic and philosophical treatise that rigorously examines the concepts of welfare, poverty, and inequality within a comprehensive theoretical framework.
  • D. The Blank Slate
    The Blank Slate is a book by Steven Pinker that critiques the notion of human minds as entirely shaped by environment and argues for the significant role of innate human nature, making it a foundational text in evolutionary psychology debates.
  • E. Zoonomia; or, The Laws of Organic Life
    Zoonomia; or, The Laws of Organic Life is an influential late-18th-century medical and biological treatise by Erasmus Darwin that proposed early ideas about evolution, physiology, and the organization of living beings.
  • 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 Need for Eugenic Reform
Triple: [Leonard Darwin, notableWork, The Need for Eugenic Reform]
Generated description
The Need for Eugenic Reform is an early 20th-century book by Leonard Darwin advocating for the application of eugenic principles to social and public policy.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Need for Eugenic Reform
Target entity description: The Need for Eugenic Reform is an early 20th-century book by Leonard Darwin advocating for the application of eugenic principles to social and public policy.
  • A. Law for the Prevention of Hereditarily Diseased Offspring
    The Law for the Prevention of Hereditarily Diseased Offspring was a 1933 Nazi eugenics statute that mandated the forced sterilization of hundreds of thousands of people deemed genetically "unfit," including those with disabilities and certain illnesses.
  • B. Mutual Aid: A Factor of Evolution
    Mutual Aid: A Factor of Evolution is Peter Kropotkin’s influential work arguing that cooperation and mutual support are key drivers of evolution and social organization, challenging the notion that competition alone shapes species.
  • C. An Inquiry into Well-Being and Destitution
    An Inquiry into Well-Being and Destitution is an influential economic and philosophical treatise that rigorously examines the concepts of welfare, poverty, and inequality within a comprehensive theoretical framework.
  • D. The Blank Slate
    The Blank Slate is a book by Steven Pinker that critiques the notion of human minds as entirely shaped by environment and argues for the significant role of innate human nature, making it a foundational text in evolutionary psychology debates.
  • E. Zoonomia; or, The Laws of Organic Life
    Zoonomia; or, The Laws of Organic Life is an influential late-18th-century medical and biological treatise by Erasmus Darwin that proposed early ideas about evolution, physiology, and the organization of living beings.
  • 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_69a4933d3bf88190972041cd8cf143b9 completed March 1, 2026, 7:27 p.m.
NER Named-entity recognition batch_69a4a04c89148190b6330e86697bb37b completed March 1, 2026, 8:23 p.m.
NED1 Entity disambiguation (via context triple) batch_69a5c3a1b6588190b0c9215afb3a9200 completed March 2, 2026, 5:06 p.m.
NEDg Description generation batch_69a5c7ff50088190827743f3f42622ce completed March 2, 2026, 5:25 p.m.
NED2 Entity disambiguation (via description) batch_69a5cd1dd7848190a987276500040a4f completed March 2, 2026, 5:47 p.m.
Created at: March 1, 2026, 7:36 p.m.