Triple

T249069
Position Surface form Disambiguated ID Type / Status
Subject Millennium Edition E5102 entity
Predicate editor P1954 FINISHED
Object David L. Goodstein
David L. Goodstein is an American physicist and educator known for his work in condensed matter physics, science education, and authorship of popular science books.
E43291 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: David L. Goodstein | Statement: [Millennium Edition, editor, David L. Goodstein]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: David L. Goodstein
Context triple: [Millennium Edition, editor, David L. Goodstein]
  • A. Timothy Ferris
    Timothy Ferris is an American science writer and journalist known for his popular books on astronomy and cosmology and for helping bring complex scientific ideas to a broad audience.
  • B. Stanley Corrsin
    Stanley Corrsin was a prominent American fluid dynamicist renowned for his pioneering contributions to the study of turbulence and mixing in fluid flows.
  • C. Dorion Sagan
    Dorion Sagan is an American science writer and essayist known for his works on evolution, ecology, and complexity, and for coauthoring influential books with his mother, biologist Lynn Margulis.
  • D. Norman Spinrad
    Norman Spinrad is an American science fiction author known for his provocative, politically charged novels and short stories, including "Bug Jack Barron" and "The Iron Dream."
  • E. Nigel Goldenfeld
    Nigel Goldenfeld is a theoretical physicist known for his influential work in statistical physics, complex systems, and fluid dynamics.
  • 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: David L. Goodstein
Triple: [Millennium Edition, editor, David L. Goodstein]
Generated description
David L. Goodstein is an American physicist and educator known for his work in condensed matter physics, science education, and authorship of popular science books.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: David L. Goodstein
Target entity description: David L. Goodstein is an American physicist and educator known for his work in condensed matter physics, science education, and authorship of popular science books.
  • A. Timothy Ferris
    Timothy Ferris is an American science writer and journalist known for his popular books on astronomy and cosmology and for helping bring complex scientific ideas to a broad audience.
  • B. Stanley Corrsin
    Stanley Corrsin was a prominent American fluid dynamicist renowned for his pioneering contributions to the study of turbulence and mixing in fluid flows.
  • C. Dorion Sagan
    Dorion Sagan is an American science writer and essayist known for his works on evolution, ecology, and complexity, and for coauthoring influential books with his mother, biologist Lynn Margulis.
  • D. Norman Spinrad
    Norman Spinrad is an American science fiction author known for his provocative, politically charged novels and short stories, including "Bug Jack Barron" and "The Iron Dream."
  • E. Nigel Goldenfeld
    Nigel Goldenfeld is a theoretical physicist known for his influential work in statistical physics, complex systems, and fluid dynamics.
  • 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_69a257c4bf688190a46ebbf411ab7473 completed Feb. 28, 2026, 2:49 a.m.
NER Named-entity recognition batch_69a25d35aa288190966b6e15af1525cb completed Feb. 28, 2026, 3:12 a.m.
NED1 Entity disambiguation (via context triple) batch_69a3d4dcaec0819099f5a3721d035cdd completed March 1, 2026, 5:55 a.m.
NEDg Description generation batch_69a3d59c91948190bbb495f1d8165c81 completed March 1, 2026, 5:58 a.m.
NED2 Entity disambiguation (via description) batch_69a3d61b4cb08190861fd5f01fc75a92 completed March 1, 2026, 6 a.m.
Created at: Feb. 28, 2026, 2:54 a.m.